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"source": "https://t.me/true_secator/7881", "content": "\u0412 n8n \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u044b \u043c\u043d\u043e\u0433\u043e\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0438\u0435 \u0432\u044b\u0439\u0442\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u044b \u0441\u0440\u0435\u0434\u044b \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0445\u043e\u0441\u0442-\u0441\u0435\u0440\u0432\u0435\u0440\u043e\u043c.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u043e\u0442\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u044b\u0435 \u0432 \u0441\u043e\u0432\u043e\u043a\u0443\u043f\u043d\u043e\u0441\u0442\u0438 \u043a\u0430\u043a CVE-2026-25049, \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u043b\u044e\u0431\u044b\u043c \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c, \u0438\u043c\u0435\u044e\u0449\u0438\u043c \u043f\u0440\u0430\u0432\u043e \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0438\u043b\u0438 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u0434\u043b\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f RCE \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 n8n.\n\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0441\u0440\u0430\u0437\u0443 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0418\u0411-\u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439 \u0441\u043e\u043e\u0431\u0449\u0438\u043b\u0438 \u043e \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430\u0445, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u0441 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u0438 n8n \u0438 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043e\u0431\u0445\u043e\u0434\u044f\u0442 \u043f\u0430\u0442\u0447 \u0434\u043b\u044f CVE-2025-68613, \u0435\u0449\u0435 \u043e\u0434\u043d\u043e\u0439 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u043e\u0439 20 \u0434\u0435\u043a\u0430\u0431\u0440\u044f.\n\n\u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c Pillar Security, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 CVE-2026-25049 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440 n8n \u0438 \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435, \u043a\u0440\u0430\u0436\u0438 \u0443\u0447\u0435\u0442\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432 (\u043a\u043b\u044e\u0447\u0435\u0439 API, \u0442\u043e\u043a\u0435\u043d\u043e\u0432 OAuth) \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438.\n\n\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0442\u0430\u043a\u0436\u0435 \u0441\u043c\u043e\u0433\u043b\u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0444\u0430\u0439\u043b\u043e\u0432\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0438 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u043c, \u043f\u0435\u0440\u0435\u0445\u0432\u0430\u0442\u0438\u0442\u044c \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u043d\u044b\u0435 \u043e\u0431\u043b\u0430\u0447\u043d\u044b\u0435 \u0443\u0447\u0435\u0442\u043d\u044b\u0435 \u0437\u0430\u043f\u0438\u0441\u0438 \u0438 \u043f\u0435\u0440\u0435\u0445\u0432\u0430\u0442\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0418\u0418.\n\n\u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 n8n \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u043c\u043d\u043e\u0433\u043e\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u043d\u044b\u043c \u0441\u0435\u0440\u0432\u0438\u0441\u0430\u043c \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0435 \u0434\u0440\u0443\u0433\u0438\u0445 \u0430\u0440\u0435\u043d\u0434\u0430\u0442\u043e\u0440\u043e\u0432.\n\n\u041f\u0440\u0438\u0447\u0435\u043c, \u043a\u0430\u043a \u043e\u0442\u043c\u0435\u0447\u0430\u0435\u0442 \u0432 Pillar Security, \u0434\u043b\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0430\u0442\u0430\u043a\u0438 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043d\u0438\u0447\u0435\u0433\u043e \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0433\u043e: \u0435\u0441\u043b\u0438 \u0432\u044b \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0432\u044b \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u0437\u0430\u0445\u0432\u0430\u0442\u0438\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0441\u0435\u0440\u0432\u0435\u0440\u043e\u043c.\n\n21 \u0434\u0435\u043a\u0430\u0431\u0440\u044f 2025 \u0433\u043e\u0434\u0430 Pillar \u043f\u0440\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 n8n \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043e\u0431\u0445\u043e\u0434\u043d\u044b\u0445 \u043f\u0443\u0442\u0435\u0439, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0443\u044e \u0432\u044b\u0439\u0442\u0438 \u0438\u0437 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u044b \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u043e\u0431\u044a\u0435\u043a\u0442\u0443 Node.js, \u0447\u0442\u043e \u043f\u0440\u0438\u0432\u0435\u043b\u043e \u043f\u043e \u0438\u0442\u043e\u0433\u0443 \u043a RCE.\n\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0431\u044b\u043b\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u043e \u0434\u0432\u0430 \u0434\u043d\u044f \u0441\u043f\u0443\u0441\u0442\u044f, \u043d\u043e \u0432 \u0445\u043e\u0434\u0435 \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0435\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 Pillar \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0430 \u0435\u0433\u043e \u043d\u0435\u043f\u043e\u043b\u043d\u043e\u0442\u0443, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0432\u0442\u043e\u0440\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u043e\u0431\u0445\u043e\u0434\u0430 \u0437\u0430\u0449\u0438\u0442\u044b \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u044d\u043a\u0432\u0438\u0432\u0430\u043b\u0435\u043d\u0442\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u043b \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c.\n\n\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438 n8n \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u0445\u043e\u0434\u0430 \u0437\u0430\u0449\u0438\u0442\u044b 30 \u0434\u0435\u043a\u0430\u0431\u0440\u044f, \u0438 \u0432 \u0438\u0442\u043e\u0433\u0435 12 \u044f\u043d\u0432\u0430\u0440\u044f 2026 \u0433\u043e\u0434\u0430 n8n \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u0432\u0435\u0440\u0441\u0438\u044e 2.4.0, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0431\u044b\u043b\u0430 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0430.\n\n\u0412 \u0441\u0432\u043e\u044e \u043e\u0447\u0435\u0440\u0435\u0434\u044c, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 Endor Labs \u0442\u0430\u043a\u0436\u0435 \u0432\u044b\u044f\u0432\u0438\u043b\u0438 \u043e\u0431\u0445\u043e\u0434\u043d\u044b\u0435 \u043f\u0443\u0442\u0438 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 \u043f\u0440\u043e\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0438\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-25049 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e RCE-\u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430.\n\n\u041e\u043a\u0430\u0437\u0430\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0432\u043e \u0432\u0441\u0435\u0445 \u0432\u0435\u0440\u0441\u0438\u044f\u0445 \u0434\u043e 2.5.2 \u0438 1.123.17 \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u0442, \u0447\u0442\u043e \u043a\u043b\u044e\u0447\u0438 \u043f\u0440\u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u0435 \u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430\u043c \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442 \u0441\u043e\u0431\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0438 \u0432 \u043a\u043e\u0434\u0435, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u043e\u043c \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u043c.\n\n\u041f\u0440\u0438\u0447\u0435\u043c \u044d\u0442\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0440\u0430\u0436\u0435\u043d\u0430 \u0432 \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u0438 TypeScript, \u043d\u043e \u043d\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0447\u0442\u043e \u0441\u043e\u0437\u0434\u0430\u0435\u0442 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u0443\u044e \u0441 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u0435\u0439 \u0442\u0438\u043f\u043e\u0432, \u0430 \u044d\u0442\u043e \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u043a \u043f\u043e\u043b\u043d\u043e\u043c\u0443 \u043e\u0431\u0445\u043e\u0434\u0443 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044f \u043e\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043b\u044f\u0442\u044c \u0430\u0442\u0430\u043a\u0438 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\u043c \u043a\u043e\u0434\u0430.\n\n\u0412 \u0441\u0432\u043e\u0435\u043c \u043e\u0442\u0447\u0435\u0442\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 SecureLayer7 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u043b\u0438 \u0438\u043c \u0434\u043e\u0431\u0438\u0442\u044c\u0441\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f JavaScript \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0442\u043e\u0440\u0430 Function. \n\n\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, \u0432 \u043e\u0442\u0447\u0435\u0442\u0435 \u0444\u0438\u0433\u0443\u0440\u0438\u0440\u0443\u0435\u0442 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 PoC \u0438 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0439 \u0433\u0430\u0439\u0434 \u043f\u043e \u044d\u0443\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438.\n\nCVE-2026-25049 \u0431\u044b\u043b\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0430 \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 CVE-2025-68613 \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u043d\u0435\u0451, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u043e\u0433\u043e n8n. \u041f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u043e\u0441\u044c \u0431\u043e\u043b\u0435\u0435 150 \u043d\u0435\u0443\u0434\u0430\u0447\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a, \u0447\u0442\u043e\u0431\u044b \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u043e\u0431\u0445\u043e\u0434\u0430 \u0437\u0430\u0449\u0438\u0442\u044b.\n\n\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c n8n \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0443 \u0434\u043e \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 (\u0432 \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f - 1.123.17 \u0438 2.5.2).\n\n\u0412 \u0438\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0432\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u043c\u0438 \u043c\u0435\u0440\u0430\u043c\u0438 \u043f\u043e \u0441\u043c\u044f\u0433\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0439.\u00a0\n\nPillar Security \u0442\u0430\u043a\u0436\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442 \u0440\u043e\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043a\u043b\u044e\u0447 \u0448\u0438\u0444\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0432\u0441\u0435 \u0443\u0447\u0435\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u0445\u0440\u0430\u043d\u044f\u0449\u0438\u0435\u0441\u044f \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u043d\u0430 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043f\u043e\u0434\u043e\u0437\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439.\n\n\u041a \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u043c\u0443 \u0432\u0440\u0435\u043c\u044f \u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0438\u043a\u0430\u043a\u0438\u0445 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0445 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439 \u043e\u0431 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 CVE-2026-25049.\n\n\u041e\u0434\u043d\u0430\u043a\u043e \u0440\u0430\u0441\u0442\u0443\u0449\u0430\u044f \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c n8n, \u043f\u043e-\u0432\u0438\u0434\u0438\u043c\u043e\u043c\u0443, \u043f\u0440\u0438\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043a\u0438\u0431\u0435\u0440\u043f\u043e\u0434\u043f\u043e\u043b\u044c\u044f, \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438\u00a0Ni8mare\u00a0(\u0431\u043e\u043b\u0435\u0435 33 000 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u043f\u043e \u0434\u0430\u043d\u043d\u044b\u043c GreyNoise, \u043d\u0430\u0446\u0435\u043b\u0435\u043d\u043d\u044b\u0445 \u043d\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u0435 \u0434\u043b\u044f CVE-2026-21858 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0435 \u0442\u043e\u0447\u043a\u0438 n8n \u0441 27 \u044f\u043d\u0432\u0430\u0440\u044f \u043f\u043e 3 \u0444\u0435\u0432\u0440\u0430\u043b\u044f).", "creation_timestamp": "2026-02-05T14:53:03.000000Z"}, {"uuid": "9961f6f6-39e2-44eb-a733-4c86088d7ce0", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/cKure/15856", "content": "\u25a0\u25a0\u25a0\u25a0\u25a0 CVE-2026-21858 + CVE-2025-68613: n8n Ni8mare - Full Chain Exploit\n\nUnauthenticated to Root RCE:\n- LFI via Content-Type confusion\n- Read /proc/self/environ to find HOME\n- Steal encryption key + database\n- Forge admin JWT token\n- Expression injection sandbox bypass\n- RCE as root\n\nCVSS 10.0\n\nhttps://github.com/Chocapikk/CVE-2026-21858", "creation_timestamp": "2026-01-08T19:06:31.000000Z"}, {"uuid": "f8b34d47-1fa7-4d3f-8351-187148cbc9a9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/haccking/12691", "content": "Ni8mare (CVE-2026-21858): \u043a\u0430\u043a \u043e\u0434\u0438\u043d HTTP-\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u043f\u0440\u0438\u0432\u0451\u043b \u043a \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0430\u0446\u0438\u0438 n8n\n\n#\u0441\u0442\u0430\u0442\u044c\u044f #\u043f\u0435\u0440\u0435\u0432\u043e\u0434 #bugbounty\n\n\u0412 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0431\u044b\u043b\u0430 \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 n8n. \u0418\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440: CVE-2026-21858 CVSS v.3.1: 10.0. \u0418\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u0430 \u0437\u0434\u0435\u0441\u044c \u043d\u0435 \u0441\u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0446\u0435\u043d\u043a\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0441\u0430\u043c\u0430 \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u0430\u043a \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c. \u0412\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441 \u043e\u0431\u044b\u0447\u043d\u043e\u0433\u043e HTTP-\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430 Content-Type\u2026\n\n\u0421\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0441\u0442\u0430\u0442\u044c\u044e\n\nLH | News | OSINT | AI", "creation_timestamp": "2026-03-06T17:04:07.000000Z"}, {"uuid": "5d597769-7b41-47ba-b686-37fb41e1a2ff", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "Telegram/9WMKf2kSS4LmfKbr1b38eqo6oDsNfbP6lVEKaIuxRCI80ew", "content": "", "creation_timestamp": "2026-01-12T19:00:11.000000Z"}, {"uuid": "5c095bca-8ce4-4973-9171-e552d456929c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "Telegram/0ln6CDnwyDBqOXy8lI1iw8ZmyXvW2AoBrPGhoxY4lBuN7No", "content": "", "creation_timestamp": "2026-01-12T21:00:04.000000Z"}, {"uuid": "726a8bb6-ce9b-43de-82df-5ec5b1873d02", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "Telegram/TcYn3MzV4f1_H9g7rYfdGNXWxfZIMISmNyplsFGHI8pJ-w", "content": "", "creation_timestamp": "2026-01-07T15:20:49.000000Z"}, {"uuid": "fc041db5-b99a-4816-9b53-6864c130e0a3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "Telegram/Z6KDFyAddhR_WTTdj8KLR9BqWCW4LVkYFOJnFavxpUnMZmU", "content": "", "creation_timestamp": "2026-01-08T03:00:07.000000Z"}, {"uuid": "cb123dfb-90ab-4e3c-8b59-5cc1d4d9bae8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "Telegram/2ek7eyEQkPBVm_oE9OK31_C8c0inA6djA7KhdWeXyx-F_04", "content": "", "creation_timestamp": "2026-01-08T01:03:43.000000Z"}, {"uuid": "b6341665-4748-4467-9acb-e5dfb7e4e722", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "Telegram/h5P8bfRy51cnS-yezftJbVpEO2Om2ofhpc-g7kq6JaOtWVE", "content": "", "creation_timestamp": "2026-01-07T23:00:13.000000Z"}, {"uuid": "91d10f44-6ef9-4a06-a232-15b747d9908c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/bin_z0ne/440", "content": "", "creation_timestamp": "2026-07-25T03:00:03.465443Z"}, {"uuid": "09c5997f-ce46-45cf-ac0f-580bfc1d1840", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "Telegram/x22sgVl6GypPYOXXHn-wHtqct96K99W9IXpSyw6N9xLrkNY", "content": "", "creation_timestamp": "2026-07-30T15:00:05.207402Z"}, {"uuid": "1969c71c-f2f0-4edb-b588-88bc637b808b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/cyberok_news/173", "content": "\ud83c\udf84 \u0420\u043e\u0436\u0434\u0435\u0441\u0442\u0432\u0435\u043d\u0441\u043a\u0438\u0439 Ni8mare\n\n\u041f\u043e\u043a\u0430 \u0432\u0441\u0435 \u0434\u043e\u043f\u0438\u0432\u0430\u044e\u0442 \u0433\u043b\u0438\u043d\u0442\u0432\u0435\u0439\u043d, \u0443 n8n \u2014 \u0441\u0432\u043e\u044f \u0440\u043e\u0436\u0434\u0435\u0441\u0442\u0432\u0435\u043d\u0441\u043a\u0430\u044f \u0441\u043a\u0430\u0437\u043a\u0430: \u0446\u0435\u043f\u043e\u0447\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 \u0447\u0442\u0435\u043d\u0438\u044f \u0444\u0430\u0439\u043b\u043e\u0432, \u0430 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0437\u0430\u0445\u0432\u0430\u0442\u043e\u043c \u0438\u043d\u0441\u0442\u0430\u043d\u0441\u0430. \n\n\ud83d\udcca \u041c\u0430\u0441\u0448\u0442\u0430\u0431 \n\u0421\u041a\u0418\u041f\u0410 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0447\u0443\u0442\u044c \u043c\u0435\u043d\u0435\u0435 9000 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 n8n \u0432 \u0420\u0443\u043d\u0435\u0442\u0435. \u041f\u043e \u043e\u0446\u0435\u043d\u043a\u0435 CyberOK, \u043e\u043a\u043e\u043b\u043e 70% \u2014 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u044b  \u0438\u0437-\u0437\u0430 \u0432\u0435\u0440\u0441\u0438\u0439 \u0438/\u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0445 webhook/form/endpoint-\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432.\n\n\ud83e\udde9 \u0426\u0435\u043f\u043e\u0447\u043a\u0430 \u0430\u0442\u0430\u043a \n\u042d\u0442\u043e \u043d\u0435 \u00ab\u043e\u0434\u0438\u043d \u0431\u0430\u0433\u00bb, \u0430 \u043d\u0430\u0431\u043e\u0440 \u043f\u0443\u0442\u0435\u0439-\u0434\u043e\u0440\u043e\u0436\u0435\u043a, \u0433\u0434\u0435 \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0439 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 \u043d\u043e\u0434.\n\n1. CVE-2026-21858 \u2014 Arbitrary File Read (AFR)\n   \u0423\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0435 \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 \u0432\u0445\u043e\u0434\u0430: \u0441\u0435\u043a\u0440\u0435\u0442\u044b, \u0442\u043e\u043a\u0435\u043d\u044b, \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435, \u043a\u043e\u043d\u0444\u0438\u0433\u0438.\n\n2. CVE-2026-21858 (AFR) + CVE-2025-68613 (RCE)\n   \u0415\u0441\u043b\u0438 \u0443\u0434\u0430\u043b\u043e\u0441\u044c \u0432\u044b\u0442\u0430\u0449\u0438\u0442\u044c \u043d\u0443\u0436\u043d\u044b\u0435 \u0441\u0435\u043a\u0440\u0435\u0442\u044b/\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u2014 \u0434\u0430\u043b\u044c\u0448\u0435 \u043c\u043e\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043a \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u043c\u0443 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043a\u043e\u0434\u0430.\n\n3. Pyodide Sandbox Escape \u2014 CVE-2025-68668 (\u043d\u0443\u0436\u0435\u043d Python Code Node)\n   \u0421\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442: \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0430\u043c, \u0433\u0434\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f Python Code Node. \u0417\u0430\u0442\u043e \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b \u0443 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u043d\u0435\u043f\u0440\u0438\u044f\u0442\u043d\u044b\u0439.\n\n4. Expression Injection \u2014 CVE-2025-68613 (\u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430\u0445)\n   \u0421\u0430\u043c\u044b\u0439 \u201c\u043f\u0440\u0430\u043a\u0442\u0438\u0447\u043d\u044b\u0439\u201d \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0434\u043b\u044f \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u0433\u043e: \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0440\u0435\u0434\u043a\u0438\u0445 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u0438 \u0447\u0430\u0449\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0434\u0435.\n\n\ud83e\udde0 \u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043e\u043f\u0430\u0441\u043d\u043e\n\u2014 n8n - \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430\u0434\u0430\u0447 \u043c\u0435\u0436\u0434\u0443 \u0441\u0435\u0440\u0432\u0438\u0441\u0430\u043c\u0438, \u0447\u0430\u0441\u0442\u043e \u0436\u0438\u0432\u0451\u0442 \u043a\u0430\u043a \u201c\u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u043a\u043b\u0435\u0439\u201d \u0438 \u0434\u0435\u0440\u0436\u0438\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u044b \u043a\u043e \u0432\u0441\u0435\u043c\u0443: API-\u043a\u043b\u044e\u0447\u0438, \u0442\u043e\u043a\u0435\u043d\u044b, \u0443\u0447\u0435\u0442\u043d\u044b\u0435 \u0437\u0430\u043f\u0438\u0441\u0438, webhook-\u0441\u0435\u043a\u0440\u0435\u0442\u044b.\n\u2014 AFR \u0431\u044b\u0441\u0442\u0440\u043e \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u201c\u0434\u043e\u0441\u0442\u0430\u043d\u044c \u0441\u0435\u043a\u0440\u0435\u0442 \u2192 \u0440\u0430\u0441\u0448\u0438\u0440\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u2192 \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u0441\u044c\u201d.\n\u2014 Expression Injection \u043d\u0430 \u0434\u0435\u0444\u043e\u043b\u0442\u043d\u044b\u0445 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430\u0445 \u0441\u043d\u0438\u0436\u0430\u0435\u0442 \u043f\u043e\u0440\u043e\u0433 \u0432\u0445\u043e\u0434\u0430 \u0438 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442 \u0448\u0430\u043d\u0441 \u043c\u0430\u0441\u0441\u043e\u0432\u044b\u0445 \u0437\u043b\u043e\u0443\u043f\u043e\u0442\u0440\u0435\u0431\u043b\u0435\u043d\u0438\u0439.\n\n\ud83d\udee1 \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438\n1. \u0421\u0440\u043e\u0447\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c n8n \u0434\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u0432\u0435\u0440\u0441\u0438\u0439 (\u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0449\u0438\u0445 \u0446\u0435\u043f\u043e\u0447\u043a\u0443) \u0438 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0440\u0435\u043b\u0438\u0437-\u043d\u043e\u0442\u044b \u043f\u043e \u0432\u0441\u0435\u043c CVE \u0432 \u0446\u0435\u043f\u043e\u0447\u043a\u0435.\n2. \u0423\u0431\u0440\u0430\u0442\u044c n8n \u0438\u0437 \u043f\u0440\u044f\u043c\u043e\u0439 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442-\u044d\u043a\u0441\u043f\u043e\u0437\u0438\u0446\u0438\u0438: VPN/allowlist/SSO, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440, \u043c\u0438\u043d\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0445 \u044d\u043d\u0434\u043f\u043e\u0439\u043d\u0442\u043e\u0432.\n3. \u041f\u0440\u043e\u0432\u0435\u0441\u0442\u0438 \u0440\u0435\u0432\u0438\u0437\u0438\u044e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0445 webhook/forms: \u043a\u0430\u043a\u0438\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043d\u0443\u0436\u043d\u044b, \u043a\u0430\u043a\u0438\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0431\u0435\u0437 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438, \u0433\u0434\u0435 \u0445\u0440\u0430\u043d\u044f\u0442\u0441\u044f \u0441\u0435\u043a\u0440\u0435\u0442\u044b.\n4. \u0420\u043e\u0442\u0430\u0446\u0438\u044f \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432 \u043f\u043e\u0441\u043b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f: \u0435\u0441\u043b\u0438 \u0438\u043d\u0441\u0442\u0430\u043d\u0441 \u043c\u043e\u0433 \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0438\u0437\u0432\u043d\u0435 \u2014 \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u043e\u043a\u0435\u043d\u044b/\u043a\u043b\u044e\u0447\u0438 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438.\n5. \u0414\u043b\u044f SOC: \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0434\u0435\u0442\u0435\u043a\u0442\u044b \u043d\u0430 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f \u043a \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u044b\u043c \u044d\u043d\u0434\u043f\u043e\u0439\u043d\u0442\u0430\u043c \u0438 \u0430\u043d\u043e\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u0432\u044b\u0437\u043e\u0432\u044b workflow (\u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u0432\u043e\u043a\u0440\u0443\u0433 \u0444\u043e\u0440\u043c/\u0432\u0435\u0431\u0445\u0443\u043a\u043e\u0432).\n\n\u23f1\ufe0f \u0422\u0430\u0439\u043c\u043b\u0430\u0439\u043d \u0441\u0438\u0433\u043d\u0430\u043b\u043e\u0432\n\u2022 2025-11-18 \u2014 VENDOR_FIX_RELEASED\n\u0412\u044b\u0448\u043b\u0430 n8n 1.121.0 \u2014 \u0432\u0435\u0440\u0441\u0438\u044f \u0441 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c (\u043f\u0430\u0442\u0447 \u043f\u043e\u044f\u0432\u0438\u043b\u0441\u044f \u0434\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439 \u043e\u0433\u043b\u0430\u0441\u043a\u0438).\n\u2022 2026-01-07 \u2014 VULN_PUBLISHED\n\u0417\u0430\u043f\u0438\u0441\u044c CVE \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u0430 \u0432 NVD (published date).\n\u2022 2026-01-07 \u2014 VENDOR_ADVISORY_PUBLISHED\nGitHub Security Advisory (GHSA-v4pr-fm98-w9pg): affected >= 1.65.0 \u0438 < 1.121.0, patched 1.121.0, \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 workaround \u043d\u0435\u0442.\n\u2022 2026-01-07 \u2014 THREAT_RESEARCH_PUBLISHED\n\u0422\u0435\u0445\u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0442 Cyera Research Labs: Ni8mare in n8n (CVE-2026-21858).\n\u2022 2026-01-07 11:09 \u2014 PUBLIC_POC_RELEASED\n\u041f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 PoC (\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0441 \u043e\u0442\u043c\u0435\u0442\u043a\u043e\u0439 disclosure time).\n\n\ud83d\udd17 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\n\u2022 https://github.com/Chocapikk/CVE-2026-21858\n\u2022 https://nvd.nist.gov/vuln/detail/CVE-2025-68668\n\u2022 https://www.cyera.com/research-labs/ni8mare-unauthenticated-remote-code-execution-in-n8n-cve-2026-21858", "creation_timestamp": "2026-08-04T14:00:21.714357Z"}, {"uuid": "754800c3-f349-4758-a2b4-92acee6bf6ec", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://bsky.app/profile/securitylab-jp.bsky.social/post/3msaadz3ujc2v", "content": "\u4e2d\u56fd\u8a9e\u570f\u306e\u653b\u6483\u8005\u3001DeepSeek\u3068Hermes Agent\u3067\u81ea\u5f8b\u578b \u30b5\u30a4\u30d0\u30fc\u653b\u6483\u3092\u5b9f\u884c Unit 42\u304c7\u4ef6\u306e\u8106\u5f31\u6027 \u60aa\u7528\u3092\u78ba\u8a8d(CVE-2026-33017,CVE-2026-21858\uff0fCVE-2025-68613)\nrocket-boys.co.jp/security-mea...\n\n#\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56Lab #security #securitynews #cyberattack", "creation_timestamp": "2026-08-04T05:03:44.593183Z"}, {"uuid": "1395909d-cddf-4025-86bd-7173f40eb20b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "Telegram/x22sgVl6GypPYOXXHn-wHtqct96K99W9IXpSyw6N9xLrkNY", "content": "", "creation_timestamp": "2026-07-31T00:00:28.738757Z"}, {"uuid": "99b411a6-9982-4b93-8189-6675a043a894", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-03)", "content": "", "creation_timestamp": "2026-08-04T10:15:09.699233Z"}, {"uuid": "7b312089-b7fa-4d12-af06-0bdfec35d575", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/reverseame/5589", "content": "Ni8mare\u200a - \u200aUnauthenticated Remote Code Execution in n8n (CVE-2026-21858) #Ni8mare #n8n #RCE #CVE202621858 #Vulnerability https://www.cyera.com/research/ni8mare-unauthenticated-remote-code-execution-in-n8n-cve-2026-21858", "creation_timestamp": "2026-08-01T22:00:05.104180Z"}, {"uuid": "661a184b-8fc2-4e11-9185-af56d1378edb", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/true_secator/8183", "content": "\u0421\u043e\u043b\u0430\u0440\u044b \u0432\u044b\u043a\u0430\u0442\u0438\u043b\u0438 \u043e\u0442\u0447\u0435\u0442 \u0441 \u043e\u0431\u0437\u043e\u0440\u043e\u043c \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0438 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u043e\u0432 \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430, \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044f \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0442\u044c \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0438 \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0445 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043d\u0430 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442\u0435 \u0443\u0433\u0440\u043e\u0437 \u044d\u0442\u043e\u0433\u043e \u0442\u0438\u043f\u0430.\n\n\u041e\u0442\u043c\u0435\u0442\u0438\u043c \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0432\u044b\u0432\u043e\u0434\u044b:\n\n- \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u044b\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u043e\u043c 2025 \u0433\u043e\u0434\u0430 \u0432\u044b\u0440\u043e\u0441\u043b\u043e \u043d\u0430 7% - \u0441 397 \u0434\u043e 426. \u0412 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u043c \u0440\u043e\u0441\u0442 \u043e\u0431\u0443\u0441\u043b\u043e\u0432\u043b\u0435\u043d \u0442\u0435\u043c \u0444\u0430\u043a\u0442\u043e\u043c, \u0447\u0442\u043e \u043c\u043d\u043e\u0433\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f \u043e \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u043c \u0434\u043e\u0441\u0442\u0443\u043f\u0435 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0432 2026 \u0433\u043e\u0434\u0443, \u0431\u044b\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u044b \u0435\u0449\u0435 \u0432 2025 \u0433\u043e\u0434\u0443.\n\n- \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438\u043c\u0435\u043b\u0438 83,84% \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439. \u0412 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 2025 \u0433\u043e\u0434\u0430 \u044d\u0442\u043e\u0442 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u043b 81%.\n\n- \u0421\u0440\u0435\u0434\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b 8,1 \u0431\u0430\u043b\u043b\u0430. \u0412 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 - 7,8, \u0430 \u0433\u043e\u0434\u043e\u043c \u0440\u0430\u043d\u0435\u0435, \u043f\u043e \u0438\u0442\u043e\u0433\u0430\u043c \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0430 2025 \u0433\u043e\u0434\u0430, - 7,3.\n\n- 91,62% \u0432\u0441\u0435\u0445 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 HTTP. \u0411\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0439 \u00ab\u043f\u0440\u0435\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb - TCP (3,07%).\n\n- \u041d\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0443\u0440\u043e\u0432\u043d\u044f Critical \u0438 High \u0432 \u0441\u043e\u0432\u043e\u043a\u0443\u043f\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c 72,06% - \u044d\u0442\u043e \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0432\u044b\u0448\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u043e\u0433\u043e \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0430 2025 \u0433\u043e\u0434\u0430 (69,3%), \u043d\u043e \u043b\u0438\u0448\u044c \u043d\u0435 \u043d\u0430\u043c\u043d\u043e\u0433\u043e \u0432\u044b\u0448\u0435, \u0447\u0435\u043c \u0431\u044b\u043b\u043e \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 (71,5%).\n\n-  \u0421\u0430\u043c\u044b\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u043c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u043c \u0443\u0436\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u043e\u0432 \u043f\u043e\u0434\u0440\u044f\u0434 \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f WordPress \u0438 \u043f\u043b\u0430\u0433\u0438\u043d\u044b \u0434\u043b\u044f \u043d\u0435\u0433\u043e (18,13%).\n\n\u0414\u043e\u043b\u044f \u0442\u0430\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u043e\u0431\u0449\u0435\u043c \u043e\u0431\u044a\u0435\u043c\u0435 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043d\u0430 4,7 \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u043d\u044b\u0445 \u043f\u0443\u043d\u043a\u0442\u0430 \u0432 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438 \u0441 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u044b\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u043e\u043c. \u041e\u0434\u043d\u0430\u043a\u043e \u0432 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438 \u0441 \u043f\u0435\u0440\u0432\u044b\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u043e\u043c, \u043a\u043e\u0433\u0434\u0430 \u043d\u0430 WordPress \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u043b\u043e\u0441\u044c 22,4% \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u043e\u043d\u0430 \u0443\u043f\u0430\u043b\u0430.\n\n- \u041f\u043e\u0441\u043b\u0435 \u0441\u043f\u0430\u0434\u0430 \u0432 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 \u0432\u043d\u043e\u0432\u044c \u0432\u0435\u0440\u043d\u0443\u043b\u0430\u0441\u044c \u043a \u0440\u043e\u0441\u0442\u0443 \u0434\u043e\u043b\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u0418\u0418-\u0441\u0435\u0440\u0432\u0438\u0441\u0430\u0445.\n\n\u041d\u0430 \u043d\u0438\u0445 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c 4,83%. \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u0447\u0442\u043e \u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u0442\u0430\u043a\u0438\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u0445 - 9,2 \u0431\u0430\u043b\u043b\u0430. \u042d\u0442\u043e \u0441\u0430\u043c\u044b\u0439 \u0432\u044b\u0441\u043e\u043a\u0438\u0439 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c \u0441\u0440\u0435\u0434\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432-\u043b\u0438\u0434\u0435\u0440\u043e\u0432 \u043f\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0432\u0430\u0435\u043c\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439. \u0418\u0445 \u043d\u0430\u0445\u043e\u0434\u044f\u0442 \u0441\u0440\u0430\u0432\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0440\u0435\u0434\u043a\u043e, \u043d\u043e \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u043e \u0438\u0437 \u0442\u0430\u043a\u0438\u0445 \u0431\u0440\u0435\u0448\u0435\u0439 \u0438\u043c\u0435\u044e\u0442 \u0432\u044b\u0441\u043e\u043a\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438.\n\n\u041e\u0431\u0449\u0438\u043c \u0442\u0440\u0435\u043d\u0434\u043e\u043c \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0430 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u0441\u043a\u0430\u043d\u0435\u0440\u043e\u0432 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0434\u043b\u044f \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0418\u0418-\u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432. \u0422\u0430\u043a, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u043e \u0434\u0430\u043d\u043d\u044b\u043c \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0437 \u043d\u0438\u0445, \u043d\u0430 \u043c\u0430\u0440\u0442 2026 \u0433. \u0432 AI-\u0430\u0433\u0435\u043d\u0442\u0435 OpenClaw \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u0431\u043e\u043b\u0435\u0435 522 CVE, \u0438 \u0435\u0436\u0435\u043d\u0435\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0430\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442\u0441\u044f, \u0447\u0442\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u043a\u0440\u0438\u0437\u0438\u0441\u0435 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 OpenClaw. ClawJacked - \u044d\u0442\u043e \u043d\u043e\u0432\u044b\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0430\u0442\u0430\u043a\u0438 \u043d\u0430 AI-\u0430\u0433\u0435\u043d\u0442.\n\n\u0412 1-\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 2026 \u0433. \u0440\u0435\u0439\u0442\u0438\u043d\u0433 \u0441\u0430\u043c\u044b\u0445 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0438\u0441\u0445\u043e\u0434\u044f \u0438\u0437 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u043e\u0432 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c: CVE-2025-2304 (Camaleon CMS), CVE-2026-23744 (MCPJam Inspector), CVE-2026-21858 (n8n), CVE-2026-29000 (pac4j-jwt) \u0438 CVE-2026-21962 (Oracle Fusion Middleware).\n\n\u041f\u043e\u0434\u0440\u043e\u0431\u043d\u0430\u044f \u0438\u043d\u0444\u043e\u0433\u0440\u0430\u0444\u0438\u043a\u0430 \u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 - \u0432 \u043e\u0442\u0447\u0435\u0442\u0435.", "creation_timestamp": "2026-05-07T16:20:06.000000Z"}, {"uuid": "d7428c06-426d-4c93-961a-e36ee89a51db", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/htfgtps/1095", "content": "CVE-2026-21858\n\nn8n is an open source workflow automation platform. Versions starting with 1.65.0 and below 1.121.0 enable an attacker to access files on the underlying server through execution of certain form-based workflows. A vulnerable workflow could grant access to an unauthenticated remote attacker, resulting in exposure of sensitive information stored on the system and may enable further compromise depending on deployment configuration and workflow usage. This issue is fixed in version 1.121.0.\n\nGitHub Link:\nhttps://github.com/masterwok/PoC-CVE-2026-21858", "creation_timestamp": "2026-05-09T21:21:11.000000Z"}, {"uuid": "26402f92-bd7b-496f-9d1c-0700cafa51fb", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "Telegram/LMLCbCPtKqHKmPVUE-Sy6cYmEj33Wu5snoHY4cIkplvn7JY", "content": "", "creation_timestamp": "2026-07-31T22:00:02.844263Z"}, {"uuid": "68927999-9785-4262-b561-c15aa00764c5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "Telegram/LMLCbCPtKqHKmPVUE-Sy6cYmEj33Wu5snoHY4cIkplvn7JY", "content": "", "creation_timestamp": "2026-08-01T00:00:10.825163Z"}, {"uuid": "50ed508f-91a1-44e3-94ca-4b9fbc3eafeb", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/CyberDispatch/468", "content": "Another CVSS 10.0 n8n vulnerability disclosed.\n\nResearchers found another critical flaw (CVE-2026-21858) in n8n that lets remote attackers take full control with no authentication required.\n\nThe bug abuses Content-Type handling in form webhooks to read local files, steal secrets, forge admin sessions, and achieve RCE.", "creation_timestamp": "2026-08-29T20:00:24.042193Z"}, {"uuid": "82068891-9c46-4149-8dc9-ca0d64780e68", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-15)", "content": "", "creation_timestamp": "2026-08-16T10:15:08.830194Z"}, {"uuid": "c9c9ff6e-81c9-4244-b801-3afe0920c6a4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/solonik_vouches/241", "content": "CVE-2026-21858 is an unauthenticated remote code execution vulnerability in the n8n workflow automation platform that exploits content-type header confusion to achieve arbitrary file reading, credential extraction, administrator session spoofing, and ultimately complete server compromise. A key development highlighted this week is the catastrophic radius of the n8n compromise: because n8n aggregates credentials from hundreds of integrated services (AWS, Azure, GitHub, Slack, databases), a single vulnerability allows lateral movement across an organization's entire digital infrastructure.\n\nDid you want full working script? Mass domain scan.", "creation_timestamp": "2026-08-18T18:00:03.995880Z"}, {"uuid": "33a40c58-d4ea-463a-9d02-bd61dc1235ad", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-07)", "content": "", "creation_timestamp": "2026-08-08T10:45:28.339393Z"}, {"uuid": "4be48bcd-91fc-4c3f-8fa7-9473f8e7210e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-16)", "content": "", "creation_timestamp": "2026-08-17T10:15:07.201566Z"}, {"uuid": "51b79d8d-9b4f-4a34-b981-70f5ce4608d2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/cyberok_news/173", "content": "\ud83c\udf84 \u0420\u043e\u0436\u0434\u0435\u0441\u0442\u0432\u0435\u043d\u0441\u043a\u0438\u0439 Ni8mare\n\n\u041f\u043e\u043a\u0430 \u0432\u0441\u0435 \u0434\u043e\u043f\u0438\u0432\u0430\u044e\u0442 \u0433\u043b\u0438\u043d\u0442\u0432\u0435\u0439\u043d, \u0443 n8n \u2014 \u0441\u0432\u043e\u044f \u0440\u043e\u0436\u0434\u0435\u0441\u0442\u0432\u0435\u043d\u0441\u043a\u0430\u044f \u0441\u043a\u0430\u0437\u043a\u0430: \u0446\u0435\u043f\u043e\u0447\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 \u0447\u0442\u0435\u043d\u0438\u044f \u0444\u0430\u0439\u043b\u043e\u0432, \u0430 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0437\u0430\u0445\u0432\u0430\u0442\u043e\u043c \u0438\u043d\u0441\u0442\u0430\u043d\u0441\u0430. \n\n\ud83d\udcca \u041c\u0430\u0441\u0448\u0442\u0430\u0431 \n\u0421\u041a\u0418\u041f\u0410 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0447\u0443\u0442\u044c \u043c\u0435\u043d\u0435\u0435 9000 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 n8n \u0432 \u0420\u0443\u043d\u0435\u0442\u0435. \u041f\u043e \u043e\u0446\u0435\u043d\u043a\u0435 CyberOK, \u043e\u043a\u043e\u043b\u043e 70% \u2014 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u044b  \u0438\u0437-\u0437\u0430 \u0432\u0435\u0440\u0441\u0438\u0439 \u0438/\u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0445 webhook/form/endpoint-\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432.\n\n\ud83e\udde9 \u0426\u0435\u043f\u043e\u0447\u043a\u0430 \u0430\u0442\u0430\u043a \n\u042d\u0442\u043e \u043d\u0435 \u00ab\u043e\u0434\u0438\u043d \u0431\u0430\u0433\u00bb, \u0430 \u043d\u0430\u0431\u043e\u0440 \u043f\u0443\u0442\u0435\u0439-\u0434\u043e\u0440\u043e\u0436\u0435\u043a, \u0433\u0434\u0435 \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0439 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 \u043d\u043e\u0434.\n\n1. CVE-2026-21858 \u2014 Arbitrary File Read (AFR)\n   \u0423\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0435 \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 \u0432\u0445\u043e\u0434\u0430: \u0441\u0435\u043a\u0440\u0435\u0442\u044b, \u0442\u043e\u043a\u0435\u043d\u044b, \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435, \u043a\u043e\u043d\u0444\u0438\u0433\u0438.\n\n2. CVE-2026-21858 (AFR) + CVE-2025-68613 (RCE)\n   \u0415\u0441\u043b\u0438 \u0443\u0434\u0430\u043b\u043e\u0441\u044c \u0432\u044b\u0442\u0430\u0449\u0438\u0442\u044c \u043d\u0443\u0436\u043d\u044b\u0435 \u0441\u0435\u043a\u0440\u0435\u0442\u044b/\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u2014 \u0434\u0430\u043b\u044c\u0448\u0435 \u043c\u043e\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043a \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u043c\u0443 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043a\u043e\u0434\u0430.\n\n3. Pyodide Sandbox Escape \u2014 CVE-2025-68668 (\u043d\u0443\u0436\u0435\u043d Python Code Node)\n   \u0421\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442: \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0430\u043c, \u0433\u0434\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f Python Code Node. \u0417\u0430\u0442\u043e \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b \u0443 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u043d\u0435\u043f\u0440\u0438\u044f\u0442\u043d\u044b\u0439.\n\n4. Expression Injection \u2014 CVE-2025-68613 (\u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430\u0445)\n   \u0421\u0430\u043c\u044b\u0439 \u201c\u043f\u0440\u0430\u043a\u0442\u0438\u0447\u043d\u044b\u0439\u201d \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0434\u043b\u044f \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u0433\u043e: \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0440\u0435\u0434\u043a\u0438\u0445 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u0438 \u0447\u0430\u0449\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0434\u0435.\n\n\ud83e\udde0 \u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043e\u043f\u0430\u0441\u043d\u043e\n\u2014 n8n - \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430\u0434\u0430\u0447 \u043c\u0435\u0436\u0434\u0443 \u0441\u0435\u0440\u0432\u0438\u0441\u0430\u043c\u0438, \u0447\u0430\u0441\u0442\u043e \u0436\u0438\u0432\u0451\u0442 \u043a\u0430\u043a \u201c\u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u043a\u043b\u0435\u0439\u201d \u0438 \u0434\u0435\u0440\u0436\u0438\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u044b \u043a\u043e \u0432\u0441\u0435\u043c\u0443: API-\u043a\u043b\u044e\u0447\u0438, \u0442\u043e\u043a\u0435\u043d\u044b, \u0443\u0447\u0435\u0442\u043d\u044b\u0435 \u0437\u0430\u043f\u0438\u0441\u0438, webhook-\u0441\u0435\u043a\u0440\u0435\u0442\u044b.\n\u2014 AFR \u0431\u044b\u0441\u0442\u0440\u043e \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u201c\u0434\u043e\u0441\u0442\u0430\u043d\u044c \u0441\u0435\u043a\u0440\u0435\u0442 \u2192 \u0440\u0430\u0441\u0448\u0438\u0440\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u2192 \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u0441\u044c\u201d.\n\u2014 Expression Injection \u043d\u0430 \u0434\u0435\u0444\u043e\u043b\u0442\u043d\u044b\u0445 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430\u0445 \u0441\u043d\u0438\u0436\u0430\u0435\u0442 \u043f\u043e\u0440\u043e\u0433 \u0432\u0445\u043e\u0434\u0430 \u0438 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442 \u0448\u0430\u043d\u0441 \u043c\u0430\u0441\u0441\u043e\u0432\u044b\u0445 \u0437\u043b\u043e\u0443\u043f\u043e\u0442\u0440\u0435\u0431\u043b\u0435\u043d\u0438\u0439.\n\n\ud83d\udee1 \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438\n1. \u0421\u0440\u043e\u0447\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c n8n \u0434\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u0432\u0435\u0440\u0441\u0438\u0439 (\u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0449\u0438\u0445 \u0446\u0435\u043f\u043e\u0447\u043a\u0443) \u0438 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0440\u0435\u043b\u0438\u0437-\u043d\u043e\u0442\u044b \u043f\u043e \u0432\u0441\u0435\u043c CVE \u0432 \u0446\u0435\u043f\u043e\u0447\u043a\u0435.\n2. \u0423\u0431\u0440\u0430\u0442\u044c n8n \u0438\u0437 \u043f\u0440\u044f\u043c\u043e\u0439 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442-\u044d\u043a\u0441\u043f\u043e\u0437\u0438\u0446\u0438\u0438: VPN/allowlist/SSO, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440, \u043c\u0438\u043d\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0445 \u044d\u043d\u0434\u043f\u043e\u0439\u043d\u0442\u043e\u0432.\n3. \u041f\u0440\u043e\u0432\u0435\u0441\u0442\u0438 \u0440\u0435\u0432\u0438\u0437\u0438\u044e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0445 webhook/forms: \u043a\u0430\u043a\u0438\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043d\u0443\u0436\u043d\u044b, \u043a\u0430\u043a\u0438\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0431\u0435\u0437 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438, \u0433\u0434\u0435 \u0445\u0440\u0430\u043d\u044f\u0442\u0441\u044f \u0441\u0435\u043a\u0440\u0435\u0442\u044b.\n4. \u0420\u043e\u0442\u0430\u0446\u0438\u044f \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432 \u043f\u043e\u0441\u043b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f: \u0435\u0441\u043b\u0438 \u0438\u043d\u0441\u0442\u0430\u043d\u0441 \u043c\u043e\u0433 \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0438\u0437\u0432\u043d\u0435 \u2014 \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u043e\u043a\u0435\u043d\u044b/\u043a\u043b\u044e\u0447\u0438 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438.\n5. \u0414\u043b\u044f SOC: \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0434\u0435\u0442\u0435\u043a\u0442\u044b \u043d\u0430 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f \u043a \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u044b\u043c \u044d\u043d\u0434\u043f\u043e\u0439\u043d\u0442\u0430\u043c \u0438 \u0430\u043d\u043e\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u0432\u044b\u0437\u043e\u0432\u044b workflow (\u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u0432\u043e\u043a\u0440\u0443\u0433 \u0444\u043e\u0440\u043c/\u0432\u0435\u0431\u0445\u0443\u043a\u043e\u0432).\n\n\u23f1\ufe0f \u0422\u0430\u0439\u043c\u043b\u0430\u0439\u043d \u0441\u0438\u0433\u043d\u0430\u043b\u043e\u0432\n\u2022 2025-11-18 \u2014 VENDOR_FIX_RELEASED\n\u0412\u044b\u0448\u043b\u0430 n8n 1.121.0 \u2014 \u0432\u0435\u0440\u0441\u0438\u044f \u0441 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c (\u043f\u0430\u0442\u0447 \u043f\u043e\u044f\u0432\u0438\u043b\u0441\u044f \u0434\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439 \u043e\u0433\u043b\u0430\u0441\u043a\u0438).\n\u2022 2026-01-07 \u2014 VULN_PUBLISHED\n\u0417\u0430\u043f\u0438\u0441\u044c CVE \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u0430 \u0432 NVD (published date).\n\u2022 2026-01-07 \u2014 VENDOR_ADVISORY_PUBLISHED\nGitHub Security Advisory (GHSA-v4pr-fm98-w9pg): affected >= 1.65.0 \u0438 < 1.121.0, patched 1.121.0, \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 workaround \u043d\u0435\u0442.\n\u2022 2026-01-07 \u2014 THREAT_RESEARCH_PUBLISHED\n\u0422\u0435\u0445\u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0442 Cyera Research Labs: Ni8mare in n8n (CVE-2026-21858).\n\u2022 2026-01-07 11:09 \u2014 PUBLIC_POC_RELEASED\n\u041f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 PoC (\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0441 \u043e\u0442\u043c\u0435\u0442\u043a\u043e\u0439 disclosure time).\n\n\ud83d\udd17 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\n\u2022 https://github.com/Chocapikk/CVE-2026-21858\n\u2022 https://nvd.nist.gov/vuln/detail/CVE-2025-68668\n\u2022 https://www.cyera.com/research-labs/ni8mare-unauthenticated-remote-code-execution-in-n8n-cve-2026-21858", "creation_timestamp": "2026-08-06T00:00:56.980796Z"}, {"uuid": "c899ec88-cc67-4166-bd25-b970cb92a5f3", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/769d053b-f9cf-4f35-8fb6-17e7b4fb1790", "content": "", "creation_timestamp": "2026-06-19T12:45:41.223850Z"}, {"uuid": "6e4e759e-5388-411d-9f54-6a8ce3a5a9b2", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/af96860d-c819-4f08-b6d8-0e0f28763ce1", "content": "", "creation_timestamp": "2026-06-23T14:03:09.897184Z"}, {"uuid": "a0d18cf8-4f64-445c-b6bb-e1809eea8cc2", "vulnerability_lookup_origin": "c8fb6bf1-f81f-4cb8-95b1-eadbb3b54ee8", "author": "af0120d0-3dac-4a6a-974b-a9f33d2a9846", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/1a581b3a-8460-4d4c-93ce-db446e30051b", "content": "", "creation_timestamp": "2026-06-30T09:23:55.153946Z"}, {"uuid": "6308cca7-602d-4fd5-874b-d77f4682a2a0", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "Telegram/9p3OCYA2gPvpSRgsWdiENIOPl2jc7APUWoAxqJhsRixh", "content": "", "creation_timestamp": "2026-08-19T23:00:03.859147Z"}, {"uuid": "a30d6377-0a76-49d4-8896-eed4ec59f59b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/brutsecurity/2443", "content": "CVE-2026-21858 + CVE-2025-68613: n8n Ni8mare - Full Chain Exploit\n\nUnauthenticated to Root RCE:\n- LFI via Content-Type confusion\n- Read /proc/self/environ to find HOME\n- Steal encryption key + database\n- Forge admin JWT token\n- Expression injection sandbox bypass\n- RCE as root\n\nCVSS 10.0\n\nhttps://github.com/Chocapikk/CVE-2026-21858", "creation_timestamp": "2026-07-09T03:00:06.052933Z"}, {"uuid": "4334d780-8eab-438d-b735-62f26808a036", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/brutsecurity/2443", "content": "CVE-2026-21858 + CVE-2025-68613: n8n Ni8mare - Full Chain Exploit\n\nUnauthenticated to Root RCE:\n- LFI via Content-Type confusion\n- Read /proc/self/environ to find HOME\n- Steal encryption key + database\n- Forge admin JWT token\n- Expression injection sandbox bypass\n- RCE as root\n\nCVSS 10.0\n\nhttps://github.com/Chocapikk/CVE-2026-21858", "creation_timestamp": "2026-07-11T11:00:04.893851Z"}, {"uuid": "7b9dd473-2aaa-4640-b406-c022551aa60a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/GithubRedTeam/92154", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC #Exploit #Nuclei\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21858\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a sh4den\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 3  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-07-06 08:39:07\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nProof of Concept: CVE-2026-21858 is vulnerability on n8n where unauthenticated remote attackers can access sensitive files.\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-13T22:00:11.347728Z"}, {"uuid": "2f74c3ac-c367-4f75-a12d-e47763a999e9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/GithubRedTeam/89978", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a cve-2026-21858\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a Fomovet\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-06-21 14:31:42\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nPOC for CVE-2026-21858\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-13T22:00:21.758084Z"}, {"uuid": "3d6799c3-d351-4a35-b5c9-3a60f9c7a377", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/89978", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a cve-2026-21858\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a Fomovet\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-06-21 14:31:42\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nPOC for CVE-2026-21858\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-15T00:00:18.860682Z"}, {"uuid": "8cfb8a00-d05b-42cf-acef-21646d6446be", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/92154", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC #Exploit #Nuclei\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21858\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a sh4den\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 3  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-07-06 08:39:07\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nProof of Concept: CVE-2026-21858 is vulnerability on n8n where unauthenticated remote attackers can access sensitive files.\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-15T00:00:30.456099Z"}, {"uuid": "493cdc74-22f6-4bab-9c62-bbc77067ba33", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-07-14)", "content": "", "creation_timestamp": "2026-07-15T10:15:06.728216Z"}, {"uuid": "5b9e114d-eecf-41cb-82ca-ebf29ec93d98", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/CyberSecurityExploit/17066", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today / Fresh Only)\nBelow are fresh CVE PoC repositories actively updated or recently surfaced on GitHub, selected to avoid duplicates and outdated entries.\n\n1\ufe0f\u20e3 CVE-2026-20841\n\ud83c\udfaf Windows Notepad \u2013 Potential RCE (PoC)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/BTtea/CVE-2026-20841-PoC\n\n\ud83e\udde0 Overview\nA Proof-of-Concept targeting Windows Notepad (< 11.2510) demonstrates a possible remote code execution scenario through crafted input handling.\n\n\u2699\ufe0f Impact\n\u2022 Potential RCE vector\n\u2022 Local exploitation scenario\n\u2022 Early-stage PoC (research-focused)\n\n\u2796\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-28292\n\ud83c\udfaf simple-git (Node.js) \u2013 Remote Code Execution\n\n\ud83e\udde0 Overview\nA critical vulnerability in the widely used simple-git library allows attackers to achieve remote code execution due to improper case-sensitive validation in security logic.\nA single missing regex flag allows bypass of previous security patches.\n\n\u2699\ufe0f Impact\n\u2022 Remote code execution\n\u2022 Patch bypass\n\u2022 Affects millions of installations\n\n\u2796\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-29000\n\ud83c\udfaf pac4j-jwt \u2013 Authentication Bypass (CVSS 10)\n\n\ud83e\udde0 Overview\nA critical flaw in pac4j-jwt allows attackers to forge authentication tokens using only a public key, enabling full account takeover.\n\n\u2699\ufe0f Impact\n\u2022 Authentication bypass\n\u2022 Admin account takeover\n\u2022 CVSS 10.0 Critical\n\n\u2796\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-21858\n\ud83c\udfaf n8n Workflow \u2013 Critical Vulnerability Detection / Exploit Path\n\n\ud83d\udd17 GitHub Topic\nhttps://github.com/topics/cve-2026-21858\n\n\ud83e\udde0 Overview\nA critical vulnerability affecting n8n workflow automation platforms, with tools and PoC-related detection scripts available on GitHub.\n\n\u2699\ufe0f Impact\n\u2022 Workflow compromise\n\u2022 Automation abuse\n\u2022 CVSS 10.0\n\n\u2796\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-XXXX (Fresh Aggregated PoC Stream)\n\ud83c\udfaf Live GitHub PoC Feed (Auto-Collected CVEs)\n\n\ud83d\udd17 Repository\nhttps://github.com/nomi-sec/PoC-in-GitHub\n\n\ud83e\udde0 Overview\nThis repository continuously collects newly published CVE PoCs across GitHub, making it one of the most reliable sources for real-time vulnerability tracking.\n\n\u2699\ufe0f Impact\n\u2022 Continuous PoC discovery\n\u2022 Daily vulnerability tracking\n\u2022 Research automation source\n\n\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\nThese entries are useful for:\n\u2022 Tracking real PoC release timing\n\u2022 Studying patch bypass techniques\n\u2022 Monitoring emerging exploit trends\n\u2022 Building automated CVE intelligence pipelines\n\n\u26a0\ufe0f Ethical Notice\nThis information is shared for cybersecurity research and defensive analysis only.\nDo not use vulnerability research for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-28T00:00:08.840451Z"}, {"uuid": "cfe7b48d-6c8c-483f-820b-ddfaffa07fd8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/cve0day/369", "content": "CVE-2026-21858\n\nn8n is an open source workflow automation platform. Versions starting with 1.65.0 and below 1.121.0 enable an attacker to access files on the underlying server through execution of certain form-based workflows. A vulnerable workflow could grant access to an unauthenticated remote attacker, resulting in exposure of sensitive information stored on the system and may enable further compromise depending on deployment configuration and workflow usage. This issue is fixed in version 1.121.0.\n\nGitHub Link:\nhttps://github.com/masterwok/PoC-CVE-2026-21858", "creation_timestamp": "2026-08-28T00:00:31.441915Z"}, {"uuid": "53971026-6677-4f43-8aff-56c494517305", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-07-18)", "content": "", "creation_timestamp": "2026-07-19T10:15:10.707434Z"}, {"uuid": "27df6043-dae7-4e48-a01e-a228d72f151a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/proxy_bar/3054", "content": "CVE-2026-21858 + CVE-2025-68613: n8n Ni8mare\n*\nFull Chain Exploit\n\n#n8n #exploit  Happy", "creation_timestamp": "2026-07-20T19:00:08.697203Z"}, {"uuid": "a9f52ffb-2722-4be6-b062-cfa55ad125d1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/cve0day/369", "content": "CVE-2026-21858\n\nn8n is an open source workflow automation platform. Versions starting with 1.65.0 and below 1.121.0 enable an attacker to access files on the underlying server through execution of certain form-based workflows. A vulnerable workflow could grant access to an unauthenticated remote attacker, resulting in exposure of sensitive information stored on the system and may enable further compromise depending on deployment configuration and workflow usage. This issue is fixed in version 1.121.0.\n\nGitHub Link:\nhttps://github.com/masterwok/PoC-CVE-2026-21858", "creation_timestamp": "2026-08-27T15:00:08.689428Z"}, {"uuid": "f870f936-e7bc-47a8-858a-28d8fcd3152e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/GithubRedTeam/94450", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #Exploit #RCE\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a n8n-cve-2026-21858\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a qianlijaingshan\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Unknown\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-07-21 08:56:22\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nCVE-2026-21858 + CVE-2025-68613 \u2014 n8n unauthenticated file read to RCE exploit\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-23T04:00:06.862398Z"}, {"uuid": "9cbecca3-4c8f-43fa-9798-9bec15791e35", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/94450", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #Exploit #RCE\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a n8n-cve-2026-21858\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a qianlijaingshan\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Unknown\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-07-21 08:56:22\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nCVE-2026-21858 + CVE-2025-68613 \u2014 n8n unauthenticated file read to RCE exploit\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-24T00:00:10.303528Z"}, {"uuid": "db399b9b-5e9a-4c1c-8e65-0eb32ce1cfd3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-07-23)", "content": "", "creation_timestamp": "2026-07-24T10:15:12.023821Z"}, {"uuid": "6c5a88e1-6827-40dc-a64f-0ce67c598d3f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-07-24)", "content": "", "creation_timestamp": "2026-07-25T10:15:16.502690Z"}, {"uuid": "8b959e82-6257-44bf-b4b7-3f3d1390cce4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-07-25)", "content": "", "creation_timestamp": "2026-07-26T10:15:38.871540Z"}, {"uuid": "01f40865-07fe-477a-8e4a-1109682fb5b7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/bin_z0ne/440", "content": "", "creation_timestamp": "2026-07-26T00:00:47.434267Z"}, {"uuid": "cff71633-2f90-47e5-aa00-165b940cbd14", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/CyberSecurityExploit/17066", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today / Fresh Only)\nBelow are fresh CVE PoC repositories actively updated or recently surfaced on GitHub, selected to avoid duplicates and outdated entries.\n\n1\ufe0f\u20e3 CVE-2026-20841\n\ud83c\udfaf Windows Notepad \u2013 Potential RCE (PoC)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/BTtea/CVE-2026-20841-PoC\n\n\ud83e\udde0 Overview\nA Proof-of-Concept targeting Windows Notepad (< 11.2510) demonstrates a possible remote code execution scenario through crafted input handling.\n\n\u2699\ufe0f Impact\n\u2022 Potential RCE vector\n\u2022 Local exploitation scenario\n\u2022 Early-stage PoC (research-focused)\n\n\u2796\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-28292\n\ud83c\udfaf simple-git (Node.js) \u2013 Remote Code Execution\n\n\ud83e\udde0 Overview\nA critical vulnerability in the widely used simple-git library allows attackers to achieve remote code execution due to improper case-sensitive validation in security logic.\nA single missing regex flag allows bypass of previous security patches.\n\n\u2699\ufe0f Impact\n\u2022 Remote code execution\n\u2022 Patch bypass\n\u2022 Affects millions of installations\n\n\u2796\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-29000\n\ud83c\udfaf pac4j-jwt \u2013 Authentication Bypass (CVSS 10)\n\n\ud83e\udde0 Overview\nA critical flaw in pac4j-jwt allows attackers to forge authentication tokens using only a public key, enabling full account takeover.\n\n\u2699\ufe0f Impact\n\u2022 Authentication bypass\n\u2022 Admin account takeover\n\u2022 CVSS 10.0 Critical\n\n\u2796\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-21858\n\ud83c\udfaf n8n Workflow \u2013 Critical Vulnerability Detection / Exploit Path\n\n\ud83d\udd17 GitHub Topic\nhttps://github.com/topics/cve-2026-21858\n\n\ud83e\udde0 Overview\nA critical vulnerability affecting n8n workflow automation platforms, with tools and PoC-related detection scripts available on GitHub.\n\n\u2699\ufe0f Impact\n\u2022 Workflow compromise\n\u2022 Automation abuse\n\u2022 CVSS 10.0\n\n\u2796\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-XXXX (Fresh Aggregated PoC Stream)\n\ud83c\udfaf Live GitHub PoC Feed (Auto-Collected CVEs)\n\n\ud83d\udd17 Repository\nhttps://github.com/nomi-sec/PoC-in-GitHub\n\n\ud83e\udde0 Overview\nThis repository continuously collects newly published CVE PoCs across GitHub, making it one of the most reliable sources for real-time vulnerability tracking.\n\n\u2699\ufe0f Impact\n\u2022 Continuous PoC discovery\n\u2022 Daily vulnerability tracking\n\u2022 Research automation source\n\n\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\nThese entries are useful for:\n\u2022 Tracking real PoC release timing\n\u2022 Studying patch bypass techniques\n\u2022 Monitoring emerging exploit trends\n\u2022 Building automated CVE intelligence pipelines\n\n\u26a0\ufe0f Ethical Notice\nThis information is shared for cybersecurity research and defensive analysis only.\nDo not use vulnerability research for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-27T20:00:07.307027Z"}, {"uuid": "7e6878d7-9997-424e-917a-4266e30b2b52", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-07-27)", "content": "", "creation_timestamp": "2026-07-28T10:15:23.164919Z"}, {"uuid": "0d6cdc2a-8085-46d8-a7b1-3b6deff7073b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/reverseame/5589", "content": "Ni8mare\u200a - \u200aUnauthenticated Remote Code Execution in n8n (CVE-2026-21858) #Ni8mare #n8n #RCE #CVE202621858 #Vulnerability https://www.cyera.com/research/ni8mare-unauthenticated-remote-code-execution-in-n8n-cve-2026-21858", "creation_timestamp": "2026-07-29T08:01:20.858965Z"}, {"uuid": "81fcbdd7-dbf5-48aa-93eb-30844f1ab29e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-23)", "content": "", "creation_timestamp": "2026-08-24T10:15:34.229655Z"}, {"uuid": "1acc2a1c-5032-44c9-9568-9b38801a4f82", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/GithubRedTeam/102088", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #RCE\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21858-n8n-FullChain\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a ZeroDayEvil\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Unknown\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-09-12 00:10:10\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\n\ud83d\udee1\ufe0f Official AI Security Tool module for CVE-2026-21858 + CVE-2025-68613 (n8n \"Ni8mare\" Unauthenticated Arbitrary File Read & Expression Injection RCE Full Chain).\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-09-12T03:00:04.293249Z"}, {"uuid": "6e6e6fb6-4fe5-4c31-b38c-4f19ee1dc7a0", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/102088", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #RCE\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21858-n8n-FullChain\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a ZeroDayEvil\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Unknown\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-09-12 00:10:10\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\n\ud83d\udee1\ufe0f Official AI Security Tool module for CVE-2026-21858 + CVE-2025-68613 (n8n \"Ni8mare\" Unauthenticated Arbitrary File Read & Expression Injection RCE Full Chain).\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-09-13T00:00:57.679797Z"}, {"uuid": "50c217f3-6a7c-43c3-a3c9-7b355932e7b4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "Telegram/dfvCKy19LdeRjtEqhcraGN2yMY0QlrZmHiFOXJRBkeySQpk", "content": "", "creation_timestamp": "2026-09-14T03:00:12.123712Z"}, {"uuid": "66af53b9-ff68-40c5-8d1f-e9185af0e501", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "Telegram/dfvCKy19LdeRjtEqhcraGN2yMY0QlrZmHiFOXJRBkeySQpk", "content": "", "creation_timestamp": "2026-09-15T00:00:23.649233Z"}, {"uuid": "e7726c3e-44c9-4706-b1f7-a7b2d8e5c758", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/thebugbountyhunter/10688", "content": "Ni8mare\u200a - \u200aUnauthenticated Remote Code Execution in n8n (CVE-2026-21858)\n\nhttps://www.cyera.com/research/ni8mare-unauthenticated-remote-code-execution-in-n8n-cve-2026-21858", "creation_timestamp": "2026-09-17T23:00:04.469948Z"}, {"uuid": "b48d442b-f94e-484c-be6e-7640f8e3cdb9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-09-20)", "content": "", "creation_timestamp": "2026-09-21T10:15:07.862575Z"}, {"uuid": "6f97d7fe-9e05-4bb1-b463-9e12df969bdb", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-09-21)", "content": "", "creation_timestamp": "2026-09-22T10:15:08.982606Z"}, {"uuid": "c26df44e-2a29-4038-823b-c9642efba475", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "Telegram/EszNPVVIzXp3n6AoB13pEkfuik6dbcMiblRo0eqv8THktIM", "content": "", "creation_timestamp": "2026-09-23T04:39:17.000000Z"}, {"uuid": "c360af65-e6e9-44ae-91bf-1c3597a2c246", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "Telegram/m0gM_atfsRcN6eetpCZSTGZKXonXTqvCWBaYczSpwKnNwvg", "content": "", "creation_timestamp": "2026-09-25T09:22:49.000000Z"}, {"uuid": "bfd25cab-7bdb-4d1f-91d1-34d64a767073", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "Telegram/m0gM_atfsRcN6eetpCZSTGZKXonXTqvCWBaYczSpwKnNwvg", "content": "", "creation_timestamp": "2026-09-25T09:22:49.000000Z"}, {"uuid": "df0b2b34-8a60-4721-b1e1-da529980f132", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/thehaking/3066", "content": "\ud83d\udd77 Ni8mare: \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f RCE-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 n8n (10/10 \u043f\u043e CVSS)\n\n\u0415\u0441\u043b\u0438 \u0432\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0435 n8n \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 (self-hosted \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 Zapier), \u0431\u0440\u043e\u0441\u0430\u0439\u0442\u0435 \u0432\u0441\u0451 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435\u0441\u044c. \u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0438 \u0434\u0435\u0442\u0430\u043b\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 CVE-2026-21858, \u043f\u043e\u043b\u0443\u0447\u0438\u0432\u0448\u0435\u0439 \u0438\u043c\u044f Ni8mare.\n\n\u0412 \u0441\u0442\u0430\u0440\u044b\u0445 \u0432\u0435\u0440\u0441\u0438\u044f\u0445 n8n \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0430 \u0434\u044b\u0440\u0430, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0430\u044f \u043d\u0435\u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434 (RCE) \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435.\n\n\u0414\u0435\u0442\u0430\u043b\u0438:\n\ud83d\udd3b \u0421\u0443\u0442\u044c \u0431\u0430\u0433\u0430: \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u043a\u0440\u043e\u0435\u0442\u0441\u044f \u0432 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u0432\u0435\u0431\u0445\u0443\u043a\u043e\u0432 \u0438 \u0444\u043e\u0440\u043c. \u041f\u0430\u0440\u0441\u0435\u0440 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 Content-Type \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 multipart/form-data.\n\ud83d\udd3b \u0412\u0435\u043a\u0442\u043e\u0440 \u0430\u0442\u0430\u043a\u0438: \u0425\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u043f\u0435\u0440\u0435\u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u044b \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 JSON-\u043e\u0431\u044a\u0435\u043a\u0442\u044b, \u043f\u0440\u043e\u0441\u0442\u043e \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u0432 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0430 \u0432\u0435\u0431\u0445\u0443\u043a. \u042d\u0442\u043e \u0434\u0430\u0435\u0442 \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0438\u043d\u0441\u0442\u0430\u043d\u0441\u043e\u043c.\n\ud83d\udd3b \u0418\u043c\u043f\u0430\u043a\u0442: n8n \u0447\u0430\u0441\u0442\u043e \u0445\u0440\u0430\u043d\u0438\u0442 \u043a\u043b\u044e\u0447\u0438 API \u043e\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432 (Slack, AWS, Google Drive, CRM). \u0417\u0430\u0445\u0432\u0430\u0442 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 = \u0443\u0442\u0435\u0447\u043a\u0430 \u0432\u0441\u0435\u0445 \u0432\u0430\u0448\u0438\u0445 \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432.\n\n\u041a\u0442\u043e \u043f\u043e\u0434 \u0443\u0434\u0430\u0440\u043e\u043c:\n\u0412\u0441\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 n8n \u0434\u043e 1.65.0 \u0432\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e.\n\n\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0442\u044c:\n\u0421\u0440\u043e\u0447\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c\u0441\u044f \u0434\u043e \u0432\u0435\u0440\u0441\u0438\u0438 1.121.0 \u0438\u043b\u0438 \u043d\u043e\u0432\u0435\u0435. \u041f\u0430\u0442\u0447 \u0431\u044b\u043b \u0432\u044b\u043f\u0443\u0449\u0435\u043d \u0435\u0449\u0435 \u0432 \u043d\u043e\u044f\u0431\u0440\u0435 2025-\u0433\u043e, \u043d\u043e \u0434\u0435\u0442\u0430\u043b\u0438 \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0435\u0439\u0447\u0430\u0441.\n\n\ud83d\udd17 \u041f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u043b\u043e\u0438\u0442\u0430: https://xakep.ru/2026/01/12/ni8mare\n\n#\u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c #\u044d\u043a\u0441\u043f\u043b\u043e\u0438\u0442 #n8n #RCE #Ni8mare\n\n\ud83d\udcf2 \u041c\u044b \u0432 MAX\n\n\ud83d\udc49@thehaking", "creation_timestamp": "2026-01-12T09:37:49.000000Z"}, {"uuid": "59514db0-f36d-4f61-af1c-334a08939656", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/thehaking/3066", "content": "\ud83d\udd77 Ni8mare: \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f RCE-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 n8n (10/10 \u043f\u043e CVSS)\n\n\u0415\u0441\u043b\u0438 \u0432\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0435 n8n \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 (self-hosted \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 Zapier), \u0431\u0440\u043e\u0441\u0430\u0439\u0442\u0435 \u0432\u0441\u0451 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435\u0441\u044c. \u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0438 \u0434\u0435\u0442\u0430\u043b\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 CVE-2026-21858, \u043f\u043e\u043b\u0443\u0447\u0438\u0432\u0448\u0435\u0439 \u0438\u043c\u044f Ni8mare.\n\n\u0412 \u0441\u0442\u0430\u0440\u044b\u0445 \u0432\u0435\u0440\u0441\u0438\u044f\u0445 n8n \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0430 \u0434\u044b\u0440\u0430, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0430\u044f \u043d\u0435\u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434 (RCE) \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435.\n\n\u0414\u0435\u0442\u0430\u043b\u0438:\n\ud83d\udd3b \u0421\u0443\u0442\u044c \u0431\u0430\u0433\u0430: \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u043a\u0440\u043e\u0435\u0442\u0441\u044f \u0432 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u0432\u0435\u0431\u0445\u0443\u043a\u043e\u0432 \u0438 \u0444\u043e\u0440\u043c. \u041f\u0430\u0440\u0441\u0435\u0440 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 Content-Type \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 multipart/form-data.\n\ud83d\udd3b \u0412\u0435\u043a\u0442\u043e\u0440 \u0430\u0442\u0430\u043a\u0438: \u0425\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u043f\u0435\u0440\u0435\u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u044b \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 JSON-\u043e\u0431\u044a\u0435\u043a\u0442\u044b, \u043f\u0440\u043e\u0441\u0442\u043e \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u0432 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0430 \u0432\u0435\u0431\u0445\u0443\u043a. \u042d\u0442\u043e \u0434\u0430\u0435\u0442 \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0438\u043d\u0441\u0442\u0430\u043d\u0441\u043e\u043c.\n\ud83d\udd3b \u0418\u043c\u043f\u0430\u043a\u0442: n8n \u0447\u0430\u0441\u0442\u043e \u0445\u0440\u0430\u043d\u0438\u0442 \u043a\u043b\u044e\u0447\u0438 API \u043e\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432 (Slack, AWS, Google Drive, CRM). \u0417\u0430\u0445\u0432\u0430\u0442 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 = \u0443\u0442\u0435\u0447\u043a\u0430 \u0432\u0441\u0435\u0445 \u0432\u0430\u0448\u0438\u0445 \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432.\n\n\u041a\u0442\u043e \u043f\u043e\u0434 \u0443\u0434\u0430\u0440\u043e\u043c:\n\u0412\u0441\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 n8n \u0434\u043e 1.65.0 \u0432\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e.\n\n\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0442\u044c:\n\u0421\u0440\u043e\u0447\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c\u0441\u044f \u0434\u043e \u0432\u0435\u0440\u0441\u0438\u0438 1.121.0 \u0438\u043b\u0438 \u043d\u043e\u0432\u0435\u0435. \u041f\u0430\u0442\u0447 \u0431\u044b\u043b \u0432\u044b\u043f\u0443\u0449\u0435\u043d \u0435\u0449\u0435 \u0432 \u043d\u043e\u044f\u0431\u0440\u0435 2025-\u0433\u043e, \u043d\u043e \u0434\u0435\u0442\u0430\u043b\u0438 \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0435\u0439\u0447\u0430\u0441.\n\n\ud83d\udd17 \u041f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u043b\u043e\u0438\u0442\u0430: https://xakep.ru/2026/01/12/ni8mare\n\n#\u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c #\u044d\u043a\u0441\u043f\u043b\u043e\u0438\u0442 #n8n #RCE #Ni8mare\n\n\ud83d\udcf2 \u041c\u044b \u0432 MAX\n\n\ud83d\udc49@thehaking", "creation_timestamp": "2026-01-12T09:37:49.000000Z"}, {"uuid": "be208aed-0575-477f-a676-06e71438682d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://gist.github.com/konard/b3c4293a314f6324353df44c1c82b73a", "content": "# Solve.mjs Log - 2026-09-29T07:42:17.581Z\n\n[2026-09-29T07:42:17.595Z] [INFO] \ud83d\udcc1 Log file: /home/box/solve-2026-09-29T07-42-17-580Z.log\n[2026-09-29T07:42:17.605Z] [INFO]    (All output will be logged here)\n[2026-09-29T07:42:20.675Z] [INFO] \n[2026-09-29T07:42:20.679Z] [INFO] \ud83d\ude80 solve v2.33.1\n[2026-09-29T07:42:20.680Z] [INFO] \ud83d\udd27 Raw command executed:\n[2026-09-29T07:42:20.682Z] [INFO]    /home/box/.nvm/versions/node/v24.21.0/bin/node /home/box/.bun/bin/solve https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646 --think high --tool claude --attach-logs --verbose --no-tool-check --disable-report-issue --language en\n[2026-09-29T07:42:20.684Z] [INFO] \n[2026-09-29T07:42:20.780Z] [INFO] \ud83e\udded Execution context: docker container (indicators: /.dockerenv) \u2014 per-task disk usage is scoped to this container.\n[2026-09-29T07:42:20.795Z] [INFO] \ud83d\udcc8 Resource usage (solve start):\n[2026-09-29T07:42:20.795Z] [INFO]    CPU load: 3.37 2.89 4.75 (6 CPUs)\n[2026-09-29T07:42:20.795Z] [INFO]    Memory: 9.4 GB available / 11.7 GB total (2.3 GB used)\n[2026-09-29T07:42:20.795Z] [INFO]    Process RSS: 113 MB, V8 heap: 29 MB used of 2.2 GB limit (1.3%)\n[2026-09-29T07:42:20.795Z] [INFO]    Disk (/): 103.1 GB available / 192.7 GB total (46.5% used)\n[2026-09-29T07:42:20.795Z] [INFO] \ud83d\udcc8 [RESOURCES] phase=solve_start ts=2026-09-29T07%3A42%3A20.787Z load1=3.37 load5=2.89 load15=4.75 cpuCount=6 memTotalBytes=12541485056 memAvailableBytes=10087424000 memUsedBytes=2454061056 processRssBytes=118026240 processHeapUsedBytes=30865984 processHeapTotalBytes=58904576 processExternalBytes=4691355 processHeapLimitBytes=2348810240 processHeapUsedPercent=1.3141114371163505 diskPath=%2F diskTotalBytes=206900281344 diskAvailableBytes=110731517952 diskUsedBytes=96151986176 diskUsedPercent=46.47262224652763 mem=9.4%20GB%20available%20%2F%2011.7%20GB%20total heap=29%20MB%20used%20of%202.2%20GB%20limit%20(1.3%25) disk=103.1%20GB%20available%20%2F%20192.7%20GB%20total\n[2026-09-29T07:42:20.802Z] [INFO] \n[2026-09-29T07:42:20.807Z] [WARNING] \u26a0\ufe0f  SECURITY WARNING: --attach-logs is ENABLED\n[2026-09-29T07:42:20.811Z] [INFO] \n[2026-09-29T07:42:20.816Z] [INFO]    This option will upload the complete solution draft log file to the Pull Request.\n[2026-09-29T07:42:20.822Z] [INFO]    The log may contain sensitive information such as:\n[2026-09-29T07:42:20.829Z] [INFO]    \u2022 API keys, tokens, or secrets\n[2026-09-29T07:42:20.832Z] [INFO]    \u2022 File paths and directory structures\n[2026-09-29T07:42:20.838Z] [INFO]    \u2022 Command outputs and error messages\n[2026-09-29T07:42:20.841Z] [INFO]    \u2022 Internal system information\n[2026-09-29T07:42:20.844Z] [INFO] \n[2026-09-29T07:42:20.846Z] [INFO]    \u26a0\ufe0f  DO NOT use this option with public repositories or if the log\n[2026-09-29T07:42:20.848Z] [INFO]        might contain sensitive data that should not be shared publicly.\n[2026-09-29T07:42:20.850Z] [INFO] \n[2026-09-29T07:42:20.852Z] [INFO]    Continuing in 5 seconds... (Press Ctrl+C to abort)\n[2026-09-29T07:42:20.854Z] [INFO] \n[2026-09-29T07:42:21.859Z] [STDOUT]    Countdown: 5 seconds remaining...\n[2026-09-29T07:42:22.862Z] [STDOUT]    Countdown: 4 seconds remaining...\n[2026-09-29T07:42:23.866Z] [STDOUT]    Countdown: 3 seconds remaining...\n[2026-09-29T07:42:24.873Z] [STDOUT]    Countdown: 2 seconds remaining...\n[2026-09-29T07:42:25.874Z] [STDOUT]    Countdown: 1 seconds remaining...\n   Proceeding with log attachment enabled.                    \n[2026-09-29T07:42:25.875Z] [INFO] \n[2026-09-29T07:42:25.971Z] [STDERR] [use-m] use('command-stream') joined an in-flight load (alias command-stream-v-latest)\n[2026-09-29T07:42:26.975Z] [INFO] \u2b06\ufe0f Updating claude 2.1.283 \u2192 2.1.284\n[2026-09-29T07:42:41.052Z] [INFO] \u2705 Agentic CLIs updated while idle: claude 2.1.283\u21922.1.284\n[2026-09-29T07:42:41.056Z] [INFO] [VERBOSE] agentic-cli-updater: 1 updated, 0 current, 0 failed\n[2026-09-29T07:42:41.058Z] [VERBOSE] [VERBOSE] agentic-cli-updater: 1 updated, 0 current, 0 failed\n[2026-09-29T07:42:41.062Z] [INFO] \ud83d\udd04 \u2b06\ufe0f Updated claude 2.1.283 \u2192 2.1.284\n[2026-09-29T07:42:41.094Z] [INFO] \ud83d\udcbe Disk space check: 105366MB available (10240MB required) \u2705\n[2026-09-29T07:42:41.101Z] [INFO] \ud83e\udde0 Memory check: 9992MB available, swap: 4095MB (1040MB used), total: 13047MB (256MB required) \u2705\n[2026-09-29T07:42:41.164Z] [INFO] \u23e9 Skipping tool connection validation (dry-run mode or skip-tool-connection-check enabled)\n[2026-09-29T07:42:41.169Z] [INFO] \u23e9 Skipping GitHub authentication check (dry-run mode or skip-tool-connection-check enabled)\n[2026-09-29T07:42:41.189Z] [INFO] \ud83d\udd0d agent-config-audit: inspected global claude configuration under /home/box (0 findings)\n[2026-09-29T07:42:41.193Z] [INFO] \ud83c\udfad Checking Playwright MCP preflight for Claude Code...\n[2026-09-29T07:42:42.027Z] [STDOUT] Checking MCP server health\u2026\n\n[2026-09-29T07:42:48.788Z] [STDOUT] claude.ai Claude Docs: https://api.anthropic.com/v1/pages/mcp - \u2714 Connected\n[2026-09-29T07:42:48.790Z] [STDOUT] playwright: npx -y @playwright/mcp@latest --isolated --headless --no-sandbox --timeout-action=600000 --viewport-size 1920x1080 - \u2714 Connected\n[2026-09-29T07:42:49.495Z] [INFO] \ud83c\udfad Playwright MCP probe: 'mcp list' exit=0, playwright rows=1 [playwright: npx -y @playwright/mcp@latest --isolated --headless --no-sandbox --timeout-action=600000 --viewport-size 1920x1080 - \u2714 Connected]\n[2026-09-29T07:42:49.498Z] [INFO] \ud83c\udfad Playwright MCP reported as connected by mcp list\n[2026-09-29T07:42:49.500Z] [INFO] \ud83c\udfad Playwright MCP ready for Claude Code\n[2026-09-29T07:42:49.503Z] [INFO] \ud83d\udccb URL validation:\n[2026-09-29T07:42:49.510Z] [INFO]    Input URL: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:42:49.514Z] [INFO]    Is Issue URL: true\n[2026-09-29T07:42:49.517Z] [INFO]    Is PR URL: false\n[2026-09-29T07:42:49.520Z] [INFO] \ud83d\udd0d --auto-accept-invite: Checking for pending invitation to G-Ivan-A/hybrid-Intelligence-lab...\n[2026-09-29T07:42:50.020Z] [INFO]    Found 6 total pending repo invitation(s)\n[2026-09-29T07:42:50.025Z] [INFO]    No pending repository invitation found for G-Ivan-A/hybrid-Intelligence-lab\n[2026-09-29T07:42:50.574Z] [INFO]    Found 0 total pending org invitation(s)\n[2026-09-29T07:42:50.577Z] [INFO]    No pending organization invitation found for G-Ivan-A\n[2026-09-29T07:42:50.580Z] [INFO] \u2139\ufe0f  --auto-accept-invite: No pending invitation found for G-Ivan-A/hybrid-Intelligence-lab or organization G-Ivan-A\n[2026-09-29T07:42:50.584Z] [INFO] \ud83d\udd0d Checking repository access for auto-fork...\n[2026-09-29T07:42:51.133Z] [STDOUT] {\"admin\":false,\"maintain\":false,\"pull\":true,\"push\":true,\"triage\":true}\n[2026-09-29T07:42:51.642Z] [INFO]    Repository visibility: public\n[2026-09-29T07:42:51.647Z] [INFO] \u2705 Auto-fork: Write access detected to public repository, working directly on repository\n[2026-09-29T07:42:51.655Z] [INFO] \ud83d\udd0d Checking repository write permissions...\n[2026-09-29T07:42:52.198Z] [STDOUT] {\"admin\":false,\"maintain\":false,\"pull\":true,\"push\":true,\"triage\":true}\n[2026-09-29T07:42:52.208Z] [INFO] \u2705 Repository write access: Confirmed\n[2026-09-29T07:42:52.684Z] [STDOUT] G-Ivan-A\n[2026-09-29T07:42:54.309Z] [INFO]    Repository visibility: public\n[2026-09-29T07:42:54.314Z] [INFO]    Auto-cleanup default: false (repository is public)\n[2026-09-29T07:42:54.320Z] [INFO] \ud83d\udd0d Auto-continue enabled: Checking for existing PRs for issue #646...\n[2026-09-29T07:42:54.325Z] [INFO] \ud83d\udd0d Checking for existing branches in G-Ivan-A/hybrid-Intelligence-lab...\n[2026-09-29T07:42:56.154Z] [STDOUT] []\n[2026-09-29T07:42:56.897Z] [STDOUT] []\n[2026-09-29T07:42:56.907Z] [INFO] \ud83d\udcdd No existing PRs found for issue #646 - creating new PR\n[2026-09-29T07:42:56.911Z] [INFO] \ud83d\udcdd Issue mode: Working with issue #646\n[2026-09-29T07:42:56.922Z] [INFO] \n[2026-09-29T07:42:56.922Z] [INFO] Creating temporary directory: /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:42:57.093Z] [INFO] \ud83d\udd10 Authenticated git transport enabled for github.com (token source: gh auth token) - repository setup\n[2026-09-29T07:42:57.101Z] [INFO] \n[2026-09-29T07:42:57.101Z] [INFO] \ud83d\udce5 Cloning repository:       G-Ivan-A/hybrid-Intelligence-lab\n[2026-09-29T07:42:57.669Z] [STDOUT] Cloning into '/tmp/gh-issue-solver-1790667776920'...\n[2026-09-29T07:43:00.774Z] [STDOUT] true\n[2026-09-29T07:43:00.776Z] [INFO] \u2705 Cloned to:                /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:00.791Z] [INFO] \ud83e\uddf9 Ignoring AI tool scratch directories in this workspace: .formal-ai/, .playwright-mcp/\n[2026-09-29T07:43:00.817Z] [STDOUT] origin\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab.git (fetch)\norigin\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab.git (push)\n[2026-09-29T07:43:01.003Z] [INFO] \u2139\ufe0f  gh auth setup-git could not write the global gitconfig: failed to set up git credential helper: failed to run git: error: could not write config file /home/box/.gitconfig: Device or resource busy\n[2026-09-29T07:43:01.060Z] [INFO] \ud83d\udd11 Configured the gh credential helper for this clone (the global gitconfig is not writable)\n[2026-09-29T07:43:01.088Z] [INFO] \n[2026-09-29T07:43:01.088Z] [INFO] \ud83d\udcca [DISK] phase=after_clone bytes=30809766 path=/tmp/gh-issue-solver-1790667776920 size=29 MB\n[2026-09-29T07:43:01.114Z] [INFO] \ud83d\udcc8 Resource usage (after repository clone):\n[2026-09-29T07:43:01.114Z] [INFO]    CPU load: 3.71 3.06 4.72 (6 CPUs)\n[2026-09-29T07:43:01.114Z] [INFO]    Memory: 9.4 GB available / 11.7 GB total (2.3 GB used)\n[2026-09-29T07:43:01.114Z] [INFO]    Process RSS: 131 MB, V8 heap: 26 MB used of 2.2 GB limit (1.2%)\n[2026-09-29T07:43:01.114Z] [INFO]    Disk (/): 102.8 GB available / 192.7 GB total (46.6% used)\n[2026-09-29T07:43:01.114Z] [INFO] \ud83d\udcc8 [RESOURCES] phase=after_clone ts=2026-09-29T07%3A43%3A01.101Z load1=3.71 load5=3.06 load15=4.72 cpuCount=6 memTotalBytes=12541485056 memAvailableBytes=10089414656 memUsedBytes=2452070400 processRssBytes=137424896 processHeapUsedBytes=27513600 processHeapTotalBytes=43073536 processExternalBytes=4769502 processHeapLimitBytes=2348810240 processHeapUsedPercent=1.171384538922991 diskPath=%2F diskTotalBytes=206900281344 diskAvailableBytes=110389620736 diskUsedBytes=96493883392 diskUsedPercent=46.63786958876374 mem=9.4%20GB%20available%20%2F%2011.7%20GB%20total heap=26%20MB%20used%20of%202.2%20GB%20limit%20(1.2%25) disk=102.8%20GB%20available%20%2F%20192.7%20GB%20total\n[2026-09-29T07:43:01.146Z] [STDOUT] main\n[2026-09-29T07:43:01.178Z] [INFO] \n[2026-09-29T07:43:01.178Z] [INFO] \ud83d\udccc Default branch:           main\n[2026-09-29T07:43:01.333Z] [INFO] \n[2026-09-29T07:43:01.333Z] [INFO] \ud83c\udf3f Creating branch:          issue-646-497e337ac092 from main (default)\n[2026-09-29T07:43:01.380Z] [STDERR] Switched to a new branch 'issue-646-497e337ac092'\n[2026-09-29T07:43:01.381Z] [STDOUT] branch 'issue-646-497e337ac092' set up to track 'origin/main'.\n[2026-09-29T07:43:01.383Z] [INFO] \ud83d\udd0d Verifying:                Branch creation...\n[2026-09-29T07:43:01.411Z] [INFO] \u2705 Branch created:           issue-646-497e337ac092\n[2026-09-29T07:43:01.414Z] [INFO] \u2705 Current branch:           issue-646-497e337ac092\n[2026-09-29T07:43:01.419Z] [INFO]    Branch operation: Create new branch\n[2026-09-29T07:43:01.423Z] [INFO]    Branch verification: Matches expected\n[2026-09-29T07:43:01.435Z] [INFO] \n[2026-09-29T07:43:01.435Z] [INFO] \ud83d\ude80 Auto PR creation:         ENABLED\n[2026-09-29T07:43:01.439Z] [INFO]      Creating:               Initial commit and draft PR...\n[2026-09-29T07:43:01.449Z] [INFO] \n[2026-09-29T07:43:01.453Z] [INFO]    Using .gitkeep mode (--claude-file=false, --gitkeep-file=true, --auto-gitkeep-file=true)\n[2026-09-29T07:43:01.458Z] [INFO] \ud83d\udcdd Creating:                 .gitkeep (default)\n[2026-09-29T07:43:01.462Z] [INFO]    Issue URL from argv['issue-url']: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:43:01.465Z] [INFO]    Issue URL from argv._[0]: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:43:01.469Z] [INFO]    Final issue URL: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:43:01.475Z] [INFO] \u2705 File created:             .gitkeep\n[2026-09-29T07:43:01.478Z] [INFO] \ud83d\udce6 Adding file:              To git staging\n[2026-09-29T07:43:01.552Z] [STDOUT] A  .gitkeep\n[2026-09-29T07:43:01.553Z] [INFO]    Git status after add: A  .gitkeep\n[2026-09-29T07:43:01.558Z] [INFO] \ud83d\udcdd Creating commit:          With .gitkeep file\n[2026-09-29T07:43:01.605Z] [STDOUT] [issue-646-497e337ac092 611336a] Initial commit with task details\n 1 file changed, 1 insertion(+)\n create mode 100644 .gitkeep\n[2026-09-29T07:43:01.607Z] [INFO] \u2705 Commit created:           Successfully with .gitkeep\n[2026-09-29T07:43:01.612Z] [INFO]    Commit output: [issue-646-497e337ac092 611336a] Initial commit with task details\n[2026-09-29T07:43:01.612Z] [INFO]  1 file changed, 1 insertion(+)\n[2026-09-29T07:43:01.612Z] [INFO]  create mode 100644 .gitkeep\n[2026-09-29T07:43:01.646Z] [INFO]    Commit hash: 611336a...\n[2026-09-29T07:43:01.705Z] [STDOUT] 611336a Initial commit with task details\n[2026-09-29T07:43:01.722Z] [INFO]    Latest commit: 611336a Initial commit with task details\n[2026-09-29T07:43:01.817Z] [INFO]    Git status: clean\n[2026-09-29T07:43:01.857Z] [STDOUT] origin\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab.git (fetch)\norigin\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab.git (push)\n[2026-09-29T07:43:01.865Z] [INFO]    Remotes: origin\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab.git (fetch)\n[2026-09-29T07:43:01.912Z] [STDOUT] * issue-646-497e337ac092 611336a [origin/main: ahead 1] Initial commit with task details\n  main                   ecb1d94 [origin/main] Merge pull request #641 from G-Ivan-A/issue-638-dea7773c503b\n[2026-09-29T07:43:01.914Z] [INFO]    Branch info: * issue-646-497e337ac092 611336a [origin/main: ahead 1] Initial commit with task details\n[2026-09-29T07:43:01.914Z] [INFO]   main                   ecb1d94 [origin/main] Merge pull request #641 from G-Ivan-A/issue-638-dea7773c503b\n[2026-09-29T07:43:01.928Z] [INFO] \ud83d\udce4 Pushing branch:           To remote repository...\n[2026-09-29T07:43:01.938Z] [INFO]    Push command: git push -u origin issue-646-497e337ac092\n[2026-09-29T07:43:04.071Z] [STDOUT] remote: \nremote: Create a pull request for 'issue-646-497e337ac092' on GitHub by visiting:        \n[2026-09-29T07:43:04.075Z] [STDOUT] remote:      https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/new/issue-646-497e337ac092        \nremote: \nTo https://github.com/G-Ivan-A/hybrid-Intelligence-lab.git\n * [new branch]      issue-646-497e337ac092 -> issue-646-497e337ac092\n[2026-09-29T07:43:04.116Z] [STDOUT] branch 'issue-646-497e337ac092' set up to track 'origin/issue-646-497e337ac092'.\n[2026-09-29T07:43:04.180Z] [INFO]    Push exit code: 0\n[2026-09-29T07:43:04.191Z] [INFO]    Push output: remote: \n[2026-09-29T07:43:04.191Z] [INFO] remote: Create a pull request for 'issue-646-497e337ac092' on GitHub by visiting:        \n[2026-09-29T07:43:04.191Z] [INFO] remote:      https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/new/issue-646-497e337ac092        \n[2026-09-29T07:43:04.191Z] [INFO] remote: \n[2026-09-29T07:43:04.191Z] [INFO] To https://github.com/G-Ivan-A/hybrid-Intelligence-lab.git\n[2026-09-29T07:43:04.191Z] [INFO]  * [new branch]      issue-646-497e337ac092 -> issue-646-497e337ac092\n[2026-09-29T07:43:04.191Z] [INFO] branch 'issue-646-497e337ac092' set up to track 'origin/issue-646-497e337ac092'.\n[2026-09-29T07:43:04.197Z] [INFO] \u2705 Branch pushed:            Successfully to remote\n[2026-09-29T07:43:04.209Z] [INFO]    Push output: remote: \n[2026-09-29T07:43:04.209Z] [INFO] remote: Create a pull request for 'issue-646-497e337ac092' on GitHub by visiting:        \n[2026-09-29T07:43:04.209Z] [INFO] remote:      https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/new/issue-646-497e337ac092        \n[2026-09-29T07:43:04.209Z] [INFO] remote: \n[2026-09-29T07:43:04.209Z] [INFO] To https://github.com/G-Ivan-A/hybrid-Intelligence-lab.git\n[2026-09-29T07:43:04.209Z] [INFO]  * [new branch]      issue-646-497e337ac092 -> issue-646-497e337ac092\n[2026-09-29T07:43:04.209Z] [INFO] branch 'issue-646-497e337ac092' set up to track 'origin/issue-646-497e337ac092'.\n[2026-09-29T07:43:04.214Z] [INFO]    Waiting for GitHub to sync...\n[2026-09-29T07:43:06.960Z] [STDOUT] 1\n[2026-09-29T07:43:06.969Z] [INFO]    Compare API check: 1 commit(s) ahead of main\n[2026-09-29T07:43:06.972Z] [INFO]    GitHub compare API ready: 1 commit(s) found\n[2026-09-29T07:43:07.466Z] [INFO]    Branch verified on GitHub: issue-646-497e337ac092\n[2026-09-29T07:43:07.915Z] [INFO]    Remote commit SHA: 611336a...\n[2026-09-29T07:43:07.920Z] [INFO] \ud83d\udccb Getting issue:            Title from GitHub...\n[2026-09-29T07:43:08.425Z] [STDOUT] title: \"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\"\n[2026-09-29T07:43:08.433Z] [INFO]    Issue title: \"title: \"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\"\"\n[2026-09-29T07:43:08.439Z] [INFO] \ud83d\udc64 Getting user:             Current GitHub account...\n[2026-09-29T07:43:08.915Z] [STDOUT] konard\n[2026-09-29T07:43:08.925Z] [INFO]    Current user: konard\n[2026-09-29T07:43:09.454Z] [INFO]    User has collaborator access\n[2026-09-29T07:43:09.459Z] [INFO]    User has collaborator access\n[2026-09-29T07:43:09.463Z] [INFO] \ud83d\udd04 Fetching:                 Latest main branch...\n[2026-09-29T07:43:09.991Z] [INFO] \u2705 Base updated:             Fetched latest main\n[2026-09-29T07:43:09.994Z] [INFO] \ud83d\udd0d Checking:                 Commits between branches...\n[2026-09-29T07:43:10.023Z] [STDOUT] 1\n[2026-09-29T07:43:10.027Z] [INFO]    Commits ahead of origin/main: 1\n[2026-09-29T07:43:10.033Z] [INFO] \u2705 Commits found:            1 commit(s) ahead\n[2026-09-29T07:43:10.041Z] [INFO] \ud83d\udd00 Creating PR:              Draft pull request...\n[2026-09-29T07:43:10.044Z] [INFO] \ud83c\udfaf Target branch:            main (default)\n[2026-09-29T07:43:10.048Z] [INFO]    PR Title: [WIP] title: \"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\"\n[2026-09-29T07:43:10.050Z] [INFO]    Base branch: main\n[2026-09-29T07:43:10.054Z] [INFO]    Head branch: issue-646-497e337ac092\n[2026-09-29T07:43:10.057Z] [INFO]    Assignee: konard\n[2026-09-29T07:43:10.061Z] [INFO]    PR Body:\n[2026-09-29T07:43:10.061Z] [INFO] ## \ud83e\udd16 AI-Powered Solution Draft\n[2026-09-29T07:43:10.061Z] [INFO] \n[2026-09-29T07:43:10.061Z] [INFO] This pull request is being automatically generated to solve issue #646.\n[2026-09-29T07:43:10.061Z] [INFO] \n[2026-09-29T07:43:10.061Z] [INFO] ### \ud83d\udccb Issue Reference\n[2026-09-29T07:43:10.061Z] [INFO] Fixes #646\n[2026-09-29T07:43:10.061Z] [INFO] \n[2026-09-29T07:43:10.061Z] [INFO] ### \ud83d\udea7 Status\n[2026-09-29T07:43:10.061Z] [INFO] **Work in Progress** - The AI assistant is currently analyzing and implementing the solution draft.\n[2026-09-29T07:43:10.061Z] [INFO] \n[2026-09-29T07:43:10.061Z] [INFO] ### \ud83d\udcdd Implementation Details\n[2026-09-29T07:43:10.061Z] [INFO] _Details will be added as the solution draft is developed..._\n[2026-09-29T07:43:10.061Z] [INFO] \n[2026-09-29T07:43:10.061Z] [INFO] ---\n[2026-09-29T07:43:10.061Z] [INFO] *This PR was created automatically by the AI issue solver*\n[2026-09-29T07:43:10.074Z] [STDERR] [use-m] use('command-stream') joined an in-flight load (alias command-stream-v-latest)\n[2026-09-29T07:43:10.746Z] [INFO]    Command: cd \"/tmp/gh-issue-solver-1790667776920\" && gh pr create --draft --title \"$(cat '/tmp/pr-title-1790667790734.txt')\" --body-file \"/tmp/pr-body-1790667790066.md\" --base main --head issue-646-497e337ac092 --repo G-Ivan-A/hybrid-Intelligence-lab --assignee konard\n[2026-09-29T07:43:14.216Z] [INFO]    gh pr create stdout: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T07:43:14.221Z] [INFO] \ud83d\udd0d Verifying:                PR creation...\n[2026-09-29T07:43:16.757Z] [STDOUT] {\"number\":648,\"state\":\"OPEN\",\"url\":\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\"}\n[2026-09-29T07:43:16.770Z] [INFO] \u2705 Verification:             PR exists on GitHub (attempt 1/5)\n[2026-09-29T07:43:16.773Z] [INFO] \u2705 PR created:               #648\n[2026-09-29T07:43:16.777Z] [INFO] \ud83d\udccd PR URL:                   https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T07:43:16.780Z] [INFO] \ud83d\udc64 Assigned to:              konard\n[2026-09-29T07:43:16.784Z] [INFO] \ud83d\udd17 Linking:                  Issue #646 to PR #648...\n[2026-09-29T07:43:17.280Z] [INFO]    Issue node ID: I_kwDOQvNwgs8AAAABT1lzyQ\n[2026-09-29T07:43:17.940Z] [INFO]    PR node ID: PR_kwDOQvNwgs8AAAABFpn7jg\n[2026-09-29T07:43:18.517Z] [INFO] \n[2026-09-29T07:43:18.520Z] [WARNING] \u26a0\ufe0f ISSUE LINK MISSING:       PR not linked to issue\n[2026-09-29T07:43:18.523Z] [INFO] \n[2026-09-29T07:43:18.526Z] [WARNING]    The PR wasn't linked to issue #646\n[2026-09-29T07:43:18.530Z] [WARNING]    Expected: \"Fixes #646\" in PR body\n[2026-09-29T07:43:18.534Z] [INFO] \n[2026-09-29T07:43:18.537Z] [WARNING]    To fix manually:\n[2026-09-29T07:43:18.542Z] [WARNING]    1. Edit the PR description at: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T07:43:18.545Z] [WARNING]    2. Ensure it contains: Fixes #646\n[2026-09-29T07:43:18.547Z] [INFO] \n[2026-09-29T07:43:19.156Z] [INFO]   \ud83d\udc64 Current user:           konard\n[2026-09-29T07:43:19.160Z] [INFO] \n[2026-09-29T07:43:19.160Z] [INFO] \ud83d\udcca Comment counting conditions:\n[2026-09-29T07:43:19.164Z] [INFO]    prNumber: 648\n[2026-09-29T07:43:19.167Z] [INFO]    branchName: issue-646-497e337ac092\n[2026-09-29T07:43:19.171Z] [INFO]    isContinueMode: false\n[2026-09-29T07:43:19.174Z] [INFO]    Will count comments: true\n[2026-09-29T07:43:19.178Z] [INFO] \ud83d\udcac Counting comments:        Checking for new comments since last commit...\n[2026-09-29T07:43:19.182Z] [INFO]    PR #648 on branch: issue-646-497e337ac092\n[2026-09-29T07:43:19.191Z] [INFO]    Owner/Repo: G-Ivan-A/hybrid-Intelligence-lab\n[2026-09-29T07:43:19.195Z] [INFO]    Repository path: /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:19.231Z] [INFO]   \ud83d\udcc5 Last commit time:       2026-09-29T07:43:01.000Z\n[2026-09-29T07:43:21.969Z] [INFO]   \ud83d\udcac New PR comments:        0\n[2026-09-29T07:43:21.973Z] [INFO]   \ud83d\udcac New PR review comments: 0\n[2026-09-29T07:43:21.976Z] [INFO]   \ud83d\udcac New issue comments:     0\n[2026-09-29T07:43:21.980Z] [INFO]    Total new comments: 0\n[2026-09-29T07:43:21.981Z] [INFO]    Comment lines to add: No (saving tokens)\n[2026-09-29T07:43:21.984Z] [INFO]    PR review comments fetched: 0\n[2026-09-29T07:43:21.987Z] [INFO]    PR conversation comments fetched: 0\n[2026-09-29T07:43:21.990Z] [INFO]    Total PR comments checked: 0\n[2026-09-29T07:43:26.059Z] [INFO]    Feedback info will be added to prompt:\n[2026-09-29T07:43:26.063Z] [INFO]      - Pull request description was edited after last commit\n[2026-09-29T07:43:26.063Z] [INFO] \ud83d\udcc5 Getting timestamps:       From GitHub servers...\n[2026-09-29T07:43:26.622Z] [STDOUT] 2026-09-29T06:33:23Z\n[2026-09-29T07:43:26.643Z] [INFO]   \ud83d\udcdd Issue updated:          2026-09-29T06:33:23.000Z\n[2026-09-29T07:43:27.197Z] [INFO]   \ud83d\udcac Comments:               None found\n[2026-09-29T07:43:27.794Z] [STDOUT] [{\"createdAt\":\"2026-09-29T07:43:12Z\"}]\n[2026-09-29T07:43:27.808Z] [INFO]   \ud83d\udd00 Recent PR:              2026-09-29T07:43:12.000Z\n[2026-09-29T07:43:27.812Z] [INFO] \n[2026-09-29T07:43:27.812Z] [INFO] \u2705 Reference time:           2026-09-29T07:43:12.000Z\n[2026-09-29T07:43:27.816Z] [INFO] \n[2026-09-29T07:43:27.816Z] [INFO] \ud83d\udd0d Checking for uncommitted changes to include as feedback...\n[2026-09-29T07:43:27.867Z] [INFO] \u2705 No uncommitted changes found\n[2026-09-29T07:43:28.211Z] [INFO] \ud83d\udc41\ufe0f  Model vision capability: supported\n[2026-09-29T07:43:28.232Z] [INFO] \n[2026-09-29T07:43:28.232Z] [INFO] \ud83d\udcdd Final prompt structure:\n[2026-09-29T07:43:28.237Z] [INFO]    Characters: 291\n[2026-09-29T07:43:28.242Z] [INFO]    System prompt characters: 15022\n[2026-09-29T07:43:28.245Z] [INFO]    Feedback info: Included\n[2026-09-29T07:43:28.257Z] [INFO] \n[2026-09-29T07:43:28.257Z] [INFO] \ud83e\udd16 Executing Claude:         OPUS\n[2026-09-29T07:43:28.261Z] [INFO]    Model: opus (claude-opus-5)\n[2026-09-29T07:43:28.269Z] [INFO]    Working directory: /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:28.274Z] [INFO]    Branch: issue-646-497e337ac092\n[2026-09-29T07:43:28.284Z] [INFO]    Prompt length: 291 chars\n[2026-09-29T07:43:28.287Z] [INFO]    System prompt length: 15022 chars\n[2026-09-29T07:43:28.289Z] [INFO]    Feedback info included: Yes (1 lines)\n[2026-09-29T07:43:28.355Z] [INFO] \ud83d\udcc8 System resources before execution:\n[2026-09-29T07:43:28.358Z] [INFO]    Memory: MemFree:         7148544 kB\n[2026-09-29T07:43:28.361Z] [INFO]    Load: 3.17 2.99 4.65 3/1263 1982\n[2026-09-29T07:43:28.373Z] [INFO] \ud83e\udded Claude Code quiet config updated at /home/box/.claude/settings.json: settings[autoMemoryEnabled=false, spinnerTipsEnabled=false, awaySummaryEnabled=false, feedbackSurveyRate=0, includeCoAuthoredBy=false, includeGitInstructions=true, prefersReducedMotion=true, showThinkingSummaries=false, skipDangerousModePermissionPrompt=true, viewMode=\"verbose\", attribution={\"commit\":\"\",\"pr\":\"\"}, permissions={\"disableAutoMode\":\"disable\",\"defaultMode\":\"bypassPermissions\"}], env[CLAUDE_CODE_DISABLE_AUTO_MEMORY=1, CLAUDE_CODE_DISABLE_ORG_MEMORY=1, CLAUDE_CODE_CLASSIFIER_SUMMARY=0, CLAUDE_CODE_EMIT_TOOL_USE_SUMMARIES=0, CLAUDE_CODE_ENABLE_NARRATION=0, CLAUDE_CODE_ENABLE_PROMPT_SUGGESTION=0, CLAUDE_CODE_ENABLE_REMOTE_RECAP=0, CLAUDE_CODE_DISABLE_CRON=1, CLAUDE_CODE_DISABLE_TERMINAL_TITLE=1, CLAUDE_CODE_DISABLE_CLAUDE_MDS=1, CLAUDE_CODE_DISABLE_FAST_MODE=1, CLAUDE_CODE_DISABLE_FEEDBACK_SURVEY=1, CLAUDE_CODE_DISABLE_MOUSE=1, CLAUDE_CODE_DISABLE_OFFICIAL_MARKETPLACE_AUTOINSTALL=1, CLAUDE_CODE_ENABLE_AWAY_SUMMARY=0, CLAUDE_CODE_ENABLE_TASKS=1, CLAUDE_CODE_MAX_TOOL_USE_CONCURRENCY=4, CLAUDE_CODE_RESUME_INTERRUPTED_TURN=1, DISABLE_FEEDBACK_COMMAND=1]\n[2026-09-29T07:43:28.388Z] [INFO] \ud83e\uddf0 Created filtered MCP config (excluding 'claude.ai gmail*', 'claude.ai google drive*', 'claude.ai google calendar*'): /tmp/claude-mcp-no-useless-1790667808382-1.json\n[2026-09-29T07:43:28.391Z] [INFO] \ud83e\uddf0 Useless MCP servers (claude.ai Gmail/Drive/Calendar) disabled for this session via --strict-mcp-config (issue #1627)\n[2026-09-29T07:43:28.399Z] [INFO] \ud83e\uddf0 Disallowed 16 useless Claude Code tool(s) for this session (issue #1627)\n[2026-09-29T07:43:28.402Z] [INFO] \n[2026-09-29T07:43:28.402Z] [INFO] \ud83d\udcdd Raw command:              \n[2026-09-29T07:43:28.413Z] [INFO] (cd \"/tmp/gh-issue-solver-1790667776920\" && claude --output-format stream-json --verbose --dangerously-skip-permissions --model opus --fallback-model claude-opus-4-8 --strict-mcp-config --mcp-config \"/tmp/claude-mcp-no-useless-1790667808382-1.json\" --disallowedTools AskUserQuestion CronCreate CronDelete CronList EnterPlanMode EnterWorktree ExitPlanMode ExitWorktree Monitor NotebookEdit PushNotification RemoteTrigger ScheduleWakeup mcp__claude_ai_Gmail__* mcp__claude_ai_Google_Drive__* mcp__claude_ai_Google_Calendar__* -p \"Issue to solve: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:43:28.413Z] [INFO] Your prepared branch: issue-646-497e337ac092\n[2026-09-29T07:43:28.413Z] [INFO] Your prepared working directory: /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:28.413Z] [INFO] Your prepared Pull Request: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Proceed.\n[2026-09-29T07:43:28.413Z] [INFO] \" --append-system-prompt \"You are an AI issue solver. When you investigate issues, prefer root-cause analysis. When you communicate, prefer facts you have checked yourself or cite sources that provide evidence, such as quoted code or references to documents or web pages. When you are unsure or working from assumptions, test them yourself or ask clarifying questions.\n[2026-09-29T07:43:28.413Z] [INFO] General guidelines.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you execute commands and the output becomes large, save the logs to files for easier review.\n[2026-09-29T07:43:28.413Z] [INFO]    - When running commands, avoid setting a timeout yourself. Let them run as long as needed. The default timeout of 2 minutes is usually enough, and once commands finish, review the logs in the file.\n[2026-09-29T07:43:28.413Z] [INFO]    - When running sudo commands, especially package installations like apt-get, yum, or npm install, run them in the background to avoid timeout issues and permission errors when the process needs to be killed. Use the run_in_background parameter or append & to the command.\n[2026-09-29T07:43:28.413Z] [INFO]    - When CI is failing or user reports failures, consider adding a detailed investigation protocol to your todo list with these steps:\n[2026-09-29T07:43:28.413Z] [INFO]       Step 1: List recent runs with timestamps using: gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --limit 5 --json databaseId,conclusion,createdAt,headSha\n[2026-09-29T07:43:28.413Z] [INFO]       Step 2: Verify runs are after the latest commit by checking timestamps and SHA\n[2026-09-29T07:43:28.413Z] [INFO]       Step 3: For each non-passing run, download logs to preserve them: gh run view {run-id} --repo G-Ivan-A/hybrid-Intelligence-lab --log > ci-logs/{workflow}-{run-id}.log\n[2026-09-29T07:43:28.413Z] [INFO]       Step 4: Read each downloaded log file with the Read tool to understand the actual failures\n[2026-09-29T07:43:28.413Z] [INFO]       Step 5: Report findings with specific errors and line numbers from logs\n[2026-09-29T07:43:28.413Z] [INFO]       This detailed investigation is especially helpful when user mentions CI failures, asks to investigate logs, you see non-passing status, or when finalizing a PR.\n[2026-09-29T07:43:28.413Z] [INFO]       Note: If user says \\\"failing\\\" but tools show \\\"passing\\\", this might indicate stale data - consider downloading fresh logs and checking timestamps to resolve the discrepancy.\n[2026-09-29T07:43:28.413Z] [INFO]    - When a code or log file has more than 1500 lines, read it in chunks of 1500 lines.\n[2026-09-29T07:43:28.413Z] [INFO]    - When facing a complex problem, do as much tracing as possible and turn on all verbose modes.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you create debug, test, or example scripts while fixing an issue, keep them in ./examples and/or ./experiments so you can reuse them later.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you test assumptions, keep experiment scripts in ./experiments.\n[2026-09-29T07:43:28.413Z] [INFO]    - When an experiment demonstrates a real-world use case of the software, add it to ./examples.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you face something extremely hard, use divide and conquer.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Initial research.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you start, create a detailed plan for yourself and follow your todo list step by step. Add as many relevant points from these guidelines to the todo list as practical so you can track the work clearly.\n[2026-09-29T07:43:28.413Z] [INFO]    - When the user mentions CI failures or asks to investigate logs, consider adding these todos to track the investigation: (1) list recent CI runs with timestamps, (2) download logs from failed runs to the ci-logs/ directory, (3) analyze error messages and identify the root cause, (4) implement a fix, (5) verify that the fix resolves the specific errors found in the logs.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you read the issue, read all details and comments thoroughly.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you see screenshots or images in issue descriptions, pull request descriptions, comments, or discussions, download the image to a local file first, then use the Read tool to view and analyze it. Before reading downloaded images with the Read tool, verify that the file is a valid image rather than HTML by using a CLI tool such as the 'file' command. When corrupted or non-image files, such as GitHub \\\"Not Found\\\" pages saved as `.png`, are read, they can cause \\\"Could not process image\\\" errors and crash the AI solver process. When the file command shows \\\"HTML\\\", \\\"text\\\", or \\\"ASCII text\\\", the download failed, so do not call Read on that file. Instead: (1) when images are from GitHub issues or PRs, such as URLs containing \\\"github.com/user-attachments\\\", retry with: curl -L -H \\\"Authorization: [REDACTED] \\$(gh auth token)\\\" -o  \\\"\\\" (2) when the retry still fails, skip the image and note that it was unavailable.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need issue details, use gh issue view https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need related code, use gh search code --owner G-Ivan-A [keywords].\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need repo context, read files in your working directory.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you study related work, study the most recent related pull requests.\n[2026-09-29T07:43:28.413Z] [INFO]    - When the issue is not defined clearly enough, write a comment with clarifying questions.\n[2026-09-29T07:43:28.413Z] [INFO]    - When accessing GitHub Gists (especially private ones), use gh gist view command instead of direct URL fetching to ensure proper authentication.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you are fixing a bug, find the actual root cause first and run as many experiments as needed.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you are fixing a bug and the code does not have enough tracing or logs, add them and keep them in the code with the default state switched off.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need comments on a pull request, note that GitHub has three different comment types with different API endpoints:\n[2026-09-29T07:43:28.413Z] [INFO]       1. PR review comments (inline code comments): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/pulls/648/comments --paginate\n[2026-09-29T07:43:28.413Z] [INFO]       2. PR conversation comments (general discussion): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/648/comments --paginate\n[2026-09-29T07:43:28.413Z] [INFO]       3. PR reviews (approve/request changes): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/pulls/648/reviews --paginate\n[2026-09-29T07:43:28.413Z] [INFO]       Note: The command \\\"gh pr view --json comments\\\" only returns conversation comments and misses review comments.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need the latest comments on the issue, use gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/646/comments --paginate.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Solution development and testing.\n[2026-09-29T07:43:28.413Z] [INFO]    - When issue is solvable, first create a test that reproduces the problem, then implement the fix.\n[2026-09-29T07:43:28.413Z] [INFO]    - When implementing features, search for similar existing implementations in the codebase and use them as examples instead of implementing everything from scratch.\n[2026-09-29T07:43:28.413Z] [INFO]    - When coding, commit each atomic step that is useful on its own to the pull request branch so interrupted work remains preserved in the pull request.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you test:\n[2026-09-29T07:43:28.413Z] [INFO]       start from testing of small functions using separate scripts;\n[2026-09-29T07:43:28.413Z] [INFO]       write unit tests with mocks for easy and quick start.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you test integrations, use existing framework.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you test solution draft, include automated checks in pr.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you write or modify tests, consider setting reasonable timeouts at test, suite, and CI job levels so failures surface quickly instead of hanging.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you see repeated test timeout patterns in CI, investigate the root cause rather than increasing timeouts.\n[2026-09-29T07:43:28.413Z] [INFO]    - When the issue is unclear, write a comment on the issue with questions.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you encounter problems that you cannot solve yourself and need human help, write a comment on the pull request asking for help.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need human help, use gh pr comment 648 --body \\\"your message\\\" to comment on existing PR.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Reproducible testing.\n[2026-09-29T07:43:28.413Z] [INFO]    - When fixing a bug, create a test that reproduces the problem before implementing the fix. When you cannot reproduce the problem, you cannot verify the fix.\n[2026-09-29T07:43:28.413Z] [INFO]    - When encountering logic bugs, write an automated test that fails due to the bug, then implement the fix to make it pass.\n[2026-09-29T07:43:28.413Z] [INFO]    - When encountering UI bugs, capture a screenshot showing the problem state, then create a visual regression test or manual verification screenshot after the fix.\n[2026-09-29T07:43:28.413Z] [INFO]    - When creating tests, prefer minimum reproducible examples, meaning the simplest test case that demonstrates the issue.\n[2026-09-29T07:43:28.413Z] [INFO]    - When submitting a fix, include in the PR description: (1) how to reproduce the issue, (2) the automated test that verifies the fix, (3) before/after screenshots for UI issues.\n[2026-09-29T07:43:28.413Z] [INFO]    - When a bug fix does not have a reproducing test, treat the fix as incomplete because regressions can occur later without notice.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Preparing pull request.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you code, follow contributing guidelines.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you commit, write clear message.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need examples of style, use gh pr list --repo G-Ivan-A/hybrid-Intelligence-lab --state merged --search [keywords].\n[2026-09-29T07:43:28.413Z] [INFO]    - When you open pr, describe solution draft and include tests.\n[2026-09-29T07:43:28.413Z] [INFO]    - When there is a package with version and GitHub Actions workflows for automatic release, update the version (or other necessary release trigger) in your pull request to prepare for next release.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you update existing pr 648, use gh pr edit to modify title and description.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you are about to commit or push code, run local CI checks first if they are available in contributing guidelines (like ruff check, mypy, eslint, etc.) to catch errors before pushing.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you finalize the pull request:\n[2026-09-29T07:43:28.413Z] [INFO]       follow style from merged prs for code, title, and description,\n[2026-09-29T07:43:28.413Z] [INFO]       check that no uncommitted changes corresponding to the original requirements are left behind,\n[2026-09-29T07:43:28.413Z] [INFO]       check that the default branch is merged into the pull request branch,\n[2026-09-29T07:43:28.413Z] [INFO]       check that all CI checks are passing if they exist before you finish,\n[2026-09-29T07:43:28.413Z] [INFO]       check for latest comments on the issue and pull request to ensure no recent feedback was missed,\n[2026-09-29T07:43:28.413Z] [INFO]       double-check that all changes in the pull request address the original requirements of the issue,\n[2026-09-29T07:43:28.413Z] [INFO]       check for newly introduced bugs in the pull request by carefully reading gh pr diff,\n[2026-09-29T07:43:28.413Z] [INFO]       check that no previously existing features were removed without an explicit request in the issue description, issue comments, or pull request comments.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you finish implementation, use gh pr ready 648.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Workflow and collaboration.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you check branch, verify with git branch --show-current.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you push, push only to branch issue-646-497e337ac092.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you finish, create a pull request from branch issue-646-497e337ac092. (Note: PR 648 already exists, update it instead)\n[2026-09-29T07:43:28.413Z] [INFO]    - When you organize workflow, use pull requests instead of direct merges to default branch (main or master).\n[2026-09-29T07:43:28.413Z] [INFO]    - When you manage commits, preserve commit history for later analysis.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you contribute, keep repository history forward-moving with regular commits, pushes, and reverts if needed.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you face conflict that you cannot resolve yourself, ask for help.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you collaborate, respect branch protections by working only on issue-646-497e337ac092.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you mention a result, include the pull request URL or comment URL.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to create pr, remember pr 648 already exists for this branch.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Self review.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you check your solution draft, run all tests locally.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you check your solution draft, verify git status shows a clean working tree with no uncommitted changes.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you compare with repo style, use gh pr diff [number].\n[2026-09-29T07:43:28.413Z] [INFO]    - When you finalize, confirm code, tests, and description are consistent.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] GitHub CLI command patterns.\n[2026-09-29T07:43:28.413Z] [INFO]    - When fetching lists from GitHub API, use the --paginate flag to ensure all results are returned (GitHub returns max 30 per page by default).\n[2026-09-29T07:43:28.413Z] [INFO]    - When listing PR review comments (inline code comments), use gh api repos/OWNER/REPO/pulls/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.413Z] [INFO]    - When listing PR conversation comments, use gh api repos/OWNER/REPO/issues/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.413Z] [INFO]    - When listing PR reviews, use gh api repos/OWNER/REPO/pulls/NUMBER/reviews --paginate.\n[2026-09-29T07:43:28.413Z] [INFO]    - When listing issue comments, use gh api repos/OWNER/REPO/issues/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.413Z] [INFO]    - When adding PR comment, use gh pr comment NUMBER --body \\\"text\\\" --repo OWNER/REPO.\n[2026-09-29T07:43:28.413Z] [INFO]    - When adding issue comment, use gh issue comment NUMBER --body \\\"text\\\" --repo OWNER/REPO.\n[2026-09-29T07:43:28.413Z] [INFO]    - When viewing PR details, use gh pr view NUMBER --repo OWNER/REPO.\n[2026-09-29T07:43:28.413Z] [INFO]    - When filtering with jq, use gh api repos/\\${owner}/\\${repo}/pulls/\\${prNumber}/comments --paginate --jq 'reverse | .[0:5]'.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Playwright MCP usage (browser automation via mcp__playwright__* tools).\n[2026-09-29T07:43:28.413Z] [INFO]    - When you develop frontend web applications (HTML, CSS, JavaScript, React, Vue, Angular, etc.), use Playwright MCP tools to test the UI in a real browser.\n[2026-09-29T07:43:28.413Z] [INFO]    - When WebFetch tool fails to retrieve expected content (e.g., returns empty content, JavaScript-rendered pages, or login-protected pages), use Playwright MCP tools (browser_navigate, browser_snapshot) as a fallback for web browsing.\n[2026-09-29T07:43:28.413Z] [INFO]    - When WebSearch tool fails or returns insufficient results, use Playwright MCP tools (browser_navigate, browser_snapshot) as a fallback for internet search.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to interact with dynamic web pages that require JavaScript execution, use Playwright MCP tools.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to visually verify how a web page looks or take screenshots, use browser_take_screenshot from Playwright MCP.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to fill forms, click buttons, or perform user interactions on web pages, use Playwright MCP tools (browser_click, browser_type, browser_fill_form).\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to test responsive design or different viewport sizes, use browser_resize from Playwright MCP.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you finish using the browser, close it with browser_close to free resources.\n[2026-09-29T07:43:28.413Z] [INFO]    - When reproducing UI bugs, use browser_take_screenshot to capture the problem state before implementing any fix.\n[2026-09-29T07:43:28.413Z] [INFO]    - When fixing UI bugs, take before/after screenshots to provide visual evidence of the fix for human verification.\n[2026-09-29T07:43:28.413Z] [INFO]    - When creating UI tests, save baseline screenshots to the repository for visual regression testing.\n[2026-09-29T07:43:28.413Z] [INFO]    - When verifying UI fixes, compare screenshots to ensure the fix does not introduce unintended visual changes.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Visual UI work and screenshots.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you work on visual UI changes (frontend, CSS, HTML, design), include a render or screenshot of the final result in the pull request description.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to show visual results, take a screenshot and save it to the repository (e.g., in a docs/screenshots/ or assets/ folder).\n[2026-09-29T07:43:28.413Z] [INFO]    - When you save screenshots to the repository, use permanent links in the pull request description markdown (e.g., https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-646-497e337ac092/docs/screenshots/result.png?raw=true).\n[2026-09-29T07:43:28.413Z] [INFO]    - When uploading images, commit them to the branch first, then reference them using the GitHub blob URL format with ?raw=true suffix (works for both public and private repositories).\n[2026-09-29T07:43:28.413Z] [INFO]    - When the visual result is important for review, mention it explicitly in the pull request description with the embedded image.\n[2026-09-29T07:43:28.413Z] [INFO]    - When fixing UI bugs, capture both the \\\"before\\\" (problem) and \\\"after\\\" (fixed) screenshots as evidence for human verification.\n[2026-09-29T07:43:28.413Z] [INFO]    - When reporting UI bugs, include a screenshot of the problem state to enable visual verification of the fix.\n[2026-09-29T07:43:28.413Z] [INFO]    - When the fix is visual, include side-by-side or sequential comparison of before/after states in the PR description.\n[2026-09-29T07:43:28.413Z] [INFO]    - When possible, create automated visual regression tests to prevent the UI bug from recurring.\" | jq -c .)\n[2026-09-29T07:43:28.424Z] [INFO] \n[2026-09-29T07:43:28.428Z] [INFO] \ud83d\udccb User prompt:\n[2026-09-29T07:43:28.428Z] [INFO] ---BEGIN USER PROMPT---\n[2026-09-29T07:43:28.428Z] [INFO] Issue to solve: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:43:28.428Z] [INFO] Your prepared branch: issue-646-497e337ac092\n[2026-09-29T07:43:28.428Z] [INFO] Your prepared working directory: /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:28.428Z] [INFO] Your prepared Pull Request: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T07:43:28.428Z] [INFO] \n[2026-09-29T07:43:28.428Z] [INFO] Proceed.\n[2026-09-29T07:43:28.428Z] [INFO] \n[2026-09-29T07:43:28.428Z] [INFO] ---END USER PROMPT---\n[2026-09-29T07:43:28.438Z] [INFO] \ud83d\udccb System prompt:\n[2026-09-29T07:43:28.438Z] [INFO] ---BEGIN SYSTEM PROMPT---\n[2026-09-29T07:43:28.438Z] [INFO] You are an AI issue solver. When you investigate issues, prefer root-cause analysis. When you communicate, prefer facts you have checked yourself or cite sources that provide evidence, such as quoted code or references to documents or web pages. When you are unsure or working from assumptions, test them yourself or ask clarifying questions.\n[2026-09-29T07:43:28.438Z] [INFO] General guidelines.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you execute commands and the output becomes large, save the logs to files for easier review.\n[2026-09-29T07:43:28.438Z] [INFO]    - When running commands, avoid setting a timeout yourself. Let them run as long as needed. The default timeout of 2 minutes is usually enough, and once commands finish, review the logs in the file.\n[2026-09-29T07:43:28.438Z] [INFO]    - When running sudo commands, especially package installations like apt-get, yum, or npm install, run them in the background to avoid timeout issues and permission errors when the process needs to be killed. Use the run_in_background parameter or append & to the command.\n[2026-09-29T07:43:28.438Z] [INFO]    - When CI is failing or user reports failures, consider adding a detailed investigation protocol to your todo list with these steps:\n[2026-09-29T07:43:28.438Z] [INFO]       Step 1: List recent runs with timestamps using: gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --limit 5 --json databaseId,conclusion,createdAt,headSha\n[2026-09-29T07:43:28.438Z] [INFO]       Step 2: Verify runs are after the latest commit by checking timestamps and SHA\n[2026-09-29T07:43:28.438Z] [INFO]       Step 3: For each non-passing run, download logs to preserve them: gh run view {run-id} --repo G-Ivan-A/hybrid-Intelligence-lab --log > ci-logs/{workflow}-{run-id}.log\n[2026-09-29T07:43:28.438Z] [INFO]       Step 4: Read each downloaded log file with the Read tool to understand the actual failures\n[2026-09-29T07:43:28.438Z] [INFO]       Step 5: Report findings with specific errors and line numbers from logs\n[2026-09-29T07:43:28.438Z] [INFO]       This detailed investigation is especially helpful when user mentions CI failures, asks to investigate logs, you see non-passing status, or when finalizing a PR.\n[2026-09-29T07:43:28.438Z] [INFO]       Note: If user says \"failing\" but tools show \"passing\", this might indicate stale data - consider downloading fresh logs and checking timestamps to resolve the discrepancy.\n[2026-09-29T07:43:28.438Z] [INFO]    - When a code or log file has more than 1500 lines, read it in chunks of 1500 lines.\n[2026-09-29T07:43:28.438Z] [INFO]    - When facing a complex problem, do as much tracing as possible and turn on all verbose modes.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you create debug, test, or example scripts while fixing an issue, keep them in ./examples and/or ./experiments so you can reuse them later.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you test assumptions, keep experiment scripts in ./experiments.\n[2026-09-29T07:43:28.438Z] [INFO]    - When an experiment demonstrates a real-world use case of the software, add it to ./examples.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you face something extremely hard, use divide and conquer.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Initial research.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you start, create a detailed plan for yourself and follow your todo list step by step. Add as many relevant points from these guidelines to the todo list as practical so you can track the work clearly.\n[2026-09-29T07:43:28.438Z] [INFO]    - When the user mentions CI failures or asks to investigate logs, consider adding these todos to track the investigation: (1) list recent CI runs with timestamps, (2) download logs from failed runs to the ci-logs/ directory, (3) analyze error messages and identify the root cause, (4) implement a fix, (5) verify that the fix resolves the specific errors found in the logs.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you read the issue, read all details and comments thoroughly.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you see screenshots or images in issue descriptions, pull request descriptions, comments, or discussions, download the image to a local file first, then use the Read tool to view and analyze it. Before reading downloaded images with the Read tool, verify that the file is a valid image rather than HTML by using a CLI tool such as the 'file' command. When corrupted or non-image files, such as GitHub \"Not Found\" pages saved as `.png`, are read, they can cause \"Could not process image\" errors and crash the AI solver process. When the file command shows \"HTML\", \"text\", or \"ASCII text\", the download failed, so do not call Read on that file. Instead: (1) when images are from GitHub issues or PRs, such as URLs containing \"github.com/user-attachments\", retry with: curl -L -H \"Authorization: [REDACTED] $(gh auth token)\" -o  \"\" (2) when the retry still fails, skip the image and note that it was unavailable.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need issue details, use gh issue view https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need related code, use gh search code --owner G-Ivan-A [keywords].\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need repo context, read files in your working directory.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you study related work, study the most recent related pull requests.\n[2026-09-29T07:43:28.438Z] [INFO]    - When the issue is not defined clearly enough, write a comment with clarifying questions.\n[2026-09-29T07:43:28.438Z] [INFO]    - When accessing GitHub Gists (especially private ones), use gh gist view command instead of direct URL fetching to ensure proper authentication.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you are fixing a bug, find the actual root cause first and run as many experiments as needed.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you are fixing a bug and the code does not have enough tracing or logs, add them and keep them in the code with the default state switched off.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need comments on a pull request, note that GitHub has three different comment types with different API endpoints:\n[2026-09-29T07:43:28.438Z] [INFO]       1. PR review comments (inline code comments): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/pulls/648/comments --paginate\n[2026-09-29T07:43:28.438Z] [INFO]       2. PR conversation comments (general discussion): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/648/comments --paginate\n[2026-09-29T07:43:28.438Z] [INFO]       3. PR reviews (approve/request changes): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/pulls/648/reviews --paginate\n[2026-09-29T07:43:28.438Z] [INFO]       Note: The command \"gh pr view --json comments\" only returns conversation comments and misses review comments.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need the latest comments on the issue, use gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/646/comments --paginate.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Solution development and testing.\n[2026-09-29T07:43:28.438Z] [INFO]    - When issue is solvable, first create a test that reproduces the problem, then implement the fix.\n[2026-09-29T07:43:28.438Z] [INFO]    - When implementing features, search for similar existing implementations in the codebase and use them as examples instead of implementing everything from scratch.\n[2026-09-29T07:43:28.438Z] [INFO]    - When coding, commit each atomic step that is useful on its own to the pull request branch so interrupted work remains preserved in the pull request.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you test:\n[2026-09-29T07:43:28.438Z] [INFO]       start from testing of small functions using separate scripts;\n[2026-09-29T07:43:28.438Z] [INFO]       write unit tests with mocks for easy and quick start.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you test integrations, use existing framework.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you test solution draft, include automated checks in pr.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you write or modify tests, consider setting reasonable timeouts at test, suite, and CI job levels so failures surface quickly instead of hanging.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you see repeated test timeout patterns in CI, investigate the root cause rather than increasing timeouts.\n[2026-09-29T07:43:28.438Z] [INFO]    - When the issue is unclear, write a comment on the issue with questions.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you encounter problems that you cannot solve yourself and need human help, write a comment on the pull request asking for help.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need human help, use gh pr comment 648 --body \"your message\" to comment on existing PR.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Reproducible testing.\n[2026-09-29T07:43:28.438Z] [INFO]    - When fixing a bug, create a test that reproduces the problem before implementing the fix. When you cannot reproduce the problem, you cannot verify the fix.\n[2026-09-29T07:43:28.438Z] [INFO]    - When encountering logic bugs, write an automated test that fails due to the bug, then implement the fix to make it pass.\n[2026-09-29T07:43:28.438Z] [INFO]    - When encountering UI bugs, capture a screenshot showing the problem state, then create a visual regression test or manual verification screenshot after the fix.\n[2026-09-29T07:43:28.438Z] [INFO]    - When creating tests, prefer minimum reproducible examples, meaning the simplest test case that demonstrates the issue.\n[2026-09-29T07:43:28.438Z] [INFO]    - When submitting a fix, include in the PR description: (1) how to reproduce the issue, (2) the automated test that verifies the fix, (3) before/after screenshots for UI issues.\n[2026-09-29T07:43:28.438Z] [INFO]    - When a bug fix does not have a reproducing test, treat the fix as incomplete because regressions can occur later without notice.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Preparing pull request.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you code, follow contributing guidelines.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you commit, write clear message.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need examples of style, use gh pr list --repo G-Ivan-A/hybrid-Intelligence-lab --state merged --search [keywords].\n[2026-09-29T07:43:28.438Z] [INFO]    - When you open pr, describe solution draft and include tests.\n[2026-09-29T07:43:28.438Z] [INFO]    - When there is a package with version and GitHub Actions workflows for automatic release, update the version (or other necessary release trigger) in your pull request to prepare for next release.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you update existing pr 648, use gh pr edit to modify title and description.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you are about to commit or push code, run local CI checks first if they are available in contributing guidelines (like ruff check, mypy, eslint, etc.) to catch errors before pushing.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you finalize the pull request:\n[2026-09-29T07:43:28.438Z] [INFO]       follow style from merged prs for code, title, and description,\n[2026-09-29T07:43:28.438Z] [INFO]       check that no uncommitted changes corresponding to the original requirements are left behind,\n[2026-09-29T07:43:28.438Z] [INFO]       check that the default branch is merged into the pull request branch,\n[2026-09-29T07:43:28.438Z] [INFO]       check that all CI checks are passing if they exist before you finish,\n[2026-09-29T07:43:28.438Z] [INFO]       check for latest comments on the issue and pull request to ensure no recent feedback was missed,\n[2026-09-29T07:43:28.438Z] [INFO]       double-check that all changes in the pull request address the original requirements of the issue,\n[2026-09-29T07:43:28.438Z] [INFO]       check for newly introduced bugs in the pull request by carefully reading gh pr diff,\n[2026-09-29T07:43:28.438Z] [INFO]       check that no previously existing features were removed without an explicit request in the issue description, issue comments, or pull request comments.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you finish implementation, use gh pr ready 648.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Workflow and collaboration.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you check branch, verify with git branch --show-current.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you push, push only to branch issue-646-497e337ac092.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you finish, create a pull request from branch issue-646-497e337ac092. (Note: PR 648 already exists, update it instead)\n[2026-09-29T07:43:28.438Z] [INFO]    - When you organize workflow, use pull requests instead of direct merges to default branch (main or master).\n[2026-09-29T07:43:28.438Z] [INFO]    - When you manage commits, preserve commit history for later analysis.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you contribute, keep repository history forward-moving with regular commits, pushes, and reverts if needed.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you face conflict that you cannot resolve yourself, ask for help.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you collaborate, respect branch protections by working only on issue-646-497e337ac092.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you mention a result, include the pull request URL or comment URL.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to create pr, remember pr 648 already exists for this branch.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Self review.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you check your solution draft, run all tests locally.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you check your solution draft, verify git status shows a clean working tree with no uncommitted changes.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you compare with repo style, use gh pr diff [number].\n[2026-09-29T07:43:28.438Z] [INFO]    - When you finalize, confirm code, tests, and description are consistent.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] GitHub CLI command patterns.\n[2026-09-29T07:43:28.438Z] [INFO]    - When fetching lists from GitHub API, use the --paginate flag to ensure all results are returned (GitHub returns max 30 per page by default).\n[2026-09-29T07:43:28.438Z] [INFO]    - When listing PR review comments (inline code comments), use gh api repos/OWNER/REPO/pulls/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.438Z] [INFO]    - When listing PR conversation comments, use gh api repos/OWNER/REPO/issues/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.438Z] [INFO]    - When listing PR reviews, use gh api repos/OWNER/REPO/pulls/NUMBER/reviews --paginate.\n[2026-09-29T07:43:28.438Z] [INFO]    - When listing issue comments, use gh api repos/OWNER/REPO/issues/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.438Z] [INFO]    - When adding PR comment, use gh pr comment NUMBER --body \"text\" --repo OWNER/REPO.\n[2026-09-29T07:43:28.438Z] [INFO]    - When adding issue comment, use gh issue comment NUMBER --body \"text\" --repo OWNER/REPO.\n[2026-09-29T07:43:28.438Z] [INFO]    - When viewing PR details, use gh pr view NUMBER --repo OWNER/REPO.\n[2026-09-29T07:43:28.438Z] [INFO]    - When filtering with jq, use gh api repos/${owner}/${repo}/pulls/${prNumber}/comments --paginate --jq 'reverse | .[0:5]'.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Playwright MCP usage (browser automation via mcp__playwright__* tools).\n[2026-09-29T07:43:28.438Z] [INFO]    - When you develop frontend web applications (HTML, CSS, JavaScript, React, Vue, Angular, etc.), use Playwright MCP tools to test the UI in a real browser.\n[2026-09-29T07:43:28.438Z] [INFO]    - When WebFetch tool fails to retrieve expected content (e.g., returns empty content, JavaScript-rendered pages, or login-protected pages), use Playwright MCP tools (browser_navigate, browser_snapshot) as a fallback for web browsing.\n[2026-09-29T07:43:28.438Z] [INFO]    - When WebSearch tool fails or returns insufficient results, use Playwright MCP tools (browser_navigate, browser_snapshot) as a fallback for internet search.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to interact with dynamic web pages that require JavaScript execution, use Playwright MCP tools.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to visually verify how a web page looks or take screenshots, use browser_take_screenshot from Playwright MCP.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to fill forms, click buttons, or perform user interactions on web pages, use Playwright MCP tools (browser_click, browser_type, browser_fill_form).\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to test responsive design or different viewport sizes, use browser_resize from Playwright MCP.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you finish using the browser, close it with browser_close to free resources.\n[2026-09-29T07:43:28.438Z] [INFO]    - When reproducing UI bugs, use browser_take_screenshot to capture the problem state before implementing any fix.\n[2026-09-29T07:43:28.438Z] [INFO]    - When fixing UI bugs, take before/after screenshots to provide visual evidence of the fix for human verification.\n[2026-09-29T07:43:28.438Z] [INFO]    - When creating UI tests, save baseline screenshots to the repository for visual regression testing.\n[2026-09-29T07:43:28.438Z] [INFO]    - When verifying UI fixes, compare screenshots to ensure the fix does not introduce unintended visual changes.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Visual UI work and screenshots.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you work on visual UI changes (frontend, CSS, HTML, design), include a render or screenshot of the final result in the pull request description.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to show visual results, take a screenshot and save it to the repository (e.g., in a docs/screenshots/ or assets/ folder).\n[2026-09-29T07:43:28.438Z] [INFO]    - When you save screenshots to the repository, use permanent links in the pull request description markdown (e.g., https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-646-497e337ac092/docs/screenshots/result.png?raw=true).\n[2026-09-29T07:43:28.438Z] [INFO]    - When uploading images, commit them to the branch first, then reference them using the GitHub blob URL format with ?raw=true suffix (works for both public and private repositories).\n[2026-09-29T07:43:28.438Z] [INFO]    - When the visual result is important for review, mention it explicitly in the pull request description with the embedded image.\n[2026-09-29T07:43:28.438Z] [INFO]    - When fixing UI bugs, capture both the \"before\" (problem) and \"after\" (fixed) screenshots as evidence for human verification.\n[2026-09-29T07:43:28.438Z] [INFO]    - When reporting UI bugs, include a screenshot of the problem state to enable visual verification of the fix.\n[2026-09-29T07:43:28.438Z] [INFO]    - When the fix is visual, include side-by-side or sequential comparison of before/after states in the PR description.\n[2026-09-29T07:43:28.438Z] [INFO]    - When possible, create automated visual regression tests to prevent the UI bug from recurring.\n[2026-09-29T07:43:28.438Z] [INFO] ---END SYSTEM PROMPT---\n[2026-09-29T07:43:28.453Z] [INFO] \ud83d\udcca CLAUDE_CODE_MAX_OUTPUT_TOKENS: 128000, MCP_TIMEOUT: 900000ms, MCP_TOOL_TIMEOUT: 900000ms, ANTHROPIC_LOG: debug\n[2026-09-29T07:43:28.458Z] [INFO] \ud83d\udcca CLAUDE_CODE_EFFORT_LEVEL: high\n[2026-09-29T07:43:28.461Z] [INFO] \ud83d\udcca CLAUDE_CODE_DISABLE_1M_CONTEXT=1, CLAUDE_CODE_AUTO_COMPACT_WINDOW=150000, CLAUDE_AUTOCOMPACT_PCT_OVERRIDE=95\n[2026-09-29T07:43:28.464Z] [INFO] \ud83d\udcca Thinking level (via keywords): high\n[2026-09-29T07:43:28.467Z] [INFO] \ud83d\udcca Claude --fallback-model: claude-opus-4-8 (Issue #1949 \u2014 primary --model opus stays stable across overload retries)\n[2026-09-29T07:43:28.470Z] [INFO] \ud83d\udccb Command details:          \n[2026-09-29T07:43:28.474Z] [INFO]   \ud83d\udcc2 Working directory:      /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:28.476Z] [INFO]   \ud83c\udf3f Branch:                 issue-646-497e337ac092\n[2026-09-29T07:43:28.478Z] [INFO]   \ud83e\udd16 Model:                  Claude OPUS\n[2026-09-29T07:43:28.480Z] [INFO] \n[2026-09-29T07:43:28.480Z] [INFO] \u25b6\ufe0f Streaming output:         \n[2026-09-29T07:43:28.480Z] [INFO] \n[2026-09-29T07:43:30.244Z] [INFO] {\n[2026-09-29T07:43:30.244Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:30.244Z] [INFO]   \"subtype\": \"commands_changed\",\n[2026-09-29T07:43:30.244Z] [INFO]   \"commands\": [\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"deep-research\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Deep research harness \u2014 fan-out web searches, fetch sources, adversarially verify claims, synthesize a cited report. (dynamic workflow)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"design\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Grant or revoke Claude agent access to your Design projects\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"consent | revoke\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"design-sync\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Push a React design system to claude.ai/design. This runs a converter that bundles the real component code (from Storybook or a bare package) and uploads it. Use when the user runs /design-sync or says \\\"sync my design system to Claude Design\\\".\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"dataviz\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill whenever you are about to create ANY chart, graph, plot, dashboard, or data visualization, in ANY output medium \u2014 an HTML or React artifact, inline SVG, plotting code in any library (matplotlib, plotly, d3, Recharts, \u2026), an image/PNG you will render and upload, or a chart shared into Slack. Read it BEFORE writing the first line of chart code, choosing chart colors, building a stat tile / meter / KPI row, or laying out a dashboard. When the destination is a first-party document connector (host-designated, never self-described) that renders live charts, hand it the rows (inline, or as an uploaded data file the chart cites) rather than a rendered PNG/SVG \u2014 a picture of a chart loses hover, data inspection and per-value comments. Produces visualizations that read as one system \u2014 elegant, accessible, consistent in light and dark \u2014 using a brand-neutral placeholder palette you swap for your own. Teaches a design-system-agnostic method: a form heuristic, a color formula with a runnable validator, mark specs, and interaction rules. A validated default palette is documented in `references/palette.md` \u2014 swap that file's values for your brand's. Triggers on: \\\"chart\\\", \\\"graph\\\", \\\"plot\\\", \\\"data viz\\\", \\\"visualization\\\", \\\"dashboard\\\", \\\"analytics\\\", \\\"visualize data\\\", \\\"categorical colors\\\", \\\"sequential / diverging palette\\\", \\\"stat tile\\\", \\\"sparkline\\\", \\\"heatmap\\\", \\\"legend\\\", \\\"axis\\\", \\\"tooltip\\\", \\\"chart colors\\\", \\\"color by series\\\".\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"update-config\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill to configure the Claude Code harness via settings.json. Automated behaviors (\\\"from now on when X\\\", \\\"each time X\\\", \\\"whenever X\\\", \\\"before/after X\\\") require hooks configured in settings.json - the harness executes these, not Claude, so memory/preferences cannot fulfill them. Also use for: permissions (\\\"allow X\\\", \\\"add permission\\\", \\\"move permission to\\\"), env vars (\\\"set X=Y\\\"), hook troubleshooting, or any changes to settings.json/settings.local.json files. Examples: \\\"allow npm commands\\\", \\\"add bq permission to global settings\\\", \\\"move permission to user settings\\\", \\\"set DEBUG=true\\\", \\\"when claude stops show X\\\". For simple settings like theme/model, suggest the /config command.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"verify\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Verify that a code change actually does what it's supposed to by exercising it end-to-end and observing behavior \u2014 drive the affected flow, not just tests or typecheck. Run before committing nontrivial changes; bootstraps this repo's project verify skill if none exists yet. Don't invoke it on a diff that only touches tests, docs, or other code with no runtime surface to drive (a change to product source always has one) \u2014 there's nothing to observe.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"debug\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Enable debug logging for this session and help diagnose issues\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[issue description]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"code-review\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Review the current diff, or a PR number/branch/path target, for correctness bugs (plus reuse/simplification/efficiency cleanups where the model's review recipe covers them) at the given effort level (low/medium: fewer, high-confidence findings; high\u2192max: broader coverage, may include uncertain findings; ultra: deep multi-agent review in the cloud); with no level given, it reuses the level you typed last. Pass --comment to post findings as inline PR comments, or --fix to apply the findings to the working tree after the review. For ultra on a GitHub.com PR target, --post asks to post the finished review\u2019s findings to the PR as a single comment from the user\u2019s GitHub account (not a review; the launch dialog still confirms in interactive sessions, while non-interactive mode posts on the flag alone) and --no-post hides that option.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[low|medium|high|xhigh|max|ultra] [--fix] [--comment] [||]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"review\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"simplify\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Review the changed code for reuse, simplification, efficiency, and altitude cleanups, then apply the fixes. Quality only \u2014 it does not hunt for bugs; use /code-review for that.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"batch\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Research and plan a large-scale change, then execute it in parallel across 5\u201330 isolated worktree agents that each open a PR.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"fewer-permission-prompts\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Scan your transcripts for common read-only Bash and MCP tool calls, then add a prioritized allowlist to project .claude/settings.json to reduce permission prompts.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"doctor\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Health-check the user's Claude Code setup and fix issues: diagnose installation health \u2014 what the `claude doctor` terminal diagnostics cover \u2014 from local data (duplicate or leftover installs, PATH, unparseable settings files, broken or colliding agent definitions, skills whose frontmatter fails to parse); find unused skills, MCP servers, and plugins versus their context cost and disable dead weight; deduplicate local CLAUDE.md files against checked-in ones; trim checked-in CLAUDE.md files by cutting content a session could derive from the codebase (directory layouts, tech-stack lists, architecture overviews) while keeping gotchas, rationale, and non-standard conventions; migrate always-loaded CLAUDE.md guidance into lazy skills and nested CLAUDE.md files; flag slow hooks and context-heavy extensions; check the installed version is current; make auto mode the default permission mode; and pre-approve frequently denied read-only commands. Use when the user asks for a doctor run, checkup, audit, tune-up, or cleanup of their Claude Code setup or configuration.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[prompt-audit []]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"checkup\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"docs\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"docs (living docs people share, comment on and edit; use only when the user asks for one: names a doc, document, page, memo, spec, PRD, runbook or write-up, asks for somewhere to share or keep editing something, or says yes to your doc offer; a plan, comparison, summary or notes asked in chat stays in chat (at most a one-line doc offer); a report, status update, recap or \\\"something I can send them\\\" with no form named \u2192 ask first: reply, doc or file?; tabs hold tables and live charts too; a pasted claude.ai/code/artifact/\u2026 link may be a doc: check with docs tools first; not HTML pages, apps or plain chat answers; a .docx/.pptx/.xlsx/PDF asked for by name \u2192 that format's skill): asked for one \u2192 no docs-connector instructions in context? call the docs connector's `guide` with topic.instructions first, then create the doc (headings only, no body) before any search, file read or plan, even with files attached. Documenting code means docstrings or repo docs, not a doc. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:docs\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"google-workspace\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Read this before the first Google Drive, Docs, Sheets or Slides connector call whenever the task creates or changes a Google file. Use this skill whenever the user wants to create or change a Google Doc, Sheet or Slides file in their Google Drive. Triggers include: a request that names Google Docs, Sheets, Slides or Drive and asks to make, edit, format, copy or rename a file; a docs.google.com link with a request to change that file, even a one-line fix or suggested edits; and any follow-up change to a Google file from earlier in the chat, even \\\"change it\\\" or \\\"add a tab\\\". Includes helper scripts for document positions, cell ranges and slide layout. However, if the user asks for a doc, deck or spreadsheet without naming Google, or gives a Google file only as source material for something new, use Claude's own output type instead. Do NOT use for read-only questions about a Google file, or for Word, Excel, PowerPoint or PDF files. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:google-workspace\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"computer-use\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Read this skill before the first step of any request to do something in an app on the person's own computer (Notes, Finder, System Settings, any desktop app), to look at their screen, or for \\\"computer use\\\". Computer use (desktop control) lets Claude take screenshots of the person's desktop and control it with clicks, typing and scrolling through the Claude desktop app; its tools are named mcp__computer-use__* when the session runs in the desktop app and mcp__remote-devices__computer_* when a cloud session is linked to the person's computer; before computer use is turned on for a conversation there may be no such tools, only an enable__mcp__remote-devices__computer tool, which turns it on. It covers turning it on, picking the right tool, the access flow, and the safety rules for tiered apps, links and financial actions. It is not for websites, which go through Claude in Chrome or the built-in browser and their own skills. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:computer-use\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"chrome-browser\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Read this skill before the first step that uses Claude in Chrome, the browser extension whose tools are named mcp__claude-in-chrome__* (also called Chrome, the browser extension, or the external browser) and which acts in the person's real Chrome with their own sign-ins; before those tools are turned on there may be a single enable__mcp__claude-in-chrome tool instead. It covers loading the tools in one ToolSearch call, checking the person's open tabs and working in a new tab, site permissions, GIF recordings, console logs, dialogs to avoid, and when to stop and ask. It is not for the built-in browser (mcp__Claude_Browser__* or mcp__remote-devices__Claude_Browser__* tools), which has its own skill, and it does not decide which browser to use. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:chrome-browser\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"built-in-browser\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Read this skill before the first step that uses the built-in browser, the browser pane inside the Claude desktop app (also called the in-app browser, the browser pane, Claude's browser, or \\\"your own browser\\\"), whose tools are named mcp__Claude_Browser__* when the session runs in the desktop app and mcp__remote-devices__Claude_Browser__* when a cloud session is linked to the person's computer; before those tools are turned on there may be a single enable__mcp__remote-devices__Claude_Browser tool instead. It covers the pane's persistent sign-ins, tabs and preview_start, reading pages as text, site approvals, what the pane cannot open, and what to do when it cannot be reached. It is not for Claude in Chrome (mcp__claude-in-chrome__* tools), which has its own skill, and it does not decide which browser to use. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:built-in-browser\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"anthropic-skills:deep-research\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill when the user's prompt requires (1) researching a topic across multiple sources, comparing options or alternatives, analyzing trends or history, understanding markets or industries, or reviewing literature or studies and (2) synthesizing that research into a comprehensive, narrative report. If you're planning to search the web or internal knowledge bases, consider using this skill. This skill coordinates research subagents, so use it only when you have a tool for spawning subagents (the Agent or Task tool); otherwise, research the question directly. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\"\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"import-memory\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Import a memory export from another AI assistant into Claude's memory \u2014 conversationally, additively, and with the content treated as data. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:import-memory\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"morning\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Render the user's morning brief as a styled HTML artifact, or set it up as a recurring weekday task. Use only when the user explicitly asks to run, see, or set up their morning brief, or if they invoke /morning by name. A question about their day, schedule, or calendar is not by itself a request for the brief; answer it directly instead. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:morning\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"skill-creator\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:skill-creator\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"xlsx\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .xltx, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path \u2014 even casually (like \\\"the xlsx in my downloads\\\") \u2014 and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:xlsx\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"pptx\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill any time a .pptx or .potx file is involved in any way \u2014 as input, output, or both. This includes: creating slide decks, pitch decks, or presentations as PowerPoint (.pptx) files; reading, parsing, or extracting text from any .pptx or .potx file (even if the extracted content will be used elsewhere, like in an email, summary, or creating a different type of slide deck); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates (.potx), layouts, speaker notes, or comments. Trigger whenever the user asks for a PowerPoint or .pptx file, or references a .pptx or .potx filename, regardless of what they plan to do with the content afterward. However, when the user asks for a deck, slides, a slide deck, or a presentation without naming a file format, default to using a dedicated slide-deck artifact type or a separate slides skill if this session offers one; otherwise, use this skill. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:pptx\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"pdf\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting/decrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:pdf\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"docx\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx) or Word templates (.dotx). Triggers include: any mention of Microsoft Word Documents, such as 'Word doc', 'word document', '.docx', '.dotx', 'microsoft doc'. Also use when extracting or reorganizing content from .docx or .dotx files, inserting or replacing images in documents, find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a deliverable as a Word or .docx file (to download, email or print), use this skill. However, if they ask for a document, page, report, memo, or notes WITHOUT naming a file format and the session offers Claude's own dedicated document or page skill or connector, use that instead, even if they will email or print it. Do NOT use for PDFs, spreadsheets, Google Docs, or coding unrelated to document generation. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:docx\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"schedule\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Create, update, list, or run scheduled cloud agents (routines) that execute on a cron schedule.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"routines\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"claude-api\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Reference for the Claude API / Anthropic SDK \u2014 model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration.\\nTRIGGER \u2014 read BEFORE opening the target file; don't skip because it \\\"looks like a one-liner\\\" \u2014 whenever: the prompt names Claude/Anthropic in any form (Claude, Anthropic, Fable, Opus, Sonnet, Haiku, `anthropic`, `@anthropic-ai`, `claude-*`, `us.anthropic.*`, `[1m]`); the user asks about an LLM (pricing/model choice/limits/caching) \u2014 never answer from memory; OR the task is LLM-shaped with provider unstated (agent/MCP/tool-definition/multi-agent/RAG/LLM-judge/computer-use; generate/summarize/extract/classify/rewrite/converse over NL; debugging refusals/cutoffs/streaming/tool-calls/tokens).\\nSKIP only when another provider is being worked on (overrides all triggers): OpenAI/GPT/Gemini/Llama/Mistral/Cohere/Ollama named in the query; OR `grep -rE 'openai|langchain_openai|google.generativeai|genai|mistralai|cohere|ollama'` over the project hits (run this grep FIRST if no provider named \u2014 don't Read the file).\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"workflow-authoring\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Reference for writing a Workflow tool script (script API and gotchas, resume, quality patterns, worked examples). Load before authoring a script for a workflow the user already opted into; it does not itself authorize running one.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"run\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Launch and drive this project's app to see a change working. Use when asked to run, start, or screenshot the app, or to confirm a change works in the real app (not just tests). First looks for a project skill that already covers launching the app; otherwise falls back to built-in patterns per project type (CLI, server, TUI, Electron, browser-driven, library).\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"run-skill-generator\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Author or improve the run- skill - a per-project skill that tells agents how to build, launch, and drive this project's app. Use when the user asks to set up the project, get it running, write run instructions, or verify build/run steps work from a clean environment.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"advisor\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Let Claude consult a stronger model at key moments\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[fable|opus|sonnet|off]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"agents\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"(removed) Ask Claude to create/manage subagents, or edit .claude/agents/\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"auto-mode-setup\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Teach auto mode about your environment, plus optional rule tweaks\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[--request-id ] (--wizard posture=\u2026 scope=\u2026 depth=\u2026 --propose | --expect-sha256 <64-hex> --apply-file )\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"autocompact\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Configure the auto-compact window size\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[auto|]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"clear\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Start a new session with empty context; previous session stays on disk (resumable with /resume)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[name]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"reset\",\n[2026-09-29T07:43:30.244Z] [INFO]         \"new\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"color\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Set the prompt bar color for this session\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[red|blue|green|yellow|purple|orange|pink|cyan|default]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"compact\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Free up context by summarizing the conversation so far\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"config\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Set a setting by key\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"key=value\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"settings\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"output-style\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"List output styles or switch to one\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[style]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"context\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Show current context usage\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"effort\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Set effort level for model usage\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"fast\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Toggle fast mode (Opus 5.5)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[on|off]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"focus\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Toggle focus view: just your prompt, summary, and response\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[on|off]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"heapdump\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Dump the JS heap to the Desktop; on Linux with no Desktop folder, the home directory\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"init\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Initialize a new CLAUDE.md file with codebase documentation\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"mcp\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Manage MCP servers\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[reconnect|enable|disable [|all]]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"import\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Import config from another AI coding agent\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"model\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Set the AI model for Claude Code\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"__remote-workflow\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Run the workflow script delivered in this session environment (server-launched sessions only)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"workflow-launch-exec\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Execute a server-launched workflow handoff (workflow_launch event sessions only)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"reload-plugins\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Activate pending plugin changes in the current session\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[--force]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"reload-skills\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Pick up skills added or changed on disk during this session\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"rename\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Rename the current conversation\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[name]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"name\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"ultrareview\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Start a cloud agent that finds and verifies bugs in your branch (~15-25 min, $5-$25 USD) \u00b7 Runs in a cloud session. See https://code.claude.com/docs/en/claude-code-on-the-web\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"security-review\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Complete a security review of the pending changes on the current branch\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"usage-credits\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Configure usage credits or request them from your admin when you hit a limit\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"extra-usage\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Renamed to /usage-credits\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"usage\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Show session cost, plan usage, and what's contributing to your limits\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"cost\",\n[2026-09-29T07:43:30.244Z] [INFO]         \"stats\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"insights\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Generate a report analyzing your Claude Code sessions\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"recap\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Generate a one-line session recap now\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"skill-doctor\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Show which loaded skills are unused and costing context\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"goal\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Set a goal \u2014 keep working until the condition is met\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"design-consent\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Grant Claude agent access to your Design projects\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"design-revoke\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Revoke Claude agent access to your Design projects\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"list-agents\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"List subagents, teammates, and other Claude sessions you can message\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"peers\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"team-onboarding\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Help teammates ramp on Claude Code with a guide from your usage\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     }\n[2026-09-29T07:43:30.244Z] [INFO]   ],\n[2026-09-29T07:43:30.244Z] [INFO]   \"uuid\": \"4326207d-a1a1-4d13-b842-4a13f5443937\",\n[2026-09-29T07:43:30.244Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:43:30.244Z] [INFO] }\n[2026-09-29T07:43:30.269Z] [INFO] \ud83d\udccc Session ID: f0ddf6ec-4316-44b3-b0ba-14367918e3de\n[2026-09-29T07:43:30.274Z] [INFO] \ud83d\udcc1 Log renamed to: /home/box/f0ddf6ec-4316-44b3-b0ba-14367918e3de.log\n[2026-09-29T07:43:31.321Z] [INFO] {\n[2026-09-29T07:43:31.321Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:31.321Z] [INFO]   \"subtype\": \"commands_changed\",\n[2026-09-29T07:43:31.321Z] [INFO]   \"commands\": [\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"deep-research\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Deep research harness \u2014 fan-out web searches, fetch sources, adversarially verify claims, synthesize a cited report. (dynamic workflow)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"design\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Grant or revoke Claude agent access to your Design projects\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"consent | revoke\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"design-sync\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Push a React design system to claude.ai/design. This runs a converter that bundles the real component code (from Storybook or a bare package) and uploads it. Use when the user runs /design-sync or says \\\"sync my design system to Claude Design\\\".\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"dataviz\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill whenever you are about to create ANY chart, graph, plot, dashboard, or data visualization, in ANY output medium \u2014 an HTML or React artifact, inline SVG, plotting code in any library (matplotlib, plotly, d3, Recharts, \u2026), an image/PNG you will render and upload, or a chart shared into Slack. Read it BEFORE writing the first line of chart code, choosing chart colors, building a stat tile / meter / KPI row, or laying out a dashboard. When the destination is a first-party document connector (host-designated, never self-described) that renders live charts, hand it the rows (inline, or as an uploaded data file the chart cites) rather than a rendered PNG/SVG \u2014 a picture of a chart loses hover, data inspection and per-value comments. Produces visualizations that read as one system \u2014 elegant, accessible, consistent in light and dark \u2014 using a brand-neutral placeholder palette you swap for your own. Teaches a design-system-agnostic method: a form heuristic, a color formula with a runnable validator, mark specs, and interaction rules. A validated default palette is documented in `references/palette.md` \u2014 swap that file's values for your brand's. Triggers on: \\\"chart\\\", \\\"graph\\\", \\\"plot\\\", \\\"data viz\\\", \\\"visualization\\\", \\\"dashboard\\\", \\\"analytics\\\", \\\"visualize data\\\", \\\"categorical colors\\\", \\\"sequential / diverging palette\\\", \\\"stat tile\\\", \\\"sparkline\\\", \\\"heatmap\\\", \\\"legend\\\", \\\"axis\\\", \\\"tooltip\\\", \\\"chart colors\\\", \\\"color by series\\\".\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"update-config\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill to configure the Claude Code harness via settings.json. Automated behaviors (\\\"from now on when X\\\", \\\"each time X\\\", \\\"whenever X\\\", \\\"before/after X\\\") require hooks configured in settings.json - the harness executes these, not Claude, so memory/preferences cannot fulfill them. Also use for: permissions (\\\"allow X\\\", \\\"add permission\\\", \\\"move permission to\\\"), env vars (\\\"set X=Y\\\"), hook troubleshooting, or any changes to settings.json/settings.local.json files. Examples: \\\"allow npm commands\\\", \\\"add bq permission to global settings\\\", \\\"move permission to user settings\\\", \\\"set DEBUG=true\\\", \\\"when claude stops show X\\\". For simple settings like theme/model, suggest the /config command.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"verify\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Verify that a code change actually does what it's supposed to by exercising it end-to-end and observing behavior \u2014 drive the affected flow, not just tests or typecheck. Run before committing nontrivial changes; bootstraps this repo's project verify skill if none exists yet. Don't invoke it on a diff that only touches tests, docs, or other code with no runtime surface to drive (a change to product source always has one) \u2014 there's nothing to observe.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"debug\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Enable debug logging for this session and help diagnose issues\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[issue description]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"code-review\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Review the current diff, or a PR number/branch/path target, for correctness bugs (plus reuse/simplification/efficiency cleanups where the model's review recipe covers them) at the given effort level (low/medium: fewer, high-confidence findings; high\u2192max: broader coverage, may include uncertain findings; ultra: deep multi-agent review in the cloud); with no level given, it reuses the level you typed last. Pass --comment to post findings as inline PR comments, or --fix to apply the findings to the working tree after the review. For ultra on a GitHub.com PR target, --post asks to post the finished review\u2019s findings to the PR as a single comment from the user\u2019s GitHub account (not a review; the launch dialog still confirms in interactive sessions, while non-interactive mode posts on the flag alone) and --no-post hides that option.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[low|medium|high|xhigh|max|ultra] [--fix] [--comment] [||]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"review\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"simplify\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Review the changed code for reuse, simplification, efficiency, and altitude cleanups, then apply the fixes. Quality only \u2014 it does not hunt for bugs; use /code-review for that.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"batch\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Research and plan a large-scale change, then execute it in parallel across 5\u201330 isolated worktree agents that each open a PR.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"fewer-permission-prompts\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Scan your transcripts for common read-only Bash and MCP tool calls, then add a prioritized allowlist to project .claude/settings.json to reduce permission prompts.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"doctor\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Health-check the user's Claude Code setup and fix issues: diagnose installation health \u2014 what the `claude doctor` terminal diagnostics cover \u2014 from local data (duplicate or leftover installs, PATH, unparseable settings files, broken or colliding agent definitions, skills whose frontmatter fails to parse); find unused skills, MCP servers, and plugins versus their context cost and disable dead weight; deduplicate local CLAUDE.md files against checked-in ones; trim checked-in CLAUDE.md files by cutting content a session could derive from the codebase (directory layouts, tech-stack lists, architecture overviews) while keeping gotchas, rationale, and non-standard conventions; migrate always-loaded CLAUDE.md guidance into lazy skills and nested CLAUDE.md files; flag slow hooks and context-heavy extensions; check the installed version is current; make auto mode the default permission mode; and pre-approve frequently denied read-only commands. Use when the user asks for a doctor run, checkup, audit, tune-up, or cleanup of their Claude Code setup or configuration.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[prompt-audit []]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"checkup\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"schedule\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Create, update, list, or run scheduled cloud agents (routines) that execute on a cron schedule.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"routines\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"claude-api\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Reference for the Claude API / Anthropic SDK \u2014 model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration.\\nTRIGGER \u2014 read BEFORE opening the target file; don't skip because it \\\"looks like a one-liner\\\" \u2014 whenever: the prompt names Claude/Anthropic in any form (Claude, Anthropic, Fable, Opus, Sonnet, Haiku, `anthropic`, `@anthropic-ai`, `claude-*`, `us.anthropic.*`, `[1m]`); the user asks about an LLM (pricing/model choice/limits/caching) \u2014 never answer from memory; OR the task is LLM-shaped with provider unstated (agent/MCP/tool-definition/multi-agent/RAG/LLM-judge/computer-use; generate/summarize/extract/classify/rewrite/converse over NL; debugging refusals/cutoffs/streaming/tool-calls/tokens).\\nSKIP only when another provider is being worked on (overrides all triggers): OpenAI/GPT/Gemini/Llama/Mistral/Cohere/Ollama named in the query; OR `grep -rE 'openai|langchain_openai|google.generativeai|genai|mistralai|cohere|ollama'` over the project hits (run this grep FIRST if no provider named \u2014 don't Read the file).\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"workflow-authoring\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Reference for writing a Workflow tool script (script API and gotchas, resume, quality patterns, worked examples). Load before authoring a script for a workflow the user already opted into; it does not itself authorize running one.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"run\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Launch and drive this project's app to see a change working. Use when asked to run, start, or screenshot the app, or to confirm a change works in the real app (not just tests). First looks for a project skill that already covers launching the app; otherwise falls back to built-in patterns per project type (CLI, server, TUI, Electron, browser-driven, library).\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"run-skill-generator\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Author or improve the run- skill - a per-project skill that tells agents how to build, launch, and drive this project's app. Use when the user asks to set up the project, get it running, write run instructions, or verify build/run steps work from a clean environment.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"advisor\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Let Claude consult a stronger model at key moments\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[fable|opus|sonnet|off]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"agents\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"(removed) Ask Claude to create/manage subagents, or edit .claude/agents/\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"auto-mode-setup\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Teach auto mode about your environment, plus optional rule tweaks\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[--request-id ] (--wizard posture=\u2026 scope=\u2026 depth=\u2026 --propose | --expect-sha256 <64-hex> --apply-file )\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"autocompact\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Configure the auto-compact window size\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[auto|]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"clear\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Start a new session with empty context; previous session stays on disk (resumable with /resume)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[name]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"reset\",\n[2026-09-29T07:43:31.321Z] [INFO]         \"new\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"color\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Set the prompt bar color for this session\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[red|blue|green|yellow|purple|orange|pink|cyan|default]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"compact\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Free up context by summarizing the conversation so far\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"config\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Set a setting by key\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"key=value\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"settings\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"output-style\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"List output styles or switch to one\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[style]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"context\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Show current context usage\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"effort\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Set effort level for model usage\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"fast\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Toggle fast mode (Opus 5.5)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[on|off]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"focus\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Toggle focus view: just your prompt, summary, and response\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[on|off]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"heapdump\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Dump the JS heap to the Desktop; on Linux with no Desktop folder, the home directory\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"init\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Initialize a new CLAUDE.md file with codebase documentation\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"mcp\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Manage MCP servers\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[reconnect|enable|disable [|all]]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"import\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Import config from another AI coding agent\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"model\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Set the AI model for Claude Code\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"__remote-workflow\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Run the workflow script delivered in this session environment (server-launched sessions only)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"workflow-launch-exec\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Execute a server-launched workflow handoff (workflow_launch event sessions only)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"reload-plugins\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Activate pending plugin changes in the current session\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[--force]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"reload-skills\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Pick up skills added or changed on disk during this session\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"rename\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Rename the current conversation\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[name]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"name\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"ultrareview\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Start a cloud agent that finds and verifies bugs in your branch (~15-25 min, $5-$25 USD) \u00b7 Runs in a cloud session. See https://code.claude.com/docs/en/claude-code-on-the-web\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"security-review\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Complete a security review of the pending changes on the current branch\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"usage-credits\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Configure usage credits or request them from your admin when you hit a limit\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"extra-usage\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Renamed to /usage-credits\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"usage\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Show session cost, plan usage, and what's contributing to your limits\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"cost\",\n[2026-09-29T07:43:31.321Z] [INFO]         \"stats\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"insights\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Generate a report analyzing your Claude Code sessions\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"recap\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Generate a one-line session recap now\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"skill-doctor\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Show which loaded skills are unused and costing context\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"goal\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Set a goal \u2014 keep working until the condition is met\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"design-consent\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Grant Claude agent access to your Design projects\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"design-revoke\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Revoke Claude agent access to your Design projects\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"list-agents\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"List subagents, teammates, and other Claude sessions you can message\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"peers\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"team-onboarding\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Help teammates ramp on Claude Code with a guide from your usage\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"built-in-browser\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Read this skill before the first step that uses the built-in browser, the browser pane inside the Claude desktop app (also called the in-app browser, the browser pane, Claude's browser, or \\\"your own browser\\\"), whose tools are named mcp__Claude_Browser__* when the session runs in the desktop app and mcp__remote-devices__Claude_Browser__* when a cloud session is linked to the person's computer; before those tools are turned on there may be a single enable__mcp__remote-devices__Claude_Browser tool instead. It covers the pane's persistent sign-ins, tabs and preview_start, reading pages as text, site approvals, what the pane cannot open, and what to do when it cannot be reached. It is not for Claude in Chrome (mcp__claude-in-chrome__* tools), which has its own skill, and it does not decide which browser to use. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:built-in-browser\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"chrome-browser\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Read this skill before the first step that uses Claude in Chrome, the browser extension whose tools are named mcp__claude-in-chrome__* (also called Chrome, the browser extension, or the external browser) and which acts in the person's real Chrome with their own sign-ins; before those tools are turned on there may be a single enable__mcp__claude-in-chrome tool instead. It covers loading the tools in one ToolSearch call, checking the person's open tabs and working in a new tab, site permissions, GIF recordings, console logs, dialogs to avoid, and when to stop and ask. It is not for the built-in browser (mcp__Claude_Browser__* or mcp__remote-devices__Claude_Browser__* tools), which has its own skill, and it does not decide which browser to use. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:chrome-browser\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"computer-use\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Read this skill before the first step of any request to do something in an app on the person's own computer (Notes, Finder, System Settings, any desktop app), to look at their screen, or for \\\"computer use\\\". Computer use (desktop control) lets Claude take screenshots of the person's desktop and control it with clicks, typing and scrolling through the Claude desktop app; its tools are named mcp__computer-use__* when the session runs in the desktop app and mcp__remote-devices__computer_* when a cloud session is linked to the person's computer; before computer use is turned on for a conversation there may be no such tools, only an enable__mcp__remote-devices__computer tool, which turns it on. It covers turning it on, picking the right tool, the access flow, and the safety rules for tiered apps, links and financial actions. It is not for websites, which go through Claude in Chrome or the built-in browser and their own skills. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:computer-use\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"anthropic-skills:deep-research\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill when the user's prompt requires (1) researching a topic across multiple sources, comparing options or alternatives, analyzing trends or history, understanding markets or industries, or reviewing literature or studies and (2) synthesizing that research into a comprehensive, narrative report. If you're planning to search the web or internal knowledge bases, consider using this skill. This skill coordinates research subagents, so use it only when you have a tool for spawning subagents (the Agent or Task tool); otherwise, research the question directly. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\"\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"docs\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"docs (living docs people share, comment on and edit; use only when the user asks for one: names a doc, document, page, memo, spec, PRD, runbook or write-up, asks for somewhere to share or keep editing something, or says yes to your doc offer; a plan, comparison, summary or notes asked in chat stays in chat (at most a one-line doc offer); a report, status update, recap or \\\"something I can send them\\\" with no form named \u2192 ask first: reply, doc or file?; tabs hold tables and live charts too; a pasted claude.ai/code/artifact/\u2026 link may be a doc: check with docs tools first; not HTML pages, apps or plain chat answers; a .docx/.pptx/.xlsx/PDF asked for by name \u2192 that format's skill): asked for one \u2192 no docs-connector instructions in context? call the docs connector's `guide` with topic.instructions first, then create the doc (headings only, no body) before any search, file read or plan, even with files attached. Documenting code means docstrings or repo docs, not a doc. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:docs\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"docx\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx) or Word templates (.dotx). Triggers include: any mention of Microsoft Word Documents, such as 'Word doc', 'word document', '.docx', '.dotx', 'microsoft doc'. Also use when extracting or reorganizing content from .docx or .dotx files, inserting or replacing images in documents, find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a deliverable as a Word or .docx file (to download, email or print), use this skill. However, if they ask for a document, page, report, memo, or notes WITHOUT naming a file format and the session offers Claude's own dedicated document or page skill or connector, use that instead, even if they will email or print it. Do NOT use for PDFs, spreadsheets, Google Docs, or coding unrelated to document generation. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:docx\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"google-workspace\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Read this before the first Google Drive, Docs, Sheets or Slides connector call whenever the task creates or changes a Google file. Use this skill whenever the user wants to create or change a Google Doc, Sheet or Slides file in their Google Drive. Triggers include: a request that names Google Docs, Sheets, Slides or Drive and asks to make, edit, format, copy or rename a file; a docs.google.com link with a request to change that file, even a one-line fix or suggested edits; and any follow-up change to a Google file from earlier in the chat, even \\\"change it\\\" or \\\"add a tab\\\". Includes helper scripts for document positions, cell ranges and slide layout. However, if the user asks for a doc, deck or spreadsheet without naming Google, or gives a Google file only as source material for something new, use Claude's own output type instead. Do NOT use for read-only questions about a Google file, or for Word, Excel, PowerPoint or PDF files. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:google-workspace\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"import-memory\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Import a memory export from another AI assistant into Claude's memory \u2014 conversationally, additively, and with the content treated as data. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:import-memory\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"morning\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Render the user's morning brief as a styled HTML artifact, or set it up as a recurring weekday task. Use only when the user explicitly asks to run, see, or set up their morning brief, or if they invoke /morning by name. A question about their day, schedule, or calendar is not by itself a request for the brief; answer it directly instead. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:morning\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"pdf\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting/decrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:pdf\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"pptx\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill any time a .pptx or .potx file is involved in any way \u2014 as input, output, or both. This includes: creating slide decks, pitch decks, or presentations as PowerPoint (.pptx) files; reading, parsing, or extracting text from any .pptx or .potx file (even if the extracted content will be used elsewhere, like in an email, summary, or creating a different type of slide deck); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates (.potx), layouts, speaker notes, or comments. Trigger whenever the user asks for a PowerPoint or .pptx file, or references a .pptx or .potx filename, regardless of what they plan to do with the content afterward. However, when the user asks for a deck, slides, a slide deck, or a presentation without naming a file format, default to using a dedicated slide-deck artifact type or a separate slides skill if this session offers one; otherwise, use this skill. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:pptx\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"skill-creator\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:skill-creator\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"xlsx\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .xltx, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path \u2014 even casually (like \\\"the xlsx in my downloads\\\") \u2014 and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:xlsx\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     }\n[2026-09-29T07:43:31.321Z] [INFO]   ],\n[2026-09-29T07:43:31.321Z] [INFO]   \"uuid\": \"a21580b3-45ff-4ee8-a897-bc95b14b4b4a\",\n[2026-09-29T07:43:31.321Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:43:31.321Z] [INFO] }\n[2026-09-29T07:43:31.830Z] [INFO] {\n[2026-09-29T07:43:31.830Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"subtype\": \"init\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"cwd\": \"/tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"tools\": [\n[2026-09-29T07:43:31.830Z] [INFO]     \"Task\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Bash\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"DesignSync\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Edit\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"ListAgents\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Read\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"ReportFindings\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"SendMessage\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Skill\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"TaskStop\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"ToolSearch\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"WebFetch\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"WebSearch\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Workflow\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Write\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_click\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_close\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_console_messages\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_drag\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_drop\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_emulate_media\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_evaluate\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_file_upload\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_fill_form\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_find\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_handle_dialog\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_hover\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_navigate\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_navigate_back\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_network_request\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_network_requests\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_press_key\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_resize\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_run_code_unsafe\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_select_option\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_snapshot\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_tabs\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_take_screenshot\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_type\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_wait_for\"\n[2026-09-29T07:43:31.830Z] [INFO]   ],\n[2026-09-29T07:43:31.830Z] [INFO]   \"mcp_servers\": [\n[2026-09-29T07:43:31.830Z] [INFO]     {\n[2026-09-29T07:43:31.830Z] [INFO]       \"name\": \"playwright\",\n[2026-09-29T07:43:31.830Z] [INFO]       \"status\": \"connected\",\n[2026-09-29T07:43:31.830Z] [INFO]       \"source\": \"dynamic\"\n[2026-09-29T07:43:31.830Z] [INFO]     }\n[2026-09-29T07:43:31.830Z] [INFO]   ],\n[2026-09-29T07:43:31.830Z] [INFO]   \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"permissionMode\": \"bypassPermissions\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"slash_commands\": [\n[2026-09-29T07:43:31.830Z] [INFO]     \"deep-research\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"design\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"design-sync\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"dataviz\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"update-config\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"verify\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"debug\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"code-review\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"simplify\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"batch\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"fewer-permission-prompts\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"doctor\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"schedule\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"claude-api\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"workflow-authoring\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"run\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"run-skill-generator\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"advisor\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"agents\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"auto-mode-setup\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"autocompact\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"clear\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"color\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"compact\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"config\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"output-style\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"context\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"effort\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"fast\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"focus\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"heapdump\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"init\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"import\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"model\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"__remote-workflow\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"workflow-launch-exec\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"reload-plugins\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"reload-skills\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"rename\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"ultrareview\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"security-review\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"usage-credits\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"extra-usage\",\n[2026-09-29T07:43:31.830Z] [INFO]     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\"default\"\n[2026-09-29T07:43:31.830Z] [INFO] }\n[2026-09-29T07:43:31.924Z] [STDOUT] [log_f96426] sending request {\n[2026-09-29T07:43:31.929Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:43:31.932Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:31.940Z] [STDOUT]   options: {\n[2026-09-29T07:43:31.944Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:43:31.947Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:43:31.951Z] [STDOUT]     body: {\n[2026-09-29T07:43:31.955Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:43:31.959Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:43:31.963Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:43:31.966Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:43:31.969Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:43:31.971Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:43:31.973Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:43:31.975Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:43:31.976Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:43:31.978Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:43:31.980Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:43:31.984Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:43:31.987Z] [STDOUT]       stream: true,\n[2026-09-29T07:43:31.989Z] [STDOUT]     },\n[2026-09-29T07:43:31.995Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:43:31.999Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:43:32.001Z] [STDOUT]       aborted: false,\n[2026-09-29T07:43:32.029Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:43:32.034Z] [STDOUT]       onabort: null,\n[2026-09-29T07:43:32.038Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:43:32.042Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:43:32.046Z] [STDOUT]       removeEventListener: [Function: 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\"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:33.005Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:33.016Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:33.028Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:33.037Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:33.041Z] [STDOUT]     \"cf-ray\": \"a4295b809e1a4d8b-FRA\",\n[2026-09-29T07:43:33.044Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:43:33.050Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:33.052Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:33.058Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:33.062Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:43:32 GMT\",\n[2026-09-29T07:43:33.065Z] [STDOUT]     \"request-id\": \"req_011CfXMcSSz7Zkgr1LoJRxVq\",\n[2026-09-29T07:43:33.068Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:43:33.074Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:33.082Z] [STDOUT]     traceresponse: \"00-1979b00abf7fa8d2825bca125c28119c-cdbea74872844071-01\",\n[2026-09-29T07:43:33.086Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:33.089Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:43:33.094Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:33.105Z] [STDOUT]   },\n[2026-09-29T07:43:33.140Z] [STDOUT]   durationMs: 912,\n[2026-09-29T07:43:33.160Z] [STDOUT] }\n[2026-09-29T07:43:33.169Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:43:33.178Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:43:32 GMT\",\n[2026-09-29T07:43:33.185Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:33.191Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:33.195Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:43:33.199Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:33.203Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:33.212Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:33.218Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:43:33.223Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:33.231Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:33.244Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:33.253Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:33.261Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:33.267Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:33.276Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:33.279Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:33.282Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:33.286Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:33.289Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:33.296Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:33.299Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:33.303Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:33.307Z] [STDOUT]   \"request-id\": \"req_011CfXMcSSz7Zkgr1LoJRxVq\",\n[2026-09-29T07:43:33.313Z] [STDOUT]   \"traceresponse\": \"00-1979b00abf7fa8d2825bca125c28119c-cdbea74872844071-01\",\n[2026-09-29T07:43:33.320Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:33.328Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:33.330Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:43:33.334Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:33.339Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:33.372Z] [STDOUT]   \"cf-ray\": \"a4295b809e1a4d8b-FRA\",\n[2026-09-29T07:43:33.376Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:43:33.389Z] [STDOUT] [log_f96426] response parsed {\n[2026-09-29T07:43:33.404Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:33.413Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:33.424Z] [STDOUT]   body: X {\n[2026-09-29T07:43:33.448Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:43:33.481Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:43:33.493Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:43:33.501Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:43:33.505Z] [STDOUT]     },\n[2026-09-29T07:43:33.510Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:43:33.517Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:43:33.523Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:43:33.526Z] [STDOUT]   },\n[2026-09-29T07:43:33.530Z] [STDOUT]   durationMs: 915,\n[2026-09-29T07:43:33.535Z] [STDOUT] }\n[2026-09-29T07:43:34.489Z] [INFO] {\n[2026-09-29T07:43:34.489Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:43:34.489Z] [INFO]   \"message\": {\n[2026-09-29T07:43:34.489Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:43:34.489Z] [INFO]     \"id\": \"msg_011CfXMcSrYkWS4NUSRhCE1X\",\n[2026-09-29T07:43:34.489Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:43:34.489Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:43:34.489Z] [INFO]     \"content\": [\n[2026-09-29T07:43:34.489Z] [INFO]       {\n[2026-09-29T07:43:34.489Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:43:34.489Z] [INFO]         \"id\": \"toolu_01ASHSoxKeCAEc5sqybab48J\",\n[2026-09-29T07:43:34.489Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:43:34.489Z] [INFO]         \"input\": {\n[2026-09-29T07:43:34.489Z] [INFO]           \"command\": \"gh issue view 646 && gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/646/comments --paginate --jq '.[].body' && gh pr view 648 && git log --stat -1 | head -30\",\n[2026-09-29T07:43:34.489Z] [INFO]           \"description\": \"View issue, comments, and PR\"\n[2026-09-29T07:43:34.489Z] [INFO]         },\n[2026-09-29T07:43:34.489Z] [INFO]         \"caller\": {\n[2026-09-29T07:43:34.489Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:43:34.489Z] [INFO]         }\n[2026-09-29T07:43:34.489Z] [INFO]       }\n[2026-09-29T07:43:34.489Z] [INFO]     ],\n[2026-09-29T07:43:34.489Z] [INFO]     \"container\": null,\n[2026-09-29T07:43:34.489Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:43:34.489Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:43:34.489Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:43:34.489Z] [INFO]     \"usage\": {\n[2026-09-29T07:43:34.489Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:43:34.489Z] [INFO]       \"cache_creation_input_tokens\": 10471,\n[2026-09-29T07:43:34.489Z] [INFO]       \"cache_read_input_tokens\": 8432,\n[2026-09-29T07:43:34.489Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:43:34.489Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:43:34.489Z] [INFO]         \"ephemeral_1h_input_tokens\": 10471\n[2026-09-29T07:43:34.489Z] [INFO]       },\n[2026-09-29T07:43:34.489Z] [INFO]       \"output_tokens\": 17,\n[2026-09-29T07:43:34.489Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:43:34.489Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:43:34.489Z] [INFO]     },\n[2026-09-29T07:43:34.489Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:43:34.489Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:43:34.489Z] [INFO]     \"context_management\": null\n[2026-09-29T07:43:34.489Z] [INFO]   },\n[2026-09-29T07:43:34.489Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:34.489Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:34.489Z] [INFO]   \"uuid\": \"334e1245-eecb-402a-8fc3-edd51db89c36\",\n[2026-09-29T07:43:34.489Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:34.467Z\",\n[2026-09-29T07:43:34.489Z] [INFO]   \"request_id\": \"req_011CfXMcSSz7Zkgr1LoJRxVq\",\n[2026-09-29T07:43:34.489Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:43:34.489Z] [INFO]     \"toolu_01ASHSoxKeCAEc5sqybab48J\": {\n[2026-09-29T07:43:34.489Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920 && gh issue view 646 && gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/646/comments --paginate --jq '.[].body' && gh pr view 648 && git log --stat -1 | head -30\",\n[2026-09-29T07:43:34.489Z] [INFO]       \"description\": \"View issue, comments, and PR\"\n[2026-09-29T07:43:34.489Z] [INFO]     }\n[2026-09-29T07:43:34.489Z] [INFO]   },\n[2026-09-29T07:43:34.489Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:43:34.489Z] [INFO]     \"toolu_01ASHSoxKeCAEc5sqybab48J\": {\n[2026-09-29T07:43:34.489Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920\"\n[2026-09-29T07:43:34.489Z] [INFO]     }\n[2026-09-29T07:43:34.489Z] [INFO]   }\n[2026-09-29T07:43:34.489Z] [INFO] }\n[2026-09-29T07:43:34.574Z] [INFO] {\n[2026-09-29T07:43:34.574Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:43:34.574Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:43:34.574Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:43:34.574Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:43:34.574Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:43:34.574Z] [INFO]     \"utilization\": 0.76,\n[2026-09-29T07:43:34.574Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:43:34.574Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:43:34.574Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:43:34.574Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:43:34.574Z] [INFO]         \"utilization\": 0.35,\n[2026-09-29T07:43:34.574Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:43:34.574Z] [INFO]       },\n[2026-09-29T07:43:34.574Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:43:34.574Z] [INFO]         \"utilization\": 0.76,\n[2026-09-29T07:43:34.574Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:43:34.574Z] [INFO]       }\n[2026-09-29T07:43:34.574Z] [INFO]     }\n[2026-09-29T07:43:34.574Z] [INFO]   },\n[2026-09-29T07:43:34.574Z] [INFO]   \"uuid\": \"f7b03362-ebe1-499b-846d-a8ee1c36e7a1\",\n[2026-09-29T07:43:34.574Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:43:34.574Z] [INFO] }\n[2026-09-29T07:43:41.361Z] [INFO] {\n[2026-09-29T07:43:41.361Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"task_id\": \"bwnxdnjo2\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"tool_use_id\": \"toolu_01ASHSoxKeCAEc5sqybab48J\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"description\": \"View issue, comments, and PR\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:43:41.361Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"uuid\": \"c4a06778-69f2-4252-9b90-71bdeba8d4bf\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:43:41.361Z] [INFO] }\n[2026-09-29T07:43:41.984Z] [INFO] {\n[2026-09-29T07:43:41.984Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:41.984Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:43:41.984Z] [INFO]   \"task_id\": \"bwnxdnjo2\",\n[2026-09-29T07:43:41.984Z] [INFO]   \"tool_use_id\": \"toolu_01ASHSoxKeCAEc5sqybab48J\",\n[2026-09-29T07:43:41.984Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:43:41.984Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T07:43:41.984Z] [INFO]   \"summary\": \"View issue, comments, and PR\",\n[2026-09-29T07:43:41.984Z] [INFO]   \"uuid\": \"dcf5495f-8298-4ed9-9155-e8b84ccc11b4\",\n[2026-09-29T07:43:41.984Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:43:41.984Z] [INFO] }\n[2026-09-29T07:43:42.041Z] [INFO] {\n[2026-09-29T07:43:42.041Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:43:42.041Z] [INFO]   \"message\": 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Gulienko)\\nlabels:\\t\\ncomments:\\t0\\nassignees:\\t\\nprojects:\\t\\nmilestone:\\t\\nissue-type:\\t\\nparent:\\t\\nsub-issues:\\t\\nsub-issues-completed:\\t\\nblocked-by:\\t\\nblocking:\\t\\nnumber:\\t646\\n--\\n---\\nlabels: \\\"creative, documentation, presentation, executive-summary\\\"\\n---\\n\\n**Operating Mode:** `Creative` \u00b7 **Task Type:** `Documentation/Presentation` \u00b7 **Lead:** Tech Lead / Architect\\n\\n**User Story:**\\n\u041a\u0430\u043a \u0444\u0430\u0443\u043d\u0434\u0435\u0440, \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0434 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango, \u0447\u0442\u043e\u0431\u044b \u0434\u043e\u043d\u0435\u0441\u0442\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0443\u044e \u0437\u0440\u0435\u043b\u043e\u0441\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0435\u0433\u043e \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u044f \u043e\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432 \u0438 \u0447\u0435\u0442\u043a\u0438\u0439 \u043f\u043b\u0430\u043d \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u043e\u043f\u0438\u0440\u0430\u044f\u0441\u044c \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u043f\u044b\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n**\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b (SSOT):**\\n\u041f\u0435\u0440\u0435\u0434 \u043d\u0430\u0447\u0430\u043b\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c **\u043e\u0431\u044f\u0437\u0430\u043d** \u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u0440\u0430\u0436\u0430\u043b\u0430 \u043d\u0435 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u0443\u044e \u0442\u0435\u043e\u0440\u0438\u044e, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e:\\n1. **\u0422\u0435\u043a\u0443\u0449\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0425\u0430\u0431\u0430:** \\n   - `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process` (\u0432\u043a\u043b\u044e\u0447\u0430\u044f `docs/adr/`, `docs/analysis/`, `meta-model/`).\\n   - \u041d\u0435\u0434\u0430\u0432\u043d\u0438\u0435 \u0430\u0443\u0434\u0438\u0442\u044b: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md`\\n2. **\u041f\u0440\u0435\u0434\u044b\u0441\u0442\u043e\u0440\u0438\u044f \u0438 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 (\u0421 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u0438):**\\n   - \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 `https://github.com/G-Ivan-A/mango_ba_prompts` (\u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 60 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0437\u0430\u0434\u0430\u0447, \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043e\u0442 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a \u043a \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438).\\n   - \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0411\u0410 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/issue-639-405767e7672e/research/ba-requirements\\n- \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u044f\u0441\u044c \u043f\u043e \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u044e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\\n\\n**\u0426\u0435\u043b\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b (\u0427\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442\u043e):**\\n\u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u0442\u044c **\u0434\u0432\u0430 \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430**, \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u044f \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0439 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0438\u043d\u0446\u0438\u043f Assertion-Evidence, \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u0438\u0437\u043c \u0442\u0435\u043a\u0441\u0442\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430).\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1: \u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0421\u043b\u0430\u0439\u0434\u044b)**\\n\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 (\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u0442\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0441\u0430\u043c \u0434\u043b\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u043e\u0437\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f):\\n1. **\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f:** \u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 (\u0432\u044b\u0441\u043e\u043a\u0430\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c, \u043a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441).\\n2. **\u0411\u043e\u043b\u044c:** \u0420\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0422\u0417, \u0440\u0443\u0447\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0440\u0438\u0441\u043a \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n3. **\u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438:** \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442.\\n4. **\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 (\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u2192 \u0420\u0435\u0448\u0435\u043d\u0438\u0435):** \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0418\u0418. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \\\"\u043c\u044b\u0441\u043b\u044c\\\", \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043e\u0431\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c \u0438\u0445 \u0432 \u0436\u0435\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b (fail-closed \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f).\\n5. **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c (\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440):** \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u2192 \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439/\u043a\u0435\u0439\u0441\u0430\u043c\u0438 \u2192 \u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u0430\u043c \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2192 \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 (G-human) \u2192 \u0410\u0432\u0442\u043e\u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043b\u044f \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430/\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438.\\n6. **\u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:** \u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f (GigaCode CLI / Cline) \u2192 \u0412\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f: \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 (\u0421\u0440\u0435\u0434\u0430 4) \u0441 \u0435\u0434\u0438\u043d\u044b\u043c \u044f\u0434\u0440\u043e\u043c-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c.\\n7. **\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435:** \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n\\n*\u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u0441\u043b\u0430\u0439\u0434\u0443:* \u041d\u043e\u043c\u0435\u0440, \u0435\u043c\u043a\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a-\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, 3-5 \u043a\u0440\u0430\u0442\u043a\u0438\u0445 \u0442\u0435\u0437\u0438\u0441\u043e\u0432 (bullet points), \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, **\u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f** (Midjourney/DALL-E \u0441\u0442\u0438\u043b\u044c), \u043e\u0442\u0440\u0430\u0436\u0430\u044e\u0449\u0438\u0439 \u0441\u0443\u0442\u044c \u0441\u043b\u0430\u0439\u0434\u0430.\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2: \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0414\u043b\u044f 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\u043e\u043f\u044b\u0442\u0435 (60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432 `mango_ba_prompts`) \u0438 \u043e\u0442\u0432\u0435\u0447\u0430\u0442\u044c \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n**\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 (Definition of Done):**\\n- [ ] \u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1 (\u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438) \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 Markdown, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0439 \u0432\u0441\u0435 7 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u0445 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\u043e\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 (\u0412\u0430\u0436\u043d\u043e):**\\n\u041f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0434\u0430\u0435\u0442 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0442\u0435\u043c\u044b. **\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435** \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b, \u043a\u0430\u043a\u0438\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432, \u043a\u0430\u043a \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u043a\u0430\u0440\u0442\u0438\u043d\u043e\u043a \u0438 \u043a\u0430\u043a \u0432\u044b\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043d\u0430\u0440\u0440\u0430\u0442\u0438\u0432 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438. \u041c\u0438\u043a\u0440\u043e\u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u0443\u0447\u0448\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f C-level/Head of AI \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438. \u041c\u044b \u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u043c \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u043f\u043e\u0434 \u043d\u0430\u0448\u0443 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0443.\\ntitle:\\t[WIP] title: \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\"\\nstate:\\tDRAFT\\nauthor:\\tkonard (Konstantin Diachenko)\\nlabels:\\t\\nassignees:\\tkonard (Konstantin Diachenko)\\nreviewers:\\t\\nprojects:\\t\\nmilestone:\\t\\nnumber:\\t648\\nurl:\\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\\nadditions:\\t1\\ndeletions:\\t0\\nauto-merge:\\tdisabled\\n--\\n## \ud83e\udd16 AI-Powered Solution Draft\\n\\nThis pull request is being automatically generated to solve issue #646.\\n\\n### \ud83d\udccb Issue Reference\\nFixes #646\\n\\n### \ud83d\udea7 Status\\n**Work in Progress** - The AI assistant is currently analyzing and implementing the solution draft.\\n\\n### \ud83d\udcdd Implementation Details\\n_Details will be added as the solution draft is developed..._\\n\\n---\\n*This PR was created automatically by the AI issue solver*\\ncommit 611336aa85daea757b56bcbe7dbb14fdd0356d9f\\nAuthor: konard \\nDate:   Tue Sep 29 07:43:01 2026 +0000\\n\\n    Initial commit with task details\\n    \\n    Adding .gitkeep for PR creation (default mode).\\n    This file will be removed when the task is complete.\\n    \\n    Issue: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\n\\n .gitkeep | 1 +\\n 1 file changed, 1 insertion(+)\",\n[2026-09-29T07:43:42.041Z] [INFO]         \"is_error\": false\n[2026-09-29T07:43:42.041Z] [INFO]       }\n[2026-09-29T07:43:42.041Z] [INFO]     ]\n[2026-09-29T07:43:42.041Z] [INFO]   },\n[2026-09-29T07:43:42.041Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:42.041Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:42.041Z] [INFO]   \"uuid\": \"1f124a6d-cdab-4055-b2d5-def8a55d5317\",\n[2026-09-29T07:43:42.041Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:42.029Z\",\n[2026-09-29T07:43:42.041Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:43:42.041Z] [INFO]     \"stdout\": \"title:\\ttitle: \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\"\\nstate:\\tOPEN\\nauthor:\\tG-Ivan-A (Ivan Gulienko)\\nlabels:\\t\\ncomments:\\t0\\nassignees:\\t\\nprojects:\\t\\nmilestone:\\t\\nissue-type:\\t\\nparent:\\t\\nsub-issues:\\t\\nsub-issues-completed:\\t\\nblocked-by:\\t\\nblocking:\\t\\nnumber:\\t646\\n--\\n---\\nlabels: \\\"creative, documentation, presentation, executive-summary\\\"\\n---\\n\\n**Operating Mode:** `Creative` \u00b7 **Task Type:** `Documentation/Presentation` \u00b7 **Lead:** Tech Lead / Architect\\n\\n**User Story:**\\n\u041a\u0430\u043a \u0444\u0430\u0443\u043d\u0434\u0435\u0440, \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0434 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango, \u0447\u0442\u043e\u0431\u044b \u0434\u043e\u043d\u0435\u0441\u0442\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0443\u044e \u0437\u0440\u0435\u043b\u043e\u0441\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0435\u0433\u043e \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u044f \u043e\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432 \u0438 \u0447\u0435\u0442\u043a\u0438\u0439 \u043f\u043b\u0430\u043d \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u043e\u043f\u0438\u0440\u0430\u044f\u0441\u044c \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u043f\u044b\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n**\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b (SSOT):**\\n\u041f\u0435\u0440\u0435\u0434 \u043d\u0430\u0447\u0430\u043b\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c **\u043e\u0431\u044f\u0437\u0430\u043d** \u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u0440\u0430\u0436\u0430\u043b\u0430 \u043d\u0435 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u0443\u044e \u0442\u0435\u043e\u0440\u0438\u044e, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e:\\n1. **\u0422\u0435\u043a\u0443\u0449\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0425\u0430\u0431\u0430:** \\n   - `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process` (\u0432\u043a\u043b\u044e\u0447\u0430\u044f `docs/adr/`, `docs/analysis/`, `meta-model/`).\\n   - \u041d\u0435\u0434\u0430\u0432\u043d\u0438\u0435 \u0430\u0443\u0434\u0438\u0442\u044b: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md`\\n2. **\u041f\u0440\u0435\u0434\u044b\u0441\u0442\u043e\u0440\u0438\u044f \u0438 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 (\u0421 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u0438):**\\n   - \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 `https://github.com/G-Ivan-A/mango_ba_prompts` (\u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 60 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0437\u0430\u0434\u0430\u0447, \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043e\u0442 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a \u043a \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438).\\n   - \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0411\u0410 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/issue-639-405767e7672e/research/ba-requirements\\n- \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u044f\u0441\u044c \u043f\u043e \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u044e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\\n\\n**\u0426\u0435\u043b\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b (\u0427\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442\u043e):**\\n\u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u0442\u044c **\u0434\u0432\u0430 \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430**, \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u044f \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0439 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0438\u043d\u0446\u0438\u043f Assertion-Evidence, \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u0438\u0437\u043c \u0442\u0435\u043a\u0441\u0442\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430).\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1: \u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0421\u043b\u0430\u0439\u0434\u044b)**\\n\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 (\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u0442\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0441\u0430\u043c \u0434\u043b\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u043e\u0437\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f):\\n1. **\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f:** \u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 (\u0432\u044b\u0441\u043e\u043a\u0430\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c, \u043a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441).\\n2. **\u0411\u043e\u043b\u044c:** \u0420\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0422\u0417, \u0440\u0443\u0447\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0440\u0438\u0441\u043a \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n3. **\u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438:** \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442.\\n4. **\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 (\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u2192 \u0420\u0435\u0448\u0435\u043d\u0438\u0435):** \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0418\u0418. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \\\"\u043c\u044b\u0441\u043b\u044c\\\", \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043e\u0431\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c \u0438\u0445 \u0432 \u0436\u0435\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b (fail-closed \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f).\\n5. **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c (\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440):** \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u2192 \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439/\u043a\u0435\u0439\u0441\u0430\u043c\u0438 \u2192 \u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u0430\u043c \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2192 \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 (G-human) \u2192 \u0410\u0432\u0442\u043e\u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043b\u044f \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430/\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438.\\n6. **\u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:** \u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f (GigaCode CLI / Cline) \u2192 \u0412\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f: \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 (\u0421\u0440\u0435\u0434\u0430 4) \u0441 \u0435\u0434\u0438\u043d\u044b\u043c \u044f\u0434\u0440\u043e\u043c-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c.\\n7. **\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435:** \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n\\n*\u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u0441\u043b\u0430\u0439\u0434\u0443:* \u041d\u043e\u043c\u0435\u0440, \u0435\u043c\u043a\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a-\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, 3-5 \u043a\u0440\u0430\u0442\u043a\u0438\u0445 \u0442\u0435\u0437\u0438\u0441\u043e\u0432 (bullet points), \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, **\u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f** (Midjourney/DALL-E \u0441\u0442\u0438\u043b\u044c), \u043e\u0442\u0440\u0430\u0436\u0430\u044e\u0449\u0438\u0439 \u0441\u0443\u0442\u044c \u0441\u043b\u0430\u0439\u0434\u0430.\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2: \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0414\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430)**\\n\u0420\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044b\u0439, \u043d\u043e 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\u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c (\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0425\u0430\u0431\u0430).\\n- [ ] \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \\\"\u0432\u043e\u0434\u044b\\\", \u0444\u043e\u043a\u0443\u0441 \u043d\u0430 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0435 \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0445 \u043b\u043e\u0437\u0443\u043d\u0433\u0430\u0445).\\n- [ ] \u0412\u0441\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u043e\u043b\u043d\u044b\u043c\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 URL.\\n- [ ] \u0417\u0430\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u0430 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441 `review`.\\n\\n**\u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f \u043e\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 (\u0412\u0430\u0436\u043d\u043e):**\\n\u041f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0434\u0430\u0435\u0442 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0442\u0435\u043c\u044b. **\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435** \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b, \u043a\u0430\u043a\u0438\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432, \u043a\u0430\u043a \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u043a\u0430\u0440\u0442\u0438\u043d\u043e\u043a \u0438 \u043a\u0430\u043a \u0432\u044b\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043d\u0430\u0440\u0440\u0430\u0442\u0438\u0432 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438. \u041c\u0438\u043a\u0440\u043e\u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u0443\u0447\u0448\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f C-level/Head of AI \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438. \u041c\u044b \u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u043c \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u043f\u043e\u0434 \u043d\u0430\u0448\u0443 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0443.\\ntitle:\\t[WIP] title: \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\"\\nstate:\\tDRAFT\\nauthor:\\tkonard (Konstantin Diachenko)\\nlabels:\\t\\nassignees:\\tkonard (Konstantin Diachenko)\\nreviewers:\\t\\nprojects:\\t\\nmilestone:\\t\\nnumber:\\t648\\nurl:\\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\\nadditions:\\t1\\ndeletions:\\t0\\nauto-merge:\\tdisabled\\n--\\n## \ud83e\udd16 AI-Powered Solution Draft\\n\\nThis pull request is being automatically generated to solve issue #646.\\n\\n### \ud83d\udccb Issue Reference\\nFixes #646\\n\\n### \ud83d\udea7 Status\\n**Work in Progress** - The AI assistant is currently analyzing and implementing the solution draft.\\n\\n### \ud83d\udcdd Implementation Details\\n_Details will be added as the solution draft is developed..._\\n\\n---\\n*This PR was created automatically by the AI issue solver*\\ncommit 611336aa85daea757b56bcbe7dbb14fdd0356d9f\\nAuthor: konard \\nDate:   Tue Sep 29 07:43:01 2026 +0000\\n\\n    Initial commit with task details\\n    \\n    Adding .gitkeep for PR creation (default mode).\\n    This file will be removed when the task is complete.\\n    \\n    Issue: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\n\\n .gitkeep | 1 +\\n 1 file changed, 1 insertion(+)\",\n[2026-09-29T07:43:42.041Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:43:42.041Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:43:42.041Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:43:42.041Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:43:42.041Z] [INFO]   }\n[2026-09-29T07:43:42.041Z] [INFO] }\n[2026-09-29T07:43:42.084Z] [STDOUT] [log_06ffad] sending request {\n[2026-09-29T07:43:42.087Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:43:42.089Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:42.093Z] [STDOUT]   options: {\n[2026-09-29T07:43:42.096Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:43:42.098Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:43:42.101Z] [STDOUT]     body: {\n[2026-09-29T07:43:42.103Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:43:42.105Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:43:42.107Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:43:42.109Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:43:42.111Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:43:42.115Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:43:42.118Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:43:42.121Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:43:42.123Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:43:42.125Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:43:42.127Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:43:42.129Z] [STDOUT]       stream: true,\n[2026-09-29T07:43:42.131Z] [STDOUT]     },\n[2026-09-29T07:43:42.133Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:43:42.135Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:43:42.136Z] [STDOUT]       aborted: false,\n[2026-09-29T07:43:42.138Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:43:42.140Z] [STDOUT]       onabort: null,\n[2026-09-29T07:43:42.142Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:43:42.144Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:43:42.146Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:43:42.150Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:43:42.152Z] [STDOUT]     },\n[2026-09-29T07:43:42.154Z] [STDOUT]     stream: true,\n[2026-09-29T07:43:42.156Z] [STDOUT]   },\n[2026-09-29T07:43:42.158Z] [STDOUT]   headers: {\n[2026-09-29T07:43:42.160Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:43:42.162Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:43:42.164Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:43:42.166Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:43:42.168Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:43:42.170Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:43:42.172Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:43:42.174Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:43:42.176Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:43:42.181Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=7492\",\n[2026-09-29T07:43:42.183Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:43:42.185Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:43:42.187Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:42.189Z] [STDOUT]     \"x-client-request-id\": \"dac405cf-21e1-4f6c-92fb-3e4c98e5037c\",\n[2026-09-29T07:43:42.192Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:43:42.194Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:43:42.196Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:43:42.198Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:43:42.199Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:43:42.201Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:43:42.203Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:43:42.205Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:43:42.207Z] [STDOUT]   },\n[2026-09-29T07:43:42.209Z] [STDOUT] }\n[2026-09-29T07:43:42.888Z] [STDOUT] [log_06ffad, request-id: \"req_011CfXMdBqSAjA47bEPaTAFB\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 804ms\n[2026-09-29T07:43:42.892Z] [STDOUT] [log_06ffad] response start {\n[2026-09-29T07:43:42.894Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:42.897Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:42.899Z] [STDOUT]   headers: {\n[2026-09-29T07:43:42.904Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:42.906Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:42.908Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:42.910Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:42.912Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:42.914Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:42.918Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:42.922Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:42.927Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:42.935Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:42.939Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:42.945Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:42.951Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:42.955Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:42.961Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:42.964Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:42.970Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:42.976Z] [STDOUT]     \"cf-ray\": \"a4295bc00c384d8b-FRA\",\n[2026-09-29T07:43:42.980Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:43:42.986Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:42.989Z] [STDOUT]     \"content-security-policy\": \"default-src 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\"user\",\n[2026-09-29T07:43:45.993Z] [INFO]   \"message\": {\n[2026-09-29T07:43:45.993Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:43:45.993Z] [INFO]     \"content\": [\n[2026-09-29T07:43:45.993Z] [INFO]       {\n[2026-09-29T07:43:45.993Z] [INFO]         \"tool_use_id\": \"toolu_01NVZThA41pf8WRDosZGcsfL\",\n[2026-09-29T07:43:45.993Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:43:45.993Z] [INFO]         \"content\": \"AGENTS.md\\nCHANGELOG.md\\nCONTRIBUTING.md\\nGOVERNANCE.md\\nLICENSE\\nREADME.md\\nai-governance\\nai-rules\\ndocs\\neducation\\nframeworks\\nguides\\nops\\npractices\\nprojects\\nprojects-sink\\nresearch\\nstandards\\ntemplates\\ntools\\n---\\nstatus: canonical\\nversion: 3.1\\nupdated: 2026-09-27\\ntemperature: 0.1\\nentrypoint: true\\n---\\n\\n# AGENTS.md\\n\\n\\nThis file is the single entrypoint for every AI agent working with this repository. Read it completely before the first action. It is a dispatcher; detailed rules remain in their canonical documents.\\n\\n- archetype: `A`\\n- environment: `local`\\n\\nThe values mirror `.hub-profile.json`, which is the SSOT. A mismatch is a validation failure. This contract applies to every model; model- or environment-specific files may only be generated pointers, never copies of these rules.\\n\\nRule scope is explicit and machine-checkable. ``, ``, `` and `` are **general**: they hold in every repository of the ecosystem and are delivered unchanged into spoke templates. `` is the **only** home for rules of this repository; a spoke replaces its content and never weakens or rewrites the general sections. The section list, the size thresholds and the frontmatter contract are normed once in https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/agents-md-bootstrap-standard.md and are not restated here.\\n\\n\\n\\n1. Read this file before changing files, then follow the full router at https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-routing.md.\\n2. Start from an issue or an explicit request of the repository owner or the task author; read its latest comments and current PR feedback before editing.\\n3. Do not invent repository structure, facts, estimates, or sources. Classify an artifact by content and place it in its canonical home.\\n4. One artifact exists only for an operational need (Anti-Inflation).\\n5. Work through a pull request; direct commits to `main` are forbidden.\\n6. Run applicable validators before committing. A red validator stops the change.\\n7. Normalise the goal before executing: read the project concept and vision, interpret the stated goal in their context, and check that the listed tasks actually close it. Judge a decision tactically (does it close the goal?) and strategically (does it keep the project on course to its vision?); a tactical win that causes a strategic defeat is a defect, and the pull request states the strategic risk. A contradiction between the task, the repository contracts and the project concept is appealed, not silently resolved \u2014 see ``.\\n8. Check the backlog at https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md before starting and update the entry you executed after finishing. Do not add the current task to the backlog retrospectively if it was not there.\\n9. When a task is incomplete, continue within safe explicit scope and record the gap. Escalate only when a missing decision would materially change the result.\\n\\n\\n\\n- Do not create `docs/contracts/`; agent contracts live in `ai-rules/`.\\n- Do not copy rules into model- or environment-specific files. Generated, validator-protected pointers are allowed.\\n- Do not use `ai-generated` in document frontmatter.\\n- Do not add a top-level directory outside the core, archetype, declared environment, or `project_specific_directories` without the required decision record.\\n- Do not add named directory denylists. A non-canonical directory is declared in `.hub-profile.json` with `path` and a non-empty `reason`; absence from the canonical set is not a prohibition.\\n- Do not change `standards/` or `docs/adr/` without explicit task authority.\\n- Do not delete or overwrite another contributor's artifacts instead of creating the required new version.\\n- Do not use relative links to Hub rules from a spoke.\\n- Do not act on an unresolved contradiction by picking one reading silently, and do not stop with an empty result instead of appealing.\\n- Do not execute a knowingly wrong instruction literally, praise the author, apologise for the system's work, or change a position without a new argument or evidence.\\n\\n\\n\\nRecommendations. Apply them unless they conflict with ``, ``, or the goal of the task; a justified deviation is recorded in the pull request. There is no class of \\\"soft rules\\\": a norm is either absolute above or a recommendation here.\\n\\n- Prefer extending an existing canonical artifact over creating a new one.\\n- Test the boundary and the alternative hypothesis before confirming a direction, and record what was falsified.\\n- Keep the diff small and reviewable; one PR closes one goal.\\n- Name the evidence next to the claim, and record an unresolvable anchor as a gap instead of an assumption.\\n\\n\\n\\nThe agent is an assistant with a right to appeal, not an executor of literal text.\\n\\n**Appeal.** The agent MUST appeal to the task author when the statement contradicts an active contract, the project concept, or itself; when the listed tasks do not close the stated goal; or when industry practice makes the requested path materially worse. An appeal states the conflict, the options, and the agent's recommendation. Absence of an appeal is a positive assertion that no contradiction was found. Appeal is not a stop: the agent performs the part of the work that the disputed decision does not touch and carries the question into the pull request body by the escalation contract.\\n\\n**Autonomy by operating mode.** The author sets the mode up front; an omitted mode defaults to Hybrid. The mode sets the level of initiative and execution budget. Modes are normed in https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md; here is the entrypoint summary.\\n\\n| Mode | Goal validation | Backlog initiative | Budget |\\n| --- | --- | --- | --- |\\n| `Creative` | Validates the goal and the task set, explores boundary and alternative hypotheses. | Creates backlog tasks and may execute one it initiated inside the goal. | No preset upper budget beyond model context limits; external research, falsifying hypotheses, case synthesis and measurement are mandatory. |\\n| `Hybrid` | Checks against the goal; optimises the path, does not re-derive the vector. | Creates a backlog task as a proposal only; never starts it alongside the current task. | Balanced depth proportional to risk and model limits. |\\n| `Structured` | Follows the given instructions; escalates contradictions and gaps. | Creates a backlog task only when escalating. | Minimal sufficient to execute and verify the given decisions. |\\n\\n**Backlog.** Check it before starting; update the entry executed after finishing. Any number of new tasks may be created when escalating or when a gap is found. Maximise the number of tasks provided each is justified by a hypothesis, a requirement, a boundary case or a metric, and duplicates no existing entry. An agent without the right to create tasks records the same proposal in the pull request body instead.\\n\\n**Collaboration.** In every mode the agent objects to an error, offers a justified alternative instead of empty execution, and reports facts without praise or apology. https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-collaboration-rules.md governs communication; https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md governs modes and the `Creative` research protocol; https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md governs sync anchors. The anchors expose drift without adding gates. Only a critical risk blocks the disputed part pending the owner's decision.\\n\\n**Boundaries of the project.** Widening the boundary of a task is a project-specific permission and never a default. Where the repository contract does not grant it, an agent that sees the need to go beyond the contract MUST NOT act on its own: it creates a backlog task with the rationale in `docs/analysis/` and leaves the decision to the author. Two escalation controls remain with the human: the operating mode at statement time and the merge decision.\\n\\n\\n\\nRules of this repository only. They do not travel into spokes; a spoke defines its own delta here in line with its concept.\\n\\n1. Hub research expands the considered boundary: missing status, existing linkage, or alignment with an accepted concept is not grounds for excluding an artifact or alternative. Exclusion requires a recorded substantive analysis. This rule governs research in the Hub; spoke execution narrowing scope to its accepted product contract is correct behaviour, not a defect.\\n2. Direction-scoped artifacts of a Hub initiative live in `projects//`, not in the shared `docs/` tree.\\n3. Synthesising reference data is a legitimate Hub method in `Creative` mode; the Hub has no `runs/` or `kb/` home, so synthesised material lives with the research or analysis artifact that produced it.\\n\\n\\n\\n| Need | Canonical route |\\n| --- | --- |\\n| Full task-class routing and priority graph | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-routing.md |\\n| Agent execution rules, modes, autonomy, appeal and DoD | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md |\\n| Communication rules | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-collaboration-rules.md |\\n| Mode profiles and Creative protocol | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md |\\n| Sync anchors | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md |\\n| Preflight onboarding protocol | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md |\\n| Backlog and its rules | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog-instruction.md |\\n| Repository model and artifact homes | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/repo-model.md |\\n| Artifact registry | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/artifact-map.md |\\n| Structure of this file | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/agents-md-bootstrap-standard.md |\\n| Standards | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/standards |\\n| Governance | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/GOVERNANCE.md |\\n\\n\\n\\nAn artifact lives in the home of its execution. Agent contracts \u2014 how the agent works \u2014 are separated from process contracts \u2014 how the subject-matter process is arranged.\\n\\n| Artifact class | Home |\\n| --- | --- |\\n| Agent contract: always-loaded rule | `ai-rules/.md` |\\n| Agent contract: human-invoked command | `ai-rules/commands/.md` |\\n| Agent contract: context-selected skill, self-contained and executable | `ai-rules/skills//SKILL.md` |\\n| Process contract: operational process artifact | `ops/.md` |\\n| Process norm: mandatory reusable rule, may reference other documents | `standards/.md` |\\n| Research | `research//YYYY-MM-DD-name.md` |\\n| Analysis / audit / report | `docs/analysis/`, `docs/audit/`, `docs/report/` |\\n| Architecture decision | `docs/adr/YYYY-MM-adr-NNN-name.md` |\\n\\nA standard states a norm and may delegate detail by reference. An executable contract \u2014 a command or a skill \u2014 is self-contained at the moment the agent executes it.\\n\\n\\n\\nKeep the levels distinct: user story, system functional requirements, system non-functional requirements, executor task, and process constraints. The user story is mandatory. Functional and non-functional requirements describe the **target system being built** (\\\"the system shall let the user ...\\\"), are written only when the task actually needs them, and are never invented to fill a slot. Requirements addressed to the executor are not functional requirements: the executor is bound by the task contract and the Definition of Done.\\n\\n\\n\\nA missing task type, operating mode, or other required field does not stop safe work, and it is not closed by a record alone. Act: derive the value from active contracts only, request the clarification that the derivation could not supply, do the part of the work that does not depend on it, and record every value that remained underived as a gap in the pull request body.\\n\\n\\n\\nDo not read the whole repository. Start with this file, then load only the issue/PR context, nearest README, and canonical routes needed for the task class. Expand context when evidence identifies another dependency.\\n\\n\\n\\nBefore committing, run the applicable commands from https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/CONTRIBUTING.md, including `tools/test-*.sh`, `./tools/validate-frontmatter.sh .`, `./tools/validate-file-naming.sh`, `./tools/validate-repository-structure.sh`, `./tools/validate-rrp-links.sh`, and `python3 tools/generate-manifest.py --check`.\\n\\n\\n\\nCodex reads `AGENTS.md` natively. Other tools may use a native adapter that imports or points to `/AGENTS.md`; the adapter must be generated, marked as such, and protected from manual drift. If a tool cannot auto-load it, the operator supplies `/AGENTS.md` in the system prompt.\\n\\n\\n\\nThe task contract has priority for scope and desired outcome; repository governance has priority for safe execution and artifact placement. Appeal and ask when a required decision is absent, the requested path conflicts with the genome, authorization does not cover a standards/ADR change, or deletion would remove an existing artifact. Waiting for an answer is not a completed state: deliver the undisputed part, open a pull request with a non-empty diff, and record the question with options and a recommendation in the pull request body. A question left only in the issue or inside an artifact counts as unasked. Do not silently violate either branch of this priority graph.\\n\\n---\\nstatus: canonical\\nversion: 1.14\\nupdated: 2026-08-17\\ntemperature: 0.1\\n---\\n\\n# Contributing\\n\\n\u0412\u043a\u043b\u0430\u0434 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043c\u0430\u043b\u044b\u0439 \u0440\u0430\u0437\u043c\u0435\u0440 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432,\\ntraceability \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u043e\u043b\u0435\u0437\u043d\u043e\u0441\u0442\u044c \u0434\u043b\u044f hybrid human + AI work.\\n\\n## Workflow\\n\\n1. \u041d\u0430\u0447\u0438\u043d\u0430\u0439\u0442\u0435 \u0441 GitHub issue, \u0433\u0434\u0435 \u0435\u0441\u0442\u044c context, scope, \u044f\u0437\u044b\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430,\\n   acceptance criteria \u0438 forbidden changes.\\n2. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0435\u0434\u0438\u043d\u044b\u0439 5-\u0431\u043b\u043e\u0447\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d\\n   [.github/ISSUE_TEMPLATE/task.md](.github/ISSUE_TEMPLATE/task.md) \u0438\u043b\u0438\\n   GitHub-native \u0444\u043e\u0440\u043c\u0443 [.github/ISSUE_TEMPLATE/task.yml](.github/ISSUE_TEMPLATE/task.yml):\\n   \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u0426\u0435\u043b\u044c, SSOT, \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0437\u0430\u0434\u0430\u0447\u0438, \u0413\u043e\u0442\u043e\u0432\u043e \u043a\u043e\u0433\u0434\u0430.\\n3. \u0420\u0435\u0436\u0438\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c `Operating Mode`\\n   (`Structured` / `Creative` / `Hybrid`), \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c. \u0412 Creative\\n   \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435 \u0446\u0435\u043b\u044c, constraints \u0438 Definition of Done, \u043d\u0435 \u043f\u0440\u0435\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e\\n   \u043b\u0438\u0448\u043d\u0438\u0435 \u0448\u0430\u0433\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438.\\n4. \u0412\u044b\u0431\u0438\u0440\u0430\u0439\u0442\u0435 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\\n   [ops/repo-model.md](ops/repo-model.md),\\n   [docs/rfc/knowledge-lifecycle-proposal.md](docs/rfc/knowledge-lifecycle-proposal.md) \u0438\\n   [docs/rfc/resolve-artifact-location-proposal.md](docs/rfc/resolve-artifact-location-proposal.md),\\n   \u0435\u0441\u043b\u0438 \u043c\u0435\u0441\u0442\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043e\u0447\u0435\u0432\u0438\u0434\u043d\u043e.\\n5. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0438\u0437 [standards/README.md](standards/README.md).\\n6. \u0414\u0435\u0440\u0436\u0438\u0442\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 reviewable: \u043e\u0434\u043d\u0430 \u0446\u0435\u043b\u044c, \u043f\u043e\u043d\u044f\u0442\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438, \u0431\u0435\u0437 unrelated\\n   restructuring.\\n7. \u041e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044e, changelog \u0438 artifact map, \u0435\u0441\u043b\u0438 \u043d\u043e\u0432\u044b\u0439 active artifact\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\u044e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.\\n8. \u0417\u0430\u043f\u0443\u0441\u043a\u0430\u0439\u0442\u0435 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0435\u0440\u0435\u0434 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043b\u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435\u043c PR.\\n\\n## AI-Assisted Work\\n\\n\u0418\u0418-\u0430\u0433\u0435\u043d\u0442 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0433\u043e\\n[`/AGENTS.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/AGENTS.md).\\n\u041e\u043d \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u043a \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u044b\u043c governance, rules \u0438 standards; \u044d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\\n\u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c workflow \u0432\u043a\u043b\u0430\u0434\u0430 \u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u043a\u0443\u0440\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u0442\u043e\u0447\u043a\u043e\u0439 \u0432\u0445\u043e\u0434\u0430.\\n\\n### \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0430\u0432\u0442\u043e-\u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u041c\u0435\u0442\u0430\\n\\n\u0410\u0432\u0442\u043e\u0440 \u0437\u0430\u0434\u0430\u0447\u0438 \u043c\u043e\u0436\u0435\u0442 \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0446\u0435\u043b\u044c \u0438 Operating Mode. AI-\u0430\u0433\u0435\u043d\u0442 \u043e\u0431\u044f\u0437\u0430\u043d\\n\u0434\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0443\u044e \u041c\u0435\u0442\u0430 \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432:\\n\\nOperating Mode \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0440\u0435\u0433\u0443\u043b\u0438\u0440\u0443\u0435\u0442 \u0448\u0438\u0440\u0438\u043d\u0443 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u043e\\n[\u041f\u0440\u0438\u043d\u0446\u0438\u043f\u0443 3 ADR-010](docs/adr/2026-08-adr-010-agent-autonomy-principles.md):\\n`Structured`, `Creative` \u0438 `Hybrid` \u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0442 \u0446\u0435\u043b\u044c \u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b.\\n\\n| \u0427\u0442\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 | \u041a\u0430\u043a \u0434\u043e\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f |\\n| --- | --- |\\n| Target artifact | \u041f\u043e `ops/artifact-map.md`, `ops/repo-model.md` \u0438 resolver prompt. |\\n| Lifecycle stage | \u041f\u043e `docs/rfc/knowledge-lifecycle-proposal.md`; \u0441\u043e\u043c\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a gap. |\\n| L1-L4 link | Product docs \u0434\u0430\u044e\u0442 L1-L2, governance/standards/templates \u0434\u0430\u044e\u0442 L3-L4. |\\n| Validation | \u041c\u0438\u043d\u0438\u043c\u0443\u043c: frontmatter, structure validator, manifest check when templates changed. |\\n\\n\u042f\u0432\u043d\u0430\u044f \u041c\u0435\u0442\u0430 \u0432 issue \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442, \u0435\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 hard rules. \u0415\u0441\u043b\u0438\\nprojects/ba-ai-process:\\nREADME.md\\nba-meta-model\\nbuild\\ndecisions\\ndist\\ndocs\\nexperiments\\nmeta-model-guides\\ntests\\n\\nprojects/ba-ai-process/docs:\\nadr\\nanalysis\\nrfc\\n\\nprojects/ba-ai-process/docs/adr:\\n2026-09-adr-018-gigacode-cli-execution-boundary.md\\n2026-09-adr-019-cline-mango-ai-pilot.md\\n\\nprojects/ba-ai-process/docs/analysis:\\n2026-09-23-bcreq-golden-forms-and-feasibility.md\\n2026-09-23-requirements-run-forensics.md\\n2026-09-24-architecture-convergence-and-readiness.md\\n2026-09-29-ba-ai-process-runtime-options.md\\n2026-09-29-cline-package-expectation-gap.md\\n\\nprojects/ba-ai-process/docs/rfc:\\n2026-09-bcreq-abstraction-and-product-routing.md\\n2026-09-bcreq-working-release-pipeline.md\\n2026-09-mango-ba-ai-runtime-cli-deployment.md\\n2026-09-source-pilot-verification.md\\nREADME.md\\nai-education\\nba-requirements\\ncicd\\neducation\\nexternal-knowledge\\ngovernance\\nhub\\nmango\\nopen-ai-ru\\nreputation-technologies\",\n[2026-09-29T07:43:45.993Z] [INFO]         \"is_error\": false\n[2026-09-29T07:43:45.993Z] [INFO]       }\n[2026-09-29T07:43:45.993Z] [INFO]     ]\n[2026-09-29T07:43:45.993Z] [INFO]   },\n[2026-09-29T07:43:45.993Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:45.993Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:45.993Z] [INFO]   \"uuid\": \"324bc1f2-e792-4f15-8436-6574fcfb7f75\",\n[2026-09-29T07:43:45.993Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:45.970Z\",\n[2026-09-29T07:43:45.993Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:43:45.993Z] [INFO]     \"stdout\": \"AGENTS.md\\nCHANGELOG.md\\nCONTRIBUTING.md\\nGOVERNANCE.md\\nLICENSE\\nREADME.md\\nai-governance\\nai-rules\\ndocs\\neducation\\nframeworks\\nguides\\nops\\npractices\\nprojects\\nprojects-sink\\nresearch\\nstandards\\ntemplates\\ntools\\n---\\nstatus: canonical\\nversion: 3.1\\nupdated: 2026-09-27\\ntemperature: 0.1\\nentrypoint: true\\n---\\n\\n# AGENTS.md\\n\\n\\nThis file is the single entrypoint for every AI agent working with this repository. Read it completely before the first action. It is a dispatcher; detailed rules remain in their canonical documents.\\n\\n- archetype: `A`\\n- environment: `local`\\n\\nThe values mirror `.hub-profile.json`, which is the SSOT. A mismatch is a validation failure. This contract applies to every model; model- or environment-specific files may only be generated pointers, never copies of these rules.\\n\\nRule scope is explicit and machine-checkable. ``, ``, `` and `` are **general**: they hold in every repository of the ecosystem and are delivered unchanged into spoke templates. `` is the **only** home for rules of this repository; a spoke replaces its content and never weakens or rewrites the general sections. The section list, the size thresholds and the frontmatter contract are normed once in https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/agents-md-bootstrap-standard.md and are not restated here.\\n\\n\\n\\n1. Read this file before changing files, then follow the full router at https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-routing.md.\\n2. Start from an issue or an explicit request of the repository owner or the task author; read its latest comments and current PR feedback before editing.\\n3. Do not invent repository structure, facts, estimates, or sources. Classify an artifact by content and place it in its canonical home.\\n4. One artifact exists only for an operational need (Anti-Inflation).\\n5. Work through a pull request; direct commits to `main` are forbidden.\\n6. Run applicable validators before committing. A red validator stops the change.\\n7. Normalise the goal before executing: read the project concept and vision, interpret the stated goal in their context, and check that the listed tasks actually close it. Judge a decision tactically (does it close the goal?) and strategically (does it keep the project on course to its vision?); a tactical win that causes a strategic defeat is a defect, and the pull request states the strategic risk. A contradiction between the task, the repository contracts and the project concept is appealed, not silently resolved \u2014 see ``.\\n8. Check the backlog at https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md before starting and update the entry you executed after finishing. Do not add the current task to the backlog retrospectively if it was not there.\\n9. When a task is incomplete, continue within safe explicit scope and record the gap. Escalate only when a missing decision would materially change the result.\\n\\n\\n\\n- Do not create `docs/contracts/`; agent contracts live in `ai-rules/`.\\n- Do not copy rules into model- or environment-specific files. Generated, validator-protected pointers are allowed.\\n- Do not use `ai-generated` in document frontmatter.\\n- Do not add a top-level directory outside the core, archetype, declared environment, or `project_specific_directories` without the required decision record.\\n- Do not add named directory denylists. A non-canonical directory is declared in `.hub-profile.json` with `path` and a non-empty `reason`; absence from the canonical set is not a prohibition.\\n- Do not change `standards/` or `docs/adr/` without explicit task authority.\\n- Do not delete or overwrite another contributor's artifacts instead of creating the required new version.\\n- Do not use relative links to Hub rules from a spoke.\\n- Do not act on an unresolved contradiction by picking one reading silently, and do not stop with an empty result instead of appealing.\\n- Do not execute a knowingly wrong instruction literally, praise the author, apologise for the system's work, or change a position without a new argument or evidence.\\n\\n\\n\\nRecommendations. Apply them unless they conflict with ``, ``, or the goal of the task; a justified deviation is recorded in the pull request. There is no class of \\\"soft rules\\\": a norm is either absolute above or a recommendation here.\\n\\n- Prefer extending an existing canonical artifact over creating a new one.\\n- Test the boundary and the alternative hypothesis before confirming a direction, and record what was falsified.\\n- Keep the diff small and reviewable; one PR closes one goal.\\n- Name the evidence next to the claim, and record an unresolvable anchor as a gap instead of an assumption.\\n\\n\\n\\nThe agent is an assistant with a right to appeal, not an executor of literal text.\\n\\n**Appeal.** The agent MUST appeal to the task author when the statement contradicts an active contract, the project concept, or itself; when the listed tasks do not close the stated goal; or when industry practice makes the requested path materially worse. An appeal states the conflict, the options, and the agent's recommendation. Absence of an appeal is a positive assertion that no contradiction was found. Appeal is not a stop: the agent performs the part of the work that the disputed decision does not touch and carries the question into the pull request body by the escalation contract.\\n\\n**Autonomy by operating mode.** The author sets the mode up front; an omitted mode defaults to Hybrid. The mode sets the level of initiative and execution budget. Modes are normed in https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md; here is the entrypoint summary.\\n\\n| Mode | Goal validation | Backlog initiative | Budget |\\n| --- | --- | --- | --- |\\n| `Creative` | Validates the goal and the task set, explores boundary and alternative hypotheses. | Creates backlog tasks and may execute one it initiated inside the goal. | No preset upper budget beyond model context limits; external research, falsifying hypotheses, case synthesis and measurement are mandatory. |\\n| `Hybrid` | Checks against the goal; optimises the path, does not re-derive the vector. | Creates a backlog task as a proposal only; never starts it alongside the current task. | Balanced depth proportional to risk and model limits. |\\n| `Structured` | Follows the given instructions; escalates contradictions and gaps. | Creates a backlog task only when escalating. | Minimal sufficient to execute and verify the given decisions. |\\n\\n**Backlog.** Check it before starting; update the entry executed after finishing. Any number of new tasks may be created when escalating or when a gap is found. Maximise the number of tasks provided each is justified by a hypothesis, a requirement, a boundary case or a metric, and duplicates no existing entry. An agent without the right to create tasks records the same proposal in the pull request body instead.\\n\\n**Collaboration.** In every mode the agent objects to an error, offers a justified alternative instead of empty execution, and reports facts without praise or apology. https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-collaboration-rules.md governs communication; https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md governs modes and the `Creative` research protocol; https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md governs sync anchors. The anchors expose drift without adding gates. Only a critical risk blocks the disputed part pending the owner's decision.\\n\\n**Boundaries of the project.** Widening the boundary of a task is a project-specific permission and never a default. Where the repository contract does not grant it, an agent that sees the need to go beyond the contract MUST NOT act on its own: it creates a backlog task with the rationale in `docs/analysis/` and leaves the decision to the author. Two escalation controls remain with the human: the operating mode at statement time and the merge decision.\\n\\n\\n\\nRules of this repository only. They do not travel into spokes; a spoke defines its own delta here in line with its concept.\\n\\n1. Hub research expands the considered boundary: missing status, existing linkage, or alignment with an accepted concept is not grounds for excluding an artifact or alternative. Exclusion requires a recorded substantive analysis. This rule governs research in the Hub; spoke execution narrowing scope to its accepted product contract is correct behaviour, not a defect.\\n2. Direction-scoped artifacts of a Hub initiative live in `projects//`, not in the shared `docs/` tree.\\n3. Synthesising reference data is a legitimate Hub method in `Creative` mode; the Hub has no `runs/` or `kb/` home, so synthesised material lives with the research or analysis artifact that produced it.\\n\\n\\n\\n| Need | Canonical route |\\n| --- | --- |\\n| Full task-class routing and priority graph | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-routing.md |\\n| Agent execution rules, modes, autonomy, appeal and DoD | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md |\\n| Communication rules | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-collaboration-rules.md |\\n| Mode profiles and Creative protocol | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md |\\n| Sync anchors | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md |\\n| Preflight onboarding protocol | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md |\\n| Backlog and its rules | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog-instruction.md |\\n| Repository model and artifact homes | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/repo-model.md |\\n| Artifact registry | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/artifact-map.md |\\n| Structure of this file | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/agents-md-bootstrap-standard.md |\\n| Standards | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/standards |\\n| Governance | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/GOVERNANCE.md |\\n\\n\\n\\nAn artifact lives in the home of its execution. Agent contracts \u2014 how the agent works \u2014 are separated from process contracts \u2014 how the subject-matter process is arranged.\\n\\n| Artifact class | Home |\\n| --- | --- |\\n| Agent contract: always-loaded rule | `ai-rules/.md` |\\n| Agent contract: human-invoked command | `ai-rules/commands/.md` |\\n| Agent contract: context-selected skill, self-contained and executable | `ai-rules/skills//SKILL.md` |\\n| Process contract: operational process artifact | `ops/.md` |\\n| Process norm: mandatory reusable rule, may reference other documents | `standards/.md` |\\n| Research | `research//YYYY-MM-DD-name.md` |\\n| Analysis / audit / report | `docs/analysis/`, `docs/audit/`, `docs/report/` |\\n| Architecture decision | `docs/adr/YYYY-MM-adr-NNN-name.md` |\\n\\nA standard states a norm and may delegate detail by reference. An executable contract \u2014 a command or a skill \u2014 is self-contained at the moment the agent executes it.\\n\\n\\n\\nKeep the levels distinct: user story, system functional requirements, system non-functional requirements, executor task, and process constraints. The user story is mandatory. Functional and non-functional requirements describe the **target system being built** (\\\"the system shall let the user ...\\\"), are written only when the task actually needs them, and are never invented to fill a slot. Requirements addressed to the executor are not functional requirements: the executor is bound by the task contract and the Definition of Done.\\n\\n\\n\\nA missing task type, operating mode, or other required field does not stop safe work, and it is not closed by a record alone. Act: derive the value from active contracts only, request the clarification that the derivation could not supply, do the part of the work that does not depend on it, and record every value that remained underived as a gap in the pull request body.\\n\\n\\n\\nDo not read the whole repository. Start with this file, then load only the issue/PR context, nearest README, and canonical routes needed for the task class. Expand context when evidence identifies another dependency.\\n\\n\\n\\nBefore committing, run the applicable commands from https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/CONTRIBUTING.md, including `tools/test-*.sh`, `./tools/validate-frontmatter.sh .`, `./tools/validate-file-naming.sh`, `./tools/validate-repository-structure.sh`, `./tools/validate-rrp-links.sh`, and `python3 tools/generate-manifest.py --check`.\\n\\n\\n\\nCodex reads `AGENTS.md` natively. Other tools may use a native adapter that imports or points to `/AGENTS.md`; the adapter must be generated, marked as such, and protected from manual drift. If a tool cannot auto-load it, the operator supplies `/AGENTS.md` in the system prompt.\\n\\n\\n\\nThe task contract has priority for scope and desired outcome; repository governance has priority for safe execution and artifact placement. Appeal and ask when a required decision is absent, the requested path conflicts with the genome, authorization does not cover a standards/ADR change, or deletion would remove an existing artifact. Waiting for an answer is not a completed state: deliver the undisputed part, open a pull request with a non-empty diff, and record the question with options and a recommendation in the pull request body. A question left only in the issue or inside an artifact counts as unasked. Do not silently violate either branch of this priority graph.\\n\\n---\\nstatus: canonical\\nversion: 1.14\\nupdated: 2026-08-17\\ntemperature: 0.1\\n---\\n\\n# Contributing\\n\\n\u0412\u043a\u043b\u0430\u0434 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043c\u0430\u043b\u044b\u0439 \u0440\u0430\u0437\u043c\u0435\u0440 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432,\\ntraceability \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u043e\u043b\u0435\u0437\u043d\u043e\u0441\u0442\u044c \u0434\u043b\u044f hybrid human + AI work.\\n\\n## Workflow\\n\\n1. \u041d\u0430\u0447\u0438\u043d\u0430\u0439\u0442\u0435 \u0441 GitHub issue, \u0433\u0434\u0435 \u0435\u0441\u0442\u044c context, scope, \u044f\u0437\u044b\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430,\\n   acceptance criteria \u0438 forbidden changes.\\n2. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0435\u0434\u0438\u043d\u044b\u0439 5-\u0431\u043b\u043e\u0447\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d\\n   [.github/ISSUE_TEMPLATE/task.md](.github/ISSUE_TEMPLATE/task.md) \u0438\u043b\u0438\\n   GitHub-native \u0444\u043e\u0440\u043c\u0443 [.github/ISSUE_TEMPLATE/task.yml](.github/ISSUE_TEMPLATE/task.yml):\\n   \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u0426\u0435\u043b\u044c, SSOT, \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0437\u0430\u0434\u0430\u0447\u0438, \u0413\u043e\u0442\u043e\u0432\u043e \u043a\u043e\u0433\u0434\u0430.\\n3. \u0420\u0435\u0436\u0438\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c `Operating Mode`\\n   (`Structured` / `Creative` / `Hybrid`), \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c. \u0412 Creative\\n   \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435 \u0446\u0435\u043b\u044c, constraints \u0438 Definition of Done, \u043d\u0435 \u043f\u0440\u0435\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e\\n   \u043b\u0438\u0448\u043d\u0438\u0435 \u0448\u0430\u0433\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438.\\n4. \u0412\u044b\u0431\u0438\u0440\u0430\u0439\u0442\u0435 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\\n   [ops/repo-model.md](ops/repo-model.md),\\n   [docs/rfc/knowledge-lifecycle-proposal.md](docs/rfc/knowledge-lifecycle-proposal.md) \u0438\\n   [docs/rfc/resolve-artifact-location-proposal.md](docs/rfc/resolve-artifact-location-proposal.md),\\n   \u0435\u0441\u043b\u0438 \u043c\u0435\u0441\u0442\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043e\u0447\u0435\u0432\u0438\u0434\u043d\u043e.\\n5. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0438\u0437 [standards/README.md](standards/README.md).\\n6. \u0414\u0435\u0440\u0436\u0438\u0442\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 reviewable: \u043e\u0434\u043d\u0430 \u0446\u0435\u043b\u044c, \u043f\u043e\u043d\u044f\u0442\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438, \u0431\u0435\u0437 unrelated\\n   restructuring.\\n7. \u041e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044e, changelog \u0438 artifact map, \u0435\u0441\u043b\u0438 \u043d\u043e\u0432\u044b\u0439 active artifact\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\u044e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.\\n8. \u0417\u0430\u043f\u0443\u0441\u043a\u0430\u0439\u0442\u0435 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0435\u0440\u0435\u0434 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043b\u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435\u043c PR.\\n\\n## AI-Assisted Work\\n\\n\u0418\u0418-\u0430\u0433\u0435\u043d\u0442 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0433\u043e\\n[`/AGENTS.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/AGENTS.md).\\n\u041e\u043d \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u043a \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u044b\u043c governance, rules \u0438 standards; \u044d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\\n\u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c workflow \u0432\u043a\u043b\u0430\u0434\u0430 \u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u043a\u0443\u0440\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u0442\u043e\u0447\u043a\u043e\u0439 \u0432\u0445\u043e\u0434\u0430.\\n\\n### \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0430\u0432\u0442\u043e-\u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u041c\u0435\u0442\u0430\\n\\n\u0410\u0432\u0442\u043e\u0440 \u0437\u0430\u0434\u0430\u0447\u0438 \u043c\u043e\u0436\u0435\u0442 \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0446\u0435\u043b\u044c \u0438 Operating Mode. AI-\u0430\u0433\u0435\u043d\u0442 \u043e\u0431\u044f\u0437\u0430\u043d\\n\u0434\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0443\u044e \u041c\u0435\u0442\u0430 \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432:\\n\\nOperating Mode \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0440\u0435\u0433\u0443\u043b\u0438\u0440\u0443\u0435\u0442 \u0448\u0438\u0440\u0438\u043d\u0443 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u043e\\n[\u041f\u0440\u0438\u043d\u0446\u0438\u043f\u0443 3 ADR-010](docs/adr/2026-08-adr-010-agent-autonomy-principles.md):\\n`Structured`, `Creative` \u0438 `Hybrid` \u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0442 \u0446\u0435\u043b\u044c \u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b.\\n\\n| \u0427\u0442\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 | \u041a\u0430\u043a \u0434\u043e\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f |\\n| --- | --- |\\n| Target artifact | \u041f\u043e `ops/artifact-map.md`, `ops/repo-model.md` \u0438 resolver prompt. |\\n| Lifecycle stage | \u041f\u043e `docs/rfc/knowledge-lifecycle-proposal.md`; \u0441\u043e\u043c\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a gap. |\\n| L1-L4 link | Product docs \u0434\u0430\u044e\u0442 L1-L2, governance/standards/templates \u0434\u0430\u044e\u0442 L3-L4. |\\n| Validation | \u041c\u0438\u043d\u0438\u043c\u0443\u043c: frontmatter, structure validator, manifest check when templates changed. |\\n\\n\u042f\u0432\u043d\u0430\u044f \u041c\u0435\u0442\u0430 \u0432 issue \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442, \u0435\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 hard rules. \u0415\u0441\u043b\u0438\\nprojects/ba-ai-process:\\nREADME.md\\nba-meta-model\\nbuild\\ndecisions\\ndist\\ndocs\\nexperiments\\nmeta-model-guides\\ntests\\n\\nprojects/ba-ai-process/docs:\\nadr\\nanalysis\\nrfc\\n\\nprojects/ba-ai-process/docs/adr:\\n2026-09-adr-018-gigacode-cli-execution-boundary.md\\n2026-09-adr-019-cline-mango-ai-pilot.md\\n\\nprojects/ba-ai-process/docs/analysis:\\n2026-09-23-bcreq-golden-forms-and-feasibility.md\\n2026-09-23-requirements-run-forensics.md\\n2026-09-24-architecture-convergence-and-readiness.md\\n2026-09-29-ba-ai-process-runtime-options.md\\n2026-09-29-cline-package-expectation-gap.md\\n\\nprojects/ba-ai-process/docs/rfc:\\n2026-09-bcreq-abstraction-and-product-routing.md\\n2026-09-bcreq-working-release-pipeline.md\\n2026-09-mango-ba-ai-runtime-cli-deployment.md\\n2026-09-source-pilot-verification.md\\nREADME.md\\nai-education\\nba-requirements\\ncicd\\neducation\\nexternal-knowledge\\ngovernance\\nhub\\nmango\\nopen-ai-ru\\nreputation-technologies\",\n[2026-09-29T07:43:45.993Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:43:45.993Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:43:45.993Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:43:45.993Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:43:45.993Z] [INFO]   }\n[2026-09-29T07:43:45.993Z] [INFO] }\n[2026-09-29T07:43:46.039Z] [STDOUT] [log_f9d5da] sending request {\n[2026-09-29T07:43:46.044Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:43:46.048Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:46.053Z] [STDOUT]   options: {\n[2026-09-29T07:43:46.057Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:43:46.062Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:43:46.071Z] [STDOUT]     body: {\n[2026-09-29T07:43:46.076Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:43:46.079Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:43:46.082Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:43:46.086Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:43:46.091Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:43:46.095Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:43:46.098Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:43:46.100Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:43:46.103Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:43:46.106Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:43:46.109Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:43:46.115Z] [STDOUT]       stream: true,\n[2026-09-29T07:43:46.119Z] [STDOUT]     },\n[2026-09-29T07:43:46.125Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:43:46.130Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:43:46.134Z] [STDOUT]       aborted: false,\n[2026-09-29T07:43:46.138Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:43:46.143Z] [STDOUT]       onabort: null,\n[2026-09-29T07:43:46.146Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:43:46.149Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:43:46.152Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:43:46.156Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:43:46.159Z] [STDOUT]     },\n[2026-09-29T07:43:46.165Z] [STDOUT]     stream: true,\n[2026-09-29T07:43:46.168Z] [STDOUT]   },\n[2026-09-29T07:43:46.172Z] [STDOUT]   headers: {\n[2026-09-29T07:43:46.175Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:43:46.179Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:43:46.183Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:43:46.185Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:43:46.191Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:43:46.196Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:43:46.200Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:43:46.203Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:43:46.208Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:43:46.211Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1137\",\n[2026-09-29T07:43:46.217Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:43:46.221Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:43:46.225Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:46.230Z] [STDOUT]     \"x-client-request-id\": \"7d0d5b6a-f33f-4e7a-a840-4d6a90861830\",\n[2026-09-29T07:43:46.234Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:43:46.238Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:43:46.243Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:43:46.246Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:43:46.250Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:43:46.254Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:43:46.256Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:43:46.259Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:43:46.263Z] [STDOUT]   },\n[2026-09-29T07:43:46.267Z] [STDOUT] }\n[2026-09-29T07:43:47.058Z] [STDOUT] [log_f9d5da, request-id: \"req_011CfXMdUgTLDxX71cerjtAr\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1029ms\n[2026-09-29T07:43:47.061Z] [STDOUT] [log_f9d5da] response start {\n[2026-09-29T07:43:47.064Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:47.068Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:47.071Z] [STDOUT]   headers: {\n[2026-09-29T07:43:47.075Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:47.079Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:47.084Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:47.087Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:47.091Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:47.093Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:47.097Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:47.100Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:47.103Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:47.108Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:47.112Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:47.116Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:47.121Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:47.128Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:47.133Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:47.138Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:47.143Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:47.148Z] [STDOUT]     \"cf-ray\": \"a4295bd8bc1b4d8b-FRA\",\n[2026-09-29T07:43:47.154Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:43:47.158Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:47.162Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:47.164Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:47.167Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:43:47 GMT\",\n[2026-09-29T07:43:47.171Z] [STDOUT]     \"request-id\": \"req_011CfXMdUgTLDxX71cerjtAr\",\n[2026-09-29T07:43:47.174Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:43:47.178Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:47.181Z] [STDOUT]     traceresponse: \"00-b6d0d3469c532620a6750f253089bced-e79ae217c901972c-01\",\n[2026-09-29T07:43:47.186Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:47.189Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:43:47.193Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:47.196Z] [STDOUT]   },\n[2026-09-29T07:43:47.199Z] [STDOUT]   durationMs: 1029,\n[2026-09-29T07:43:47.202Z] [STDOUT] }\n[2026-09-29T07:43:47.205Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:43:47.207Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:43:47 GMT\",\n[2026-09-29T07:43:47.209Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:47.211Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:47.214Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:43:47.217Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:47.223Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:47.226Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:47.231Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:43:47.233Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:47.235Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:47.240Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:47.242Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:47.248Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:47.252Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:47.255Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:47.258Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:47.260Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:47.262Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:47.265Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:47.268Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:47.272Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:47.275Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:47.278Z] [STDOUT]   \"request-id\": \"req_011CfXMdUgTLDxX71cerjtAr\",\n[2026-09-29T07:43:47.281Z] [STDOUT]   \"traceresponse\": \"00-b6d0d3469c532620a6750f253089bced-e79ae217c901972c-01\",\n[2026-09-29T07:43:47.285Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:47.289Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:47.292Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:43:47.296Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:47.298Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:47.300Z] [STDOUT]   \"cf-ray\": \"a4295bd8bc1b4d8b-FRA\",\n[2026-09-29T07:43:47.303Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:43:47.307Z] [STDOUT] [log_f9d5da] response parsed {\n[2026-09-29T07:43:47.310Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:47.312Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:47.315Z] [STDOUT]   body: X {\n[2026-09-29T07:43:47.318Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:43:47.321Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:43:47.326Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:43:47.329Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:43:47.333Z] [STDOUT]     },\n[2026-09-29T07:43:47.339Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:43:47.344Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:43:47.347Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:43:47.350Z] [STDOUT]   },\n[2026-09-29T07:43:47.352Z] [STDOUT]   durationMs: 1031,\n[2026-09-29T07:43:47.354Z] [STDOUT] }\n[2026-09-29T07:43:47.546Z] [INFO] {\n[2026-09-29T07:43:47.546Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:47.546Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:43:47.546Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:43:47.546Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:43:47.546Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:47.546Z] [INFO]   \"uuid\": \"3ec54c0a-c5d8-4249-8ca7-0c51607540f3\"\n[2026-09-29T07:43:47.546Z] [INFO] }\n[2026-09-29T07:43:48.700Z] [INFO] {\n[2026-09-29T07:43:48.700Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:48.700Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:43:48.700Z] [INFO]   \"estimated_tokens\": 241,\n[2026-09-29T07:43:48.700Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:43:48.700Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:48.700Z] [INFO]   \"uuid\": \"30575a1c-7406-412c-a103-eb038c017816\"\n[2026-09-29T07:43:48.700Z] [INFO] }\n[2026-09-29T07:43:48.705Z] [INFO] {\n[2026-09-29T07:43:48.705Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:43:48.705Z] [INFO]   \"message\": {\n[2026-09-29T07:43:48.705Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:43:48.705Z] [INFO]     \"id\": \"msg_011CfXMdVAV7ofkKrynAv1hQ\",\n[2026-09-29T07:43:48.705Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:43:48.705Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:43:48.705Z] [INFO]     \"content\": [\n[2026-09-29T07:43:48.705Z] [INFO]       {\n[2026-09-29T07:43:48.705Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:43:48.705Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:43:48.705Z] [INFO]         \"signature\": \"CAQSuwcKEAgSGAI4AUIIdGhpbmtpbmcSDKxzU8gvAmGrO0noFBoMRUb5+N3vNZkeyECxIjAxToXurhg6Ufh2oG+Ki+W0exrTRzvbgtaf4T9IhYycaqmPFPUErYMbHW/4aBWgKGAq2AZ0Y4OW/DHG5VtT0Xu0UVHT/hbqUiKvqMrak2hOPT1DXSD6LdXZ0mELLRNFN4Jr029cJQvGh/nRB+SjyzV/yoN17+KCh29oFVaMWhWhVQoMwelqhZQ0lYbYZaFXZu9MAyVMboHPFr6byvwO9jgbixcJZKvH71Su+xecKQqCjvfzaWkmB3pC6+CSmZupvFCnmRoVIUw58+aX2qhf4roQ3RNucE1oFnPskAWeALxzIOlvbmv4is9AMLF48UtoU3VGnx3n2pLqqq73CzcnTsQdLBmrt+X9xLdFavIScBWn3E/np6OE6MKU6HyQMs/89ELqj3a0OLBgq/cPkXTJWjNNrzpdJSxjCqET9OBtzZatpE3i4I710DtZtIqtSECnZ99wXValJkru76pFj7X7dS50+1Ua+F5PM6YkXxTqEddev5+ThKc2mQNiQlVLY1dVYsV4ZpdYwxGoEqjTTXSqQ2xj/fjF6433NBrl8uwCvZasZ7VVxH2BgvL9Wy4XhkRQY41lYRvAbWBzJIDw4jlZ42n4TVquEeHUV59E/2Ffsvv7LnrHnqK/Z8Ofqsu3VZRqxVG9zfstafW9VXmMU/J1KFDeg4XHo7Hw6ZnkN1O79ARrK+Sl0xuhOMvYBIEx+1+xY3WZPZC/mR91pYJ8S6pIgF2q9gBPbM6zDKx/JJvBQS+btQuFmQxpYENxMWlS672y0/mASvpY1fx6MqTK0z2vTBJsuWDfy6unVWph9bFrl0u27xc5hhqra6k4xe/cPZfamKZAQ8iVx4az4thGySQipVMypNSRNmT2xHOrAVtWaqmTa56j/niY8RXr2p7a0n2A0nSr7cj8FVJl3UfUE2EO9EQMeqcgK+ltCE35WtqWwAZlOwlqLH6h7up0O3ZGvCN/GIPKiOe/Y8gFfhdFqSauVzYO+5zIwkM7Cw4+VuFz3JtAd3j1dtAAebMOIUC9Eu9wBh0n5ErxXsmNaiW88QRtvBzgZRLSyjrP9v8GFj0clCXwnBYW/nngzl3pOHV/ZVGefZa6bRKTgfBfsJtpl5gRSkzV+mNph9M6wkTnYhSTnKRsnAZ4d1uGIywP5JBtgHW6zu1vSD/UY+iDMQoSqnP0Qb4ItWMwM3GCHKXP3C9EsrmlDVeIF/DJaVjn6FDWGAE=\"\n[2026-09-29T07:43:48.705Z] [INFO]       }\n[2026-09-29T07:43:48.705Z] [INFO]     ],\n[2026-09-29T07:43:48.705Z] [INFO]     \"container\": null,\n[2026-09-29T07:43:48.705Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:43:48.705Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:43:48.705Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:43:48.705Z] [INFO]     \"usage\": {\n[2026-09-29T07:43:48.705Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:43:48.705Z] [INFO]       \"cache_creation_input_tokens\": 7092,\n[2026-09-29T07:43:48.705Z] [INFO]       \"cache_read_input_tokens\": 21963,\n[2026-09-29T07:43:48.705Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:43:48.705Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:43:48.705Z] [INFO]         \"ephemeral_1h_input_tokens\": 7092\n[2026-09-29T07:43:48.705Z] [INFO]       },\n[2026-09-29T07:43:48.705Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:43:48.705Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:43:48.705Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:43:48.705Z] [INFO]     },\n[2026-09-29T07:43:48.705Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:43:48.705Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:43:48.705Z] [INFO]     \"context_management\": null\n[2026-09-29T07:43:48.705Z] [INFO]   },\n[2026-09-29T07:43:48.705Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:48.705Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:48.705Z] [INFO]   \"uuid\": \"478352ba-d950-4c78-aa9d-22c86965ff12\",\n[2026-09-29T07:43:48.705Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:48.698Z\",\n[2026-09-29T07:43:48.705Z] [INFO]   \"request_id\": \"req_011CfXMdUgTLDxX71cerjtAr\"\n[2026-09-29T07:43:48.705Z] [INFO] }\n[2026-09-29T07:43:49.786Z] [INFO] {\n[2026-09-29T07:43:49.786Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:43:49.786Z] [INFO]   \"message\": {\n[2026-09-29T07:43:49.786Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:43:49.786Z] [INFO]     \"id\": \"msg_011CfXMdVAV7ofkKrynAv1hQ\",\n[2026-09-29T07:43:49.786Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:43:49.786Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:43:49.786Z] [INFO]     \"content\": [\n[2026-09-29T07:43:49.786Z] [INFO]       {\n[2026-09-29T07:43:49.786Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:43:49.786Z] [INFO]         \"id\": \"toolu_01K9rK3rCqVaoKoXHoHuMdnQ\",\n[2026-09-29T07:43:49.786Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:43:49.786Z] [INFO]         \"input\": {\n[2026-09-29T07:43:49.786Z] [INFO]           \"command\": \"sed -n 60,200p CONTRIBUTING.md; grep -n -i \\\"\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\\\\|presentation\\\\|646\\\\|mango\\\" ops/backlog.md | head -40; find . -iname \\\"*present*\\\" -o -iname \\\"*pitch*\\\" -o -iname \\\"*slide*\\\" | grep -v .git/ | head\",\n[2026-09-29T07:43:49.786Z] [INFO]           \"description\": \"Read contributing rest, backlog matches\"\n[2026-09-29T07:43:49.786Z] [INFO]         },\n[2026-09-29T07:43:49.786Z] [INFO]         \"caller\": {\n[2026-09-29T07:43:49.786Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:43:49.786Z] [INFO]         }\n[2026-09-29T07:43:49.786Z] [INFO]       }\n[2026-09-29T07:43:49.786Z] [INFO]     ],\n[2026-09-29T07:43:49.786Z] [INFO]     \"container\": null,\n[2026-09-29T07:43:49.786Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:43:49.786Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:43:49.786Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:43:49.786Z] [INFO]     \"usage\": {\n[2026-09-29T07:43:49.786Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:43:49.786Z] [INFO]       \"cache_creation_input_tokens\": 7092,\n[2026-09-29T07:43:49.786Z] [INFO]       \"cache_read_input_tokens\": 21963,\n[2026-09-29T07:43:49.786Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:43:49.786Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:43:49.786Z] [INFO]         \"ephemeral_1h_input_tokens\": 7092\n[2026-09-29T07:43:49.786Z] [INFO]       },\n[2026-09-29T07:43:49.786Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:43:49.786Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:43:49.786Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:43:49.786Z] [INFO]     },\n[2026-09-29T07:43:49.786Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:43:49.786Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:43:49.786Z] [INFO]     \"context_management\": null\n[2026-09-29T07:43:49.786Z] [INFO]   },\n[2026-09-29T07:43:49.786Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:49.786Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:49.786Z] [INFO]   \"uuid\": \"1cc28cac-ebff-4aa8-a262-cfe7dcf54322\",\n[2026-09-29T07:43:49.786Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:49.774Z\",\n[2026-09-29T07:43:49.786Z] [INFO]   \"request_id\": \"req_011CfXMdUgTLDxX71cerjtAr\",\n[2026-09-29T07:43:49.786Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:43:49.786Z] [INFO]     \"toolu_01K9rK3rCqVaoKoXHoHuMdnQ\": {\n[2026-09-29T07:43:49.786Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920 && sed -n 60,200p CONTRIBUTING.md; grep -n -i \\\"\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\\\\|presentation\\\\|646\\\\|mango\\\" ops/backlog.md | head -40; find . -iname \\\"*present*\\\" -o -iname \\\"*pitch*\\\" -o -iname \\\"*slide*\\\" | grep -v .git/ | head\",\n[2026-09-29T07:43:49.786Z] [INFO]       \"description\": \"Read contributing rest, backlog matches\"\n[2026-09-29T07:43:49.786Z] [INFO]     }\n[2026-09-29T07:43:49.786Z] [INFO]   },\n[2026-09-29T07:43:49.786Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:43:49.786Z] [INFO]     \"toolu_01K9rK3rCqVaoKoXHoHuMdnQ\": {\n[2026-09-29T07:43:49.786Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920\"\n[2026-09-29T07:43:49.786Z] [INFO]     }\n[2026-09-29T07:43:49.786Z] [INFO]   }\n[2026-09-29T07:43:49.786Z] [INFO] }\n[2026-09-29T07:43:50.982Z] [INFO] {\n[2026-09-29T07:43:50.982Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:43:50.982Z] [INFO]   \"message\": {\n[2026-09-29T07:43:50.982Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:43:50.982Z] [INFO]     \"content\": [\n[2026-09-29T07:43:50.982Z] [INFO]       {\n[2026-09-29T07:43:50.982Z] [INFO]         \"tool_use_id\": \"toolu_01K9rK3rCqVaoKoXHoHuMdnQ\",\n[2026-09-29T07:43:50.982Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:43:50.982Z] [INFO]         \"content\": \"\\nOutput too large (52.5KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bl97cs6yp.txt\\n\\nPreview (first 2KB):\\n\u042f\u0432\u043d\u0430\u044f \u041c\u0435\u0442\u0430 \u0432 issue \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442, \u0435\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 hard rules. \u0415\u0441\u043b\u0438\\n\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043e, \u0430\u0433\u0435\u043d\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u0438 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 guidance.\\n\\n\u041c\u0435\u0442\u043a\u0430 `no-diff-expected` \u2014 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u044f PR,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043d\u0435 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0434\u0438\u0444\u0444 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 retarget).\\n\u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u0441\u0442\u0430\u0432\u0438\u0442 \u0435\u0451 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e; \u043e\u0431\u044b\u0447\u043d\u044b\u0439 PR \u043e\u0431\u044f\u0437\u0430\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0434\u0438\u0444\u0444.\\n\\nHistorical migration material \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a source context \u0447\u0435\u0440\u0435\u0437\\naudit, PR history \u0438\u043b\u0438 \u044f\u0432\u043d\u043e \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 `source` path. \u041d\u043e\u0432\u044b\u0439 active artifact \u0434\u043e\u043b\u0436\u0435\u043d\\n\u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c, \u043e\u0442\u043a\u0443\u0434\u0430 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043e\u043d\u043e \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u043c.\\n\\n### \u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432\\n\\n\u041f\u0440\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0430 \u0441\u0435\u0441\u0441\u0438\u0438, \u0435\u0441\u043b\u0438 \u0432 \u043d\u0435\u0439 \u0435\u0441\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\u0434\u043e\u043b\u0436\u0435\u043d \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0438\u0445 \u0432 [`ops/backlog.md`](ops/backlog.md), \u0441\u0435\u043a\u0446\u0438\u044f\\n\u00ab\u041e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\u00bb. \u0415\u0441\u043b\u0438 \u0432\u043e\u043f\u0440\u043e\u0441 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c \u0432 BACKLOG \u2014 \u043d\u0435 \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c\\n\u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442 \u0432 \u043a\u043e\u043b\u043e\u043d\u043a\u0443 \u00ab\u0421\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u044b\u00bb.\\n\\n### \u0420\u0430\u0431\u043e\u0442\u0430 \u0441 \u0432\u043d\u0435\u0448\u043d\u0438\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438\\n\\n\u041f\u043e\u043b\u043d\u044b\u0439 \u0441\u0432\u043e\u0434 \u043f\u0440\u0430\u0432\u0438\u043b \u2014 \u0432\\n[research/external-knowledge/README.md](research/external-knowledge/README.md),\\n\u0440\u0430\u0437\u0434\u0435\u043b \u00ab\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0432\u043d\u0435\u0448\u043d\u0438\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438\u00bb. \u041a\u0440\u0430\u0442\u043a\u0430\u044f \u0432\u044b\u0436\u0438\u043c\u043a\u0430:\\n\\n- **\u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435.** \u041c\u0435\u0442\u043a\u0430 `research`/\u00ab\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435\u00bb \u0431\u0435\u0437 \u0441\u0441\u044b\u043b\u043a\u0438 = \u0448\u0438\u0440\u043e\u043a\u0438\u0439 \u043f\u043e\u0438\u0441\u043a;\\n  \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0439 URL = \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u0435 \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430.\\n- **\u0424\u0438\u043a\u0441\u0430\u0446\u0438\u044f.** \u0424\u0430\u043a\u0442 \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u044f \u2192 \u0432\\n  [\u0440\u0435\u0435\u0441\u0442\u0440](research/external-knowledge/external-sources-registry.md) **\u0412\u0421\u0415\u0413\u0414\u0410**.\\n  \u041f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u2192 \u0438\u043d\u0441\u0430\u0439\u0442 \u0432\\n  [external-insights/](research/external-knowledge/external-insights/). \u0415\u0441\u043b\u0438\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043d\u0435 \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u0434\u043b\u044f \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0430\u0437\u044b, \u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0438\u0434\u0435\u0438 \u0434\u043b\u044f \u0431\u0443\u0434\u0443\u0449\u0438\u0445 \u0444\u0430\u0437 \u0438\u043b\u0438\\n  \u0441\u043c\u0435\u0436\u043d\u044b\u0445 \u0442\u0435\u043c, \u043e\u043d \u043c\u0430\u0440\u043a\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0442\u0435\u0433\u0430\u043c\u0438 `future-phase: X`, `topic: Y` (\u043f\u0440\u0438\\n  \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `use-case: Z`) \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u0432 \u0411\u0417 \u043a\u0430\u043a \u0437\u0430\u0434\u0435\u043b \u043d\u0430 \u0431\u0443\u0434\u0443\u0449\u0435\u0435.\\n  \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c.\\n- **\u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435.** \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0441 \u044f\u0432\u043d\u044b\u043c\u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c\u0438 \u0445\u0430\u0439\u043f\u0430 \u0438\u043b\u0438 \u0432\u043e\u0434\u044b (\u043d\u0435\u0442 \u043a\u043e\u0434\u0430 \u0434\u043b\u044f\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u043d\u0435\u0442 \u043c\u0435\u0442\u0440\u0438\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430, \u0442\u043e\u043b\u044c\u043a\u043e \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0435 \u043e\u0431\u0435\u0449\u0430\u043d\u0438\u044f) \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u044e\u0442\u0441\u044f\\n  \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e: \u0442\u043e\u043b\u044c\u043a\u043e \u0444\u0430\u043a\u0442 \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `rejected` \u0438 \u043f\u043e\u043c\u0435\u0442\u043a\u043e\u0439\\n  \u00ab\u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043e\u00bb, \u0431\u0435\u0437 \u0438\u043d\u0441\u0430\u0439\u0442\u0430.\\n...\\n\",\n[2026-09-29T07:43:50.982Z] [INFO]         \"is_error\": false\n[2026-09-29T07:43:50.982Z] [INFO]       }\n[2026-09-29T07:43:50.982Z] [INFO]     ]\n[2026-09-29T07:43:50.982Z] [INFO]   },\n[2026-09-29T07:43:50.982Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:50.982Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:50.982Z] [INFO]   \"uuid\": \"ffb4fdb4-3453-49d1-abf1-765e377e50ee\",\n[2026-09-29T07:43:50.982Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:50.973Z\",\n[2026-09-29T07:43:50.982Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:43:50.982Z] [INFO]     \"stdout\": \"\u042f\u0432\u043d\u0430\u044f \u041c\u0435\u0442\u0430 \u0432 issue \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442, \u0435\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 hard rules. \u0415\u0441\u043b\u0438\\n\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043e, \u0430\u0433\u0435\u043d\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u0438 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 guidance.\\n\\n\u041c\u0435\u0442\u043a\u0430 `no-diff-expected` \u2014 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u044f PR,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043d\u0435 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0434\u0438\u0444\u0444 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 retarget).\\n\u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u0441\u0442\u0430\u0432\u0438\u0442 \u0435\u0451 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e; \u043e\u0431\u044b\u0447\u043d\u044b\u0439 PR \u043e\u0431\u044f\u0437\u0430\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0434\u0438\u0444\u0444.\\n\\nHistorical migration material \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a source context \u0447\u0435\u0440\u0435\u0437\\naudit, PR history \u0438\u043b\u0438 \u044f\u0432\u043d\u043e \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 `source` path. \u041d\u043e\u0432\u044b\u0439 active artifact \u0434\u043e\u043b\u0436\u0435\u043d\\n\u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c, \u043e\u0442\u043a\u0443\u0434\u0430 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043e\u043d\u043e \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u043c.\\n\\n### \u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432\\n\\n\u041f\u0440\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0430 \u0441\u0435\u0441\u0441\u0438\u0438, \u0435\u0441\u043b\u0438 \u0432 \u043d\u0435\u0439 \u0435\u0441\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\u0434\u043e\u043b\u0436\u0435\u043d \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0438\u0445 \u0432 [`ops/backlog.md`](ops/backlog.md), \u0441\u0435\u043a\u0446\u0438\u044f\\n\u00ab\u041e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\u00bb. \u0415\u0441\u043b\u0438 \u0432\u043e\u043f\u0440\u043e\u0441 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c \u0432 BACKLOG \u2014 \u043d\u0435 \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c\\n\u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442 \u0432 \u043a\u043e\u043b\u043e\u043d\u043a\u0443 \u00ab\u0421\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u044b\u00bb.\\n\\n### \u0420\u0430\u0431\u043e\u0442\u0430 \u0441 \u0432\u043d\u0435\u0448\u043d\u0438\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438\\n\\n\u041f\u043e\u043b\u043d\u044b\u0439 \u0441\u0432\u043e\u0434 \u043f\u0440\u0430\u0432\u0438\u043b \u2014 \u0432\\n[research/external-knowledge/README.md](research/external-knowledge/README.md),\\n\u0440\u0430\u0437\u0434\u0435\u043b \u00ab\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0432\u043d\u0435\u0448\u043d\u0438\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438\u00bb. \u041a\u0440\u0430\u0442\u043a\u0430\u044f \u0432\u044b\u0436\u0438\u043c\u043a\u0430:\\n\\n- **\u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435.** \u041c\u0435\u0442\u043a\u0430 `research`/\u00ab\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435\u00bb \u0431\u0435\u0437 \u0441\u0441\u044b\u043b\u043a\u0438 = \u0448\u0438\u0440\u043e\u043a\u0438\u0439 \u043f\u043e\u0438\u0441\u043a;\\n  \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0439 URL = \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u0435 \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430.\\n- **\u0424\u0438\u043a\u0441\u0430\u0446\u0438\u044f.** \u0424\u0430\u043a\u0442 \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u044f \u2192 \u0432\\n  [\u0440\u0435\u0435\u0441\u0442\u0440](research/external-knowledge/external-sources-registry.md) **\u0412\u0421\u0415\u0413\u0414\u0410**.\\n  \u041f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u2192 \u0438\u043d\u0441\u0430\u0439\u0442 \u0432\\n  [external-insights/](research/external-knowledge/external-insights/). \u0415\u0441\u043b\u0438\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043d\u0435 \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u0434\u043b\u044f \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0430\u0437\u044b, \u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0438\u0434\u0435\u0438 \u0434\u043b\u044f \u0431\u0443\u0434\u0443\u0449\u0438\u0445 \u0444\u0430\u0437 \u0438\u043b\u0438\\n  \u0441\u043c\u0435\u0436\u043d\u044b\u0445 \u0442\u0435\u043c, \u043e\u043d \u043c\u0430\u0440\u043a\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0442\u0435\u0433\u0430\u043c\u0438 `future-phase: X`, `topic: Y` (\u043f\u0440\u0438\\n  \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `use-case: Z`) \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u0432 \u0411\u0417 \u043a\u0430\u043a \u0437\u0430\u0434\u0435\u043b \u043d\u0430 \u0431\u0443\u0434\u0443\u0449\u0435\u0435.\\n  \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c.\\n- **\u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435.** \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0441 \u044f\u0432\u043d\u044b\u043c\u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c\u0438 \u0445\u0430\u0439\u043f\u0430 \u0438\u043b\u0438 \u0432\u043e\u0434\u044b (\u043d\u0435\u0442 \u043a\u043e\u0434\u0430 \u0434\u043b\u044f\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u043d\u0435\u0442 \u043c\u0435\u0442\u0440\u0438\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430, \u0442\u043e\u043b\u044c\u043a\u043e \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0435 \u043e\u0431\u0435\u0449\u0430\u043d\u0438\u044f) \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u044e\u0442\u0441\u044f\\n  \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e: \u0442\u043e\u043b\u044c\u043a\u043e \u0444\u0430\u043a\u0442 \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `rejected` \u0438 \u043f\u043e\u043c\u0435\u0442\u043a\u043e\u0439\\n  \u00ab\u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043e\u00bb, \u0431\u0435\u0437 \u0438\u043d\u0441\u0430\u0439\u0442\u0430.\\n- **\u0427\u0438\u0441\u0442\u043e\u0442\u0430.** \u0424\u0430\u043a\u0442\u044b \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u044f \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 **\u041d\u0415** \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 `CHANGELOG.md`\\n  \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432.\\n- **Traceability.** \u0410\u0432\u0442\u043e\u0440/\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f, \u0434\u0430\u0442\u0430 \u0438 \u044f\u0437\u044b\u043a \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u0441\u0435\u0433\u0434\u0430; \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u2014\\n  \u043a\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430.\\n\\n### \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 AI-\u0430\u0433\u0435\u043d\u0442\u0430\u043c\u0438\\n\\n- \u041a\u0430\u0436\u0434\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a \u0430\u0433\u0435\u043d\u0442\u0430 - \u043d\u043e\u0432\u0430\u044f \u0441\u0435\u0441\u0441\u0438\u044f. \u041f\u0435\u0440\u0435\u0434\u0430\u0432\u0430\u0439\u0442\u0435 summary, issue, PR \u0438\u043b\u0438\\n  handover prompt, \u0435\u0441\u043b\u0438 \u043d\u0443\u0436\u0435\u043d \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\n- \u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u0442 GitHub comments, review comments \u0438 CI \u043f\u043e\u0441\u043b\u0435 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\\n  \u0441\u0435\u0441\u0441\u0438\u0438. \u0414\u043b\u044f \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u044f \u043d\u0443\u0436\u0435\u043d manual restart.\\n- Comment + manual restart \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044e \u0432 \u0442\u043e\u043c \u0436\u0435 PR; merge \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442\\n  \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430; close \u0431\u0435\u0437 merge \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043e\u0442\u043c\u0435\u043d\u0443.\\n- \u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u044b\u0435 \u043f\u043e\u043b\u044f \u0437\u0430\u0434\u0430\u0447\u0438 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u043c\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\u043c\u0438. \u041d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0439\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a gap \u0438\u043b\u0438 \u0432\u043e\u043f\u0440\u043e\u0441.\\n- \u0412 Creative mode \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0431\u0445\u043e\u0434 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0425\u0430\u0431\u0430, \u0435\u0441\u043b\u0438 \u043e\u043d \u043d\u0435\\n  \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 hard bans \u0438 \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0432 PR, ADR/RFC \u0438\u043b\u0438 audit.\\n\\n## Frontmatter\\n\\n\u041d\u043e\u0432\u044b\u0435 \u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u044b\u0435 Markdown-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 necessary and\\nsufficient frontmatter \u0438\u0437\\n[standards/frontmatter-standard.md](standards/frontmatter-standard.md) \u0438\\n[standards/frontmatter-docs-standard.md](standards/frontmatter-docs-standard.md):\\n\u0431\u0430\u0437\u043e\u0432\u044b\u0435 \u043f\u043e\u043b\u044f `status`, `version`, `updated`, `temperature` \u043f\u043b\u044e\u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435\\n\u043f\u043e\u043b\u044f \u043a\u043b\u0430\u0441\u0441\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. Governance-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0442\u0440\u0435\u0431\u0443\u044e\u0442 `owner`, ADR \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n`decision-type`, RFC \u0442\u0440\u0435\u0431\u0443\u0435\u0442 `rfc-scope`. `ai-generated` \u0432\u043e frontmatter\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d.\\n\\n## File Naming\\n\\n\u041d\u043e\u0432\u044b\u0435 \u0438 \u043c\u0438\u0433\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0445\u0440\u043e\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 Markdown-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 date-first\\n\u0438\u043c\u0435\u043d\u0430 \u043f\u043e [standards/file-naming.md](standards/file-naming.md):\\n`YYYY-MM-DD-name.md` \u0434\u043b\u044f Hub `research/`, Hub `docs/report/` \u0438 spoke\\n`docs/analysis/`;\\n`YYYY-MM-name.md` \u0438\u043b\u0438 `YYYY-name.md` \u0434\u043b\u044f spoke `docs/rfc/`;\\n`YYYY-MM-adr-NNN-name.md` \u0434\u043b\u044f spoke ADR.\\n\u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0438: Hub `research/`, Hub `docs/report/`, spoke\\n`docs/analysis/`, `docs/rfc/` \u0438 `docs/adr/`.\\n\\n## \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\\n```bash\\nbash tools/test-frontmatter-validator.sh\\nbash tools/test-smart-sync.sh\\nbash tools/test-reference-research-terminology.sh\\nbash tools/test-agent-onboarding-authorization.sh\\nbash tools/test-operating-mode-contract.sh\\nbash tools/test-check-agent-work-rules-size.sh\\nbash tools/test-nonempty-diff.sh\\nbash tools/test-historical-immutable.sh\\nbash tools/test-validate-rrp-links.sh\\n./tools/check-agent-work-rules-size.sh\\n./tools/validate-file-naming.sh\\n./tools/validate-frontmatter.sh .\\n./tools/validate-repository-structure.sh\\n./tools/validate-rrp-links.sh\\npython3 tools/generate-manifest.py --check\\n```\\n\\n## \u041f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043d\u0435\u043f\u0443\u0441\u0442\u043e\u0433\u043e \u0434\u0438\u0444\u0444\u0430\\n\\n\u041a\u0430\u0436\u0434\u044b\u0439 pull request \u043e\u0431\u044f\u0437\u0430\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043d\u0435\u043f\u0443\u0441\u0442\u043e\u0439 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0434\u0438\u0444\u0444. \u041f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u0435\\n\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438: \u0448\u0430\u0433 `Validate nonempty diff` \u0432\\n[.github/workflows/validate.yml](.github/workflows/validate.yml) \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n[tools/validate-nonempty-diff.sh](tools/validate-nonempty-diff.sh) \u043d\u0430 \u0441\u043e\u0431\u044b\u0442\u0438\u0438\\n`pull_request`. \u0414\u0438\u0444\u0444 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f three-dot \u043e\u0442 `merge-base`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u0430 \u043a \u0434\u0432\u0438\u0436\u0435\u043d\u0438\u044e base-\u0432\u0435\u0442\u043a\u0438 \u0438 \u043a merge-\u043a\u043e\u043c\u043c\u0438\u0442\u0430\u043c. \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0432\\n\u0441\u043b\u0443\u0436\u0435\u0431\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430\u0445-\u0437\u0430\u0433\u043b\u0443\u0448\u043a\u0430\u0445 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u043c \u0434\u0438\u0444\u0444\u043e\u043c \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f; \u0442\u0435\u043b\u043e PR \u0432 git \u043d\u0435\\n\u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0438 \u0432 \u0434\u0438\u0444\u0444 \u043d\u0435 \u0432\u0445\u043e\u0434\u0438\u0442.\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u2014 [RFC #470](docs/rfc/2026-08-06-rfc-task-statement-architecture.md),\\n\u0440\u0430\u0437\u0434\u0435\u043b \u00abImplementation and Validation\u00bb, \u0448\u0430\u0433 1.\\n\\n### Escape-\u043c\u0435\u0442\u043a\u0430 `no-diff-expected`\\n\\n\u0415\u0441\u043b\u0438 PR \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043a\u043e\u0434\u0430 \u0438\u043b\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, PR \u0441\\n\u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c \u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443), \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u043c\u0435\u0442\u043a\u043e\u0439 `no-diff-expected`.\\n\\n- \u041c\u0435\u0442\u043a\u0443 \u0441\u0442\u0430\u0432\u0438\u0442 **\u0442\u043e\u043b\u044c\u043a\u043e owner \u0438\u043b\u0438 admin \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f**. \u041c\u0435\u0442\u043a\u0430, \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u0430\u044f\\n  \u043b\u044e\u0431\u044b\u043c \u0434\u0440\u0443\u0433\u0438\u043c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043d\u0435 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442: CI \u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u044f\u0432\u043d\u044b\u043c\\n  \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0435\u043c \u043e \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043c\u0435\u0442\u043a\u0435.\\n- \u0410\u0433\u0435\u043d\u0442 **\u043d\u0435 \u0441\u0442\u0430\u0432\u0438\u0442** \u044d\u0442\u0443 \u043c\u0435\u0442\u043a\u0443 \u0441\u0430\u043c \u0438 \u043d\u0435 \u043f\u0440\u043e\u0441\u0438\u0442 \u0435\u0451 \u043a\u0430\u043a \u0441\u043f\u043e\u0441\u043e\u0431 \u043e\u0431\u043e\u0439\u0442\u0438 \u043f\u0443\u0441\u0442\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0440\u0430\u0431\u043e\u0442\u044b; \u0432\u043c\u0435\u0441\u0442\u043e \u044d\u0442\u043e\u0433\u043e \u043e\u043d \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e, \u0438\\n  \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0432 PR.\\n\\n## \u0421\u0432\u044f\u0437\u044c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441 \u0442\u0435\u043e\u0440\u0438\u0435\u0439 \u0432 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 RRP\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u043e **P2** Reference Research Pattern\\n([RFC](docs/rfc/2026-07-17-rfc-reference-research-pattern.md)) \u0442\u0440\u0435\u0431\u0443\u0435\u0442, \u0447\u0442\u043e\u0431\u044b\\n\u0432\u0435\u0442\u043a\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u043c\u043e\u0434\u0443\u043b\u044f **\u044f\u0432\u043d\u043e** \u0441\u0441\u044b\u043b\u0430\u043b\u0430\u0441\u044c \u043d\u0430 \u0441\u0432\u043e\u0451 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435. \u041f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u044b\u0435\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043f\u043e issue #505 \u0438 issue #506 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0431\u0435\u0437 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u043e\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0430\u043b\u043e\u0441\u044c \u0432 3 \u0438\u0437 8 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u043c\u043e\u0434\u0435\u043b\u0438-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f: \u0441\u043e\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u0440\u043e\u0432\u043d\u043e\\n\u0442\u043e, \u0447\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 CI.\\n\\n\u041f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438: \u0448\u0430\u0433\\n`Validate RRP practice-to-theory links` \u0432\\n[.github/workflows/validate.yml](.github/workflows/validate.yml) \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n[tools/validate-rrp-links.sh](tools/validate-rrp-links.sh). \u041a\u0430\u0442\u0430\u043b\u043e\u0433 \u043e\u043f\u043e\u0437\u043d\u0430\u0451\u0442\u0441\u044f\\n\u043a\u0430\u043a \u043c\u043e\u0434\u0443\u043b\u044c \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e `00-*.md` \u2014 \u0442\u043e\u0442 \u0436\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043a, \u0447\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\\n`validate-file-naming.sh`. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439: \u0432 \u0444\u0430\u0439\u043b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 (`40-*.md`) \u0435\u0441\u0442\u044c \u0445\u043e\u0442\u044f \u0431\u044b\\n\u043e\u0434\u043d\u0430 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f markdown-\u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0444\u0430\u0439\u043b \u0432\u0435\u0442\u043a\u0438 \u0442\u0435\u043e\u0440\u0438\u0438 \u0442\u043e\u0433\u043e \u0436\u0435 \u043c\u043e\u0434\u0443\u043b\u044f\\n(`10-*.md`, `20-*.md`, `30-*.md`). \u0423\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0435 \u0438\u043c\u0435\u043d\u0438 \u0444\u0430\u0439\u043b\u0430 \u0431\u0435\u0437 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0435\\n89:`mango-ba-ai-runtime`.\\n94:| [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts) | **`legacy/archived`** | \u041d\u043e\u0432\u0430\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0432 \u043d\u0451\u043c \u043d\u0435 \u0432\u0435\u0434\u0451\u0442\u0441\u044f. \u0415\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b (`runs/`, `kb/`, `prompts/`, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b) \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f **\u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e** \u043f\u043e [ADR-014](../docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md) (`LG-1`\u2026`LG-6`) \u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u0410\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0449\u0430\u044f \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u044d\u0442\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f, \u0432 \u0431\u044d\u043a\u043b\u043e\u0433\u0435 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u0430. |\\n95:| `mango-ba-ai-runtime` | `target` | \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f MVP. \u0417\u0430\u0434\u0430\u0447\u0438 \u0421\u043f\u0440\u0438\u043d\u0442\u0430 19 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043d\u0451\u043c. |\\n100:`mango-ba-ai-runtime` \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0425\u0430\u0431\u0430,\\n106:(V2 \u00ab\u0412\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422/\u0422\u0417\u00bb), 7 (\u0442\u0440\u0438\u0433\u0433\u0435\u0440\u043d\u044b\u0435 \u0432\u0445\u043e\u0434\u044b RFC/ADR) \u0438 8 (\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 Mango \u043d\u0430\\n139:| **B-060** | \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043d\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f `projects-sink/` | **P3** | B-048 | DONE | [#589](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/589) / [PR #590](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/590) | Issue #380; B-034 Phase 4; ADR-007; `projects/` intake pain; B-171 | \u0410\u043a\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438 \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438 `AGENTS.md` \u0432 `mango-ba-ai-runtime`: `projects-sink/agents-md/` \u0437\u0430\u0434\u0430\u0451\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0439 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u2192 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u2192 \u0430\u0434\u0430\u043f\u0442\u0430\u0446\u0438\u044f \u2192 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f\u00bb, \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 general/archetype/environment/project layers, \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 \u0441\u043b\u0435\u043f\u043e\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0441\u0440\u0435\u0434\u043e\u0432\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0431\u0435\u0437 profile, \u0434\u0430\u0451\u0442 \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. Read-only \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430 `aether-orbis` \u0432\u044b\u044f\u0432\u0438\u043b\u0430 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 `.hub-profile.json` \u0438 `AGENTS.md`: \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0442 \u0443\u0433\u0430\u0434\u044b\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b \u0438 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 profile \u0434\u043e \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438. | Creative |\\n210:\u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u2014 `mango-ba-ai-runtime`, \u0430 `mango_ba_prompts` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\\n219:\u0420\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 `AGENTS.md` \u0438 \u0431\u0430\u0437\u043e\u0432\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0432 `mango-ba-ai-runtime` \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0448\u0430\u0431\u043b\u043e\u043d\u0430\\n224:\u041f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 `AGENTS.md` \u0438 \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438 \u043b\u0435\u0436\u0430\u0442 \u0432 `mango-ba-ai-runtime` \u0438\\n227:`mango_ba_prompts`, \u0437\u0430\u043a\u0440\u044b\u0442\u044b \u043a\u0430\u043a `CANCELLED` \u043f\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u0443 `legacy/archived`.\\n231:| **B-110** | \u041b\u0435\u0433\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f `AGENTS.md` \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0431\u0443\u0442\u0441\u0442\u0440\u0430\u043f\u0430 | **P1** | \u2014 | DONE | [#547](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/547) | [\u0410\u043d\u0430\u043b\u0438\u0437 \u043a\u043e\u0440\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0438\u0447\u0438\u043d](../docs/analysis/2026-09-03-ai-rules-compliance-failure-root-cause.md); [\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a](../research/hub/2026-09-03-ai-agent-onboarding-entrypoint-practices.md); [RFC \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 AGENTS.md](../docs/rfc/2026-09-03-rfc-agents-md-root-contract.md) (issue #551); decision record \u2014 [ADR-012 \u00ab\u041a\u043e\u0440\u043d\u0435\u0432\u043e\u0439 `AGENTS.md` \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0443\u0442\u0441\u0442\u0440\u0430\u043f\u0430\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-012-agents-md-root-contract.md) (issue #559) | \u0423\u0437\u0430\u043a\u043e\u043d\u0438\u0442\u044c \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0439 `AGENTS.md`. **\u041f\u0443\u0442\u044c \u043b\u0435\u0433\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0435\u0448\u0451\u043d (`Q-1`, [ADR-012 \u00ab\u041a\u043e\u0440\u043d\u0435\u0432\u043e\u0439 `AGENTS.md` \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0443\u0442\u0441\u0442\u0440\u0430\u043f\u0430\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-012-agents-md-root-contract.md)): \u0432\u0430\u0440\u0438\u0430\u043d\u0442 B \u2014 \u043d\u043e\u0432\u044b\u0439 `standards/agents-md-bootstrap-standard.md`; ADR-007 \u0434\u043e\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u0447\u0435\u0447\u043d\u043e \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c ADR, \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 ADR \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f.** \u0412\u043a\u043b\u044e\u0447\u0438\u0442\u044c `AGENTS.md` \u0432 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u0444\u0430\u0439\u043b\u044b, \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0435\u0433\u043e \u0432 allowlist \u0438 `required_files` [`tools/validate-repository-structure.sh`](../tools/validate-repository-structure.sh), \u0440\u0430\u0437\u043c\u0435\u0441\u0442\u0438\u0442\u044c \u0432 \u043a\u043e\u0440\u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 [`templates/agents-md-root-draft.md`](../templates/agents-md-root-draft.md), \u0437\u0430\u0432\u0435\u0441\u0442\u0438 \u0442\u043e\u043d\u043a\u0438\u0435 \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0438 `CLAUDE.md` (\u0438\u043c\u043f\u043e\u0440\u0442 `@AGENTS.md`), `.github/copilot-instructions.md` \u0438 `.cursor/rules/` \u0431\u0435\u0437 \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u0430\u0432\u0438\u043b. \u0414\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043a\u043e\u0440\u0435\u043d\u043d\u0430\u044f \u043b\u0435\u0433\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e RFC: \u0435\u0434\u0438\u043d\u044b\u0439 \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0444\u0430\u0439\u043b \u2014 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u0430\u044f \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043d\u043e\u0432\u0430\u0446\u0438\u044f \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b. \u0414\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b \u0432 \u043c\u043e\u0434\u0435\u043b\u044c-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e. **\u0417\u0430\u043a\u0440\u044b\u0442\u043e \u043f\u043e issue #583:** \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0439 [`AGENTS.md`](../AGENTS.md) \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438 \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 \u043a\u043e\u0440\u043d\u0435 \u0425\u0430\u0431\u0430 \u0438 \u043b\u0435\u0433\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d; \u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u0430\u044f \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0430 \u0432 \u0441\u043f\u0438\u0446\u044b \u0432\u0435\u0434\u0451\u0442\u0441\u044f `B-111` \u0438 \u0446\u0435\u043b\u0438\u0442\u0441\u044f \u0432 `mango-ba-ai-runtime`. | Structured |\\n232:| **B-111** | \u0421\u043a\u0440\u0438\u043f\u0442 `tools/inject-agents-md.sh` \u0434\u043b\u044f \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u0439 \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u0432 \u0441\u043f\u0438\u0446\u044b | **P1** | B-110, B-060 | todo | [#547](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/547) | \u0412\u044b\u0432\u043e\u0434 \u04126 [\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a](../research/hub/2026-09-03-ai-agent-onboarding-entrypoint-practices.md): Copilot \u0438 Cursor \u0447\u0438\u0442\u0430\u044e\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0444\u0430\u0439\u043b\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0430\u043c\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f; [\u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438](../projects-sink/agents-md/synchronization-rules.md) | \u0420\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b\u0439 \u0441\u043a\u0440\u0438\u043f\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 **\u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u0444\u0430\u0439\u043b \u0432\u0441\u043b\u0435\u043f\u0443\u044e**, \u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e general/archetype/environment/project layers \u0438\u0437 `projects-sink/agents-md/`. \u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 `.hub-profile.json`, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 template \u0430\u0440\u0445\u0435\u0442\u0438\u043f\u0430, \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441\u0440\u0435\u0434\u044b, \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 project delta \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439 `derived_from` \u0441 \u0442\u043e\u0447\u043d\u044b\u043c upstream SHA \u0432 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 profile/manifest. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f: dry-run \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e, \u043f\u043e\u0441\u0435\u043a\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442 `add/update/keep/remove-duplicate/conflict`, \u043e\u0442\u043a\u0430\u0437 \u043f\u0440\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0430\u0432\u043a\u0430\u0445 \u0431\u0435\u0437 \u0444\u043b\u0430\u0433\u0430, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 CI/\u043f\u043e \u0440\u0430\u0441\u043f\u0438\u0441\u0430\u043d\u0438\u044e, \u0437\u0430\u043f\u0438\u0441\u044c \u0432 `CHANGELOG` \u0441\u043f\u0438\u0446\u044b. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d \u043f\u0430\u0440\u043d\u044b\u0439 check-\u0440\u0435\u0436\u0438\u043c, \u043f\u0430\u0434\u0430\u044e\u0449\u0438\u0439 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438/\u0434\u0440\u0435\u0439\u0444\u0435 `AGENTS.md`, \u0440\u0430\u0441\u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0438 profile \u0441\u043e ``, \u0434\u0443\u0431\u043b\u044f\u0445 \u043f\u0440\u0430\u0432\u0438\u043b \u0432 adapters \u0438 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0438 \u0438\u0437\u043e\u043b\u044f\u0446\u0438\u0438 EP-C1. **\u041f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e \u043f\u043e issue #583:** \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u2014 `mango-ba-ai-runtime` (\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e) \u0438 `aether-orbis`; `mango_ba_prompts` \u0438\u0441\u043a\u043b\u044e\u0447\u0451\u043d \u043a\u0430\u043a `legacy/archived`. | Structured |\\n233:| **B-112** | Mango: \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u0442\u044c `docs/contracts/` \u0438 \u0437\u0430\u0434\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0434\u043e\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 | **P1** | B-110 | CANCELLED | [#547](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/547) | \u041d\u0430\u0445\u043e\u0434\u043a\u0430 F2 [\u0430\u043d\u0430\u043b\u0438\u0437\u0430](../docs/analysis/2026-09-03-ai-rules-compliance-failure-root-cause.md): [`docs/contracts/kb-citations.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/contracts/kb-citations.md) | \u0414\u0432\u0443\u0445\u0447\u0430\u0441\u0442\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430. \u0412 \u0425\u0430\u0431\u0435: \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c [`standards/contract-documentation-standard.md`](../standards/contract-documentation-standard.md) \u0438 [`ops/repo-model.md`](repo-model.md) \u044f\u0432\u043d\u044b\u043c \u0434\u043e\u043c\u043e\u043c \u0434\u043b\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb \u2014 \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0444\u043e\u0440\u043c\u0443, \u043d\u043e \u043d\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u0433\u0434\u0435 \u043e\u043d \u0436\u0438\u0432\u0451\u0442\u00bb, \u0447\u0442\u043e \u0438 \u043f\u043e\u0440\u043e\u0434\u0438\u043b\u043e \u0441\u0431\u043e\u0439. \u0412 Mango: \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0442\u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 `docs/contracts/` \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u044b\u0439 \u0434\u043e\u043c (`ai-rules/`), \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u043a\u0430\u0442\u0430\u043b\u043e\u0433, \u0443\u0431\u0440\u0430\u0442\u044c \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d\u043d\u043e\u0435 \u043f\u043e\u043b\u0435 `ai-generated` \u0438\u0437 frontmatter, \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u0441\u0441\u044b\u043b\u043a\u0438. \u0417\u0430\u0434\u0430\u0447\u0430 \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0439, \u043f\u043e\u043a\u0430 \u0437\u0430\u043f\u0440\u0435\u0442 \u043d\u0430 `docs/contracts/` \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e (\u0441\u043c. B-116). **\u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u043f\u043e \u043d\u0430\u0445\u043e\u0434\u043a\u0435 F7:** \u043f\u0443\u0442\u044c `docs/contracts/kb-citations.md` \u0431\u044b\u043b \u043f\u0440\u0435\u0434\u043f\u0438\u0441\u0430\u043d \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0432 \u0440\u0430\u0437\u0434\u0435\u043b\u0435 \u00ab\u0413\u043e\u0442\u043e\u0432\u043e, \u043a\u043e\u0433\u0434\u0430\u00bb \u0437\u0430\u0434\u0430\u0447\u0438 [mango#353](https://github.com/G-Ivan-A/mango_ba_prompts/issues/353), \u0430 \u043d\u0435 \u0432\u044b\u0431\u0440\u0430\u043d \u0430\u0433\u0435\u043d\u0442\u043e\u043c, \u2014 \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0430\u043f\u0440\u0435\u0442\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e: \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0438 \u043a\u0430\u043d\u0430\u043b \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 (B-116, \u043f\u0443\u043d\u043a\u0442 2), \u0438\u043d\u0430\u0447\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043f\u043e\u043b\u0443\u0447\u0438\u0442 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u00ab\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043f\u0440\u043e\u0442\u0438\u0432 DoD\u00bb. **\u041e\u0442\u043c\u0435\u043d\u0435\u043d\u043e \u043f\u043e issue #583:** \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `docs/contracts/` \u0432 `mango_ba_prompts`, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d `legacy/archived` \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043d\u0435 \u043f\u043e\u0434\u043b\u0435\u0436\u0438\u0442. \u0427\u0430\u0441\u0442\u044c, \u043e\u0442\u043d\u043e\u0441\u044f\u0449\u0430\u044f\u0441\u044f \u043a \u0425\u0430\u0431\u0443 (\u044f\u0432\u043d\u044b\u0439 \u0434\u043e\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb \u0432 `standards/contract-documentation-standard.md` \u0438 `ops/repo-model.md`), \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u0430 \u0432 `B-169`; \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u0435\u0442 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0437\u0430 `B-116` \u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u0435\u0442 \u0434\u043b\u044f \u043d\u043e\u0432\u044b\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432. | Structured |\\n234:| **B-113** | Aether-Orbis: \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441 \u0433\u0435\u043d\u043e\u043c\u043e\u043c | **P1** | B-110, B-111 | todo | [#547](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/547) | \u041d\u0430\u0445\u043e\u0434\u043a\u0430 F3 [\u0430\u043d\u0430\u043b\u0438\u0437\u0430](../docs/analysis/2026-09-03-ai-rules-compliance-failure-root-cause.md): \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 `.github/ISSUE_TEMPLATE` | \u0420\u0430\u0437\u043b\u043e\u0436\u0438\u0442\u044c \u0432 [aether-orbis](https://github.com/G-Ivan-A/aether-orbis) \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u0433\u0435\u043d\u043e\u043c: `.github/ISSUE_TEMPLATE/task.md` \u0438 `task.yml` \u0438\u0437 \u0425\u0430\u0431\u0430, `AGENTS.md`, `CONTRIBUTING.md`, \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432 \u0438\u0437 [`templates/spoke/`](../templates/spoke/README.md). \u041f\u0440\u043e\u0432\u0435\u0441\u0442\u0438 \u0440\u0435\u0432\u0438\u0437\u0438\u044e \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 issues \u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u043a\u0430\u043a\u0438\u0435 \u0438\u0437 \u043d\u0438\u0445 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u043f\u0435\u0440\u0435\u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u0438\u044f \u043f\u043e \u043f\u044f\u0442\u0438 \u0443\u0440\u043e\u0432\u043d\u044f\u043c \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0430 \u043a\u0430\u043a\u0438\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0435\u0441\u0442\u044c. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u043e\u0431\u043b\u044e\u0434\u0430\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d \u0432\u0441\u0442\u0443\u043f\u0430\u0435\u0442 \u0432 \u0441\u0438\u043b\u0443 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u0435\u0433\u043e \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439. **\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e (\u043d\u0430\u0445\u043e\u0434\u043a\u0430 F8, \u0440\u0435\u0432\u044c\u044e PR [#548](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/548)): \u043f\u0440\u043e\u0432\u0435\u0441\u0442\u0438 \u0430\u0443\u0434\u0438\u0442 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u0444\u0430\u0439\u043b\u043e\u0432 `aether-orbis`. \u0412\u044b\u044f\u0432\u0438\u0442\u044c \u0438 \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u0442\u044c \u0434\u0443\u0431\u043b\u0438\u043a\u0430\u0442\u044b \u0438\u043b\u0438 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, [`PRODUCT_VISION.md`](https://github.com/G-Ivan-A/aether-orbis/blob/main/PRODUCT_VISION.md), [`GOVERNANCE.md`](https://github.com/G-Ivan-A/aether-orbis/blob/main/GOVERNANCE.md)). \u041f\u0435\u0440\u0435\u043d\u0435\u0441\u0442\u0438 \u0438\u0445 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u044b\u0435 \u0434\u043e\u043c\u0430 (`docs/vision.md`, `ai-governance/`) \u0438 \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0438\u0437 \u043a\u043e\u0440\u043d\u044f. \u041e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u0432\u0441\u0435 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438.** \u0414\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 SSOT \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438: [`docs/vision.md`](https://github.com/G-Ivan-A/aether-orbis/blob/main/docs/vision.md) \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0441 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u043c `PRODUCT_VISION.md`. \u041f\u0435\u0440\u0435\u043d\u043e\u0441 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0441 \u0436\u0443\u0440\u043d\u0430\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0438\u044f (`path_migrations` \u0432 `.hub-profile.json`) \u0438 \u0441 \u044f\u0432\u043d\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u0441\u0442\u0430\u0440\u043e\u043c \u043c\u0435\u0441\u0442\u0435 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043d\u0430 \u0444\u0430\u0439\u043b \u0435\u0441\u0442\u044c \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0441\u0441\u044b\u043b\u043a\u0438, \u2014 \u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443 Mango (F7.5); \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e. | Structured |\\n237:| **B-116** | \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u043f\u0440\u0430\u0432\u0438\u043b: \u044f\u0432\u043d\u044b\u0435 \u0437\u0430\u043f\u0440\u0435\u0442\u044b \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 | **P1** | B-110 | todo | [#547](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/547) | \u041d\u0430\u0445\u043e\u0434\u043a\u0430 F6 [\u0430\u043d\u0430\u043b\u0438\u0437\u0430](../docs/analysis/2026-09-03-ai-rules-compliance-failure-root-cause.md); \u0432\u044b\u0432\u043e\u0434 \u04125 [\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a](../research/hub/2026-09-03-ai-agent-onboarding-entrypoint-practices.md) | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0442\u0435\u0445\u0434\u043e\u043b\u0433\u0430: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0444\u0430\u0439\u043b \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u043d\u043e \u043d\u0435 \u043f\u0440\u0438\u043d\u0443\u0436\u0434\u0430\u0435\u0442 \u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u2014 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u043e hooks \u0438 CI. \u0420\u0430\u0441\u0448\u0438\u0440\u0438\u0442\u044c [`tools/validate-repository-structure.sh`](../tools/validate-repository-structure.sh) \u044f\u0432\u043d\u044b\u043c\u0438 \u0437\u0430\u043f\u0440\u0435\u0442\u0430\u043c\u0438 (`docs/contracts/`, \u043c\u043e\u0434\u0435\u043b\u044c-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043f\u0440\u0430\u0432\u0438\u043b, `ai-generated` \u0432\u043e frontmatter), \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b issue \u043f\u043e \u043f\u044f\u0442\u0438 \u0443\u0440\u043e\u0432\u043d\u044f\u043c \u0438 pre-commit/CI-\u0433\u0435\u0439\u0442 \u0432 \u0425\u0430\u0431\u0435 \u0438 \u0441\u043f\u0438\u0446\u0430\u0445. \u0411\u0435\u0437 \u044d\u0442\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 `AGENTS.md` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0435\u0439, \u0438 \u0441\u0431\u043e\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442\u0441\u044f. **\u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u043f\u043e \u043d\u0430\u0445\u043e\u0434\u043a\u0435 F7 (\u0440\u0435\u0442\u0440\u043e\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043e\u043a):** (1) \u0441\u043d\u044f\u0442\u044c \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 `find . -maxdepth 1` \u0432 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u2014 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043d\u0435\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 = FAIL\u00bb \u0438\u0437 RFC [#532](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/538) \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u0435\u043d\u044c, \u0438\u0437-\u0437\u0430 \u0447\u0435\u0433\u043e `docs/contracts/` \u043f\u0440\u043e\u0448\u0451\u043b 42 \u0437\u0435\u043b\u0451\u043d\u044b\u0445 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u0432 [mango PR #354](https://github.com/G-Ivan-A/mango_ba_prompts/pull/354); (2) \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0433\u0435\u0439\u0442 \u0443\u0440\u043e\u0432\u043d\u044f \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0443\u0442\u0435\u0439, \u043d\u0430\u0437\u0432\u0430\u043d\u043d\u044b\u0445 \u0432 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445 \u00ab\u0413\u043e\u0442\u043e\u0432\u043e, \u043a\u043e\u0433\u0434\u0430\u00bb \u0438 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e\u00bb, \u043f\u0440\u043e\u0442\u0438\u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u044b\u0445 \u0434\u043e\u043c\u043e\u0432 **\u0434\u043e** \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0437\u0430\u0434\u0430\u0447\u0438 \u0430\u0433\u0435\u043d\u0442\u0443. \u0411\u0435\u0437 \u043f\u0443\u043d\u043a\u0442\u0430 (2) \u0437\u0430\u043f\u0440\u0435\u0442\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0434\u043d\u043e\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u043c\u0438: \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u043a\u0430\u043d\u0430\u043b\u043e\u043c \u0437\u0430\u043f\u0438\u0441\u0438 \u0432 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0438 \u043e\u0431\u0445\u043e\u0434\u0438\u0442 \u043b\u044e\u0431\u043e\u0439 \u0437\u0430\u043f\u0440\u0435\u0442, \u0430\u0434\u0440\u0435\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e. | Structured |\\n244:| **B-169** | \u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0434\u043e\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb \u0432 \u043d\u043e\u0440\u043c\u0435 \u0425\u0430\u0431\u0430 | **P1** | \u2014 | todo | [#583](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/583) | \u0425\u0430\u0431\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u043e\u0442\u043c\u0435\u043d\u0451\u043d\u043d\u043e\u0439 `B-112`; \u043d\u0430\u0445\u043e\u0434\u043a\u0430 F2 [\u0430\u043d\u0430\u043b\u0438\u0437\u0430](../docs/analysis/2026-09-03-ai-rules-compliance-failure-root-cause.md) | \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c [`standards/contract-documentation-standard.md`](../standards/contract-documentation-standard.md) \u0438 [`ops/repo-model.md`](repo-model.md) \u044f\u0432\u043d\u044b\u043c \u0434\u043e\u043c\u043e\u043c \u0434\u043b\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb: \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0444\u043e\u0440\u043c\u0443, \u043d\u043e \u043d\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u0433\u0434\u0435 \u043e\u043d \u0436\u0438\u0432\u0451\u0442\u00bb, \u0438 \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e\u0442 \u043f\u0440\u043e\u0431\u0435\u043b \u043f\u043e\u0440\u043e\u0434\u0438\u043b `docs/contracts/` \u0432 \u041c\u0430\u043d\u0433\u043e. \u0417\u0430\u0434\u0430\u0447\u0430 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u0430 \u0438\u0437 `B-112` \u043f\u0440\u0438 \u0435\u0451 \u043e\u0442\u043c\u0435\u043d\u0435: \u0441\u0430\u043c\u0430 \u043d\u0430\u0445\u043e\u0434\u043a\u0430 \u043e\u0442\u043d\u043e\u0441\u0438\u043b\u0430\u0441\u044c \u043a \u043d\u043e\u0440\u043c\u0435 \u0425\u0430\u0431\u0430 \u0438 \u043f\u0435\u0440\u0435\u0436\u0438\u0432\u0430\u0435\u0442 \u0430\u0440\u0445\u0438\u0432\u0430\u0446\u0438\u044e `mango_ba_prompts`, \u0430 \u0431\u0435\u0437 \u043e\u0442\u0432\u0435\u0442\u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e \u0434\u043e\u043c\u0435 \u0442\u043e\u0442 \u0436\u0435 \u0441\u0431\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0451\u0442\u0441\u044f \u0432 `mango-ba-ai-runtime` \u043f\u0440\u0438 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 BCREQ (`B-172`). | Structured |\\n252:\u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 MVP-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 BCREQ \u0432 `mango-ba-ai-runtime` \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0437\u0430\u043a\u0440\u044b\u0442 `B-173` \u0421\u043f\u0440\u0438\u043d\u0442\u0430 19.\\n262:`mango_ba_prompts` \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `draft`, \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0432\u0451\u0440\u043d\u0443\u0442\u043e (81 \u0441\u0441\u044b\u043b\u043a\u0430 \u0438\u0437 \u041c\u0430\u043d\u0433\u043e \u0432 \u0425\u0430\u0431 \u043f\u0440\u043e\u0442\u0438\u0432\\n286:| **B-121** | \u0421\u043b\u043e\u0439 `L0`: \u0440\u0435\u0435\u0441\u0442\u0440 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u044b \u0411\u0410 | **P1** | \u2014 | deferred (icebox) | [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557) | [\u0420\u0430\u043c\u043a\u0430 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438, \u00a72 10-theory.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/10-theory.md) | \u0417\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043b\u043e\u0439 `L0` \u043a\u0430\u043a \u0440\u0435\u0435\u0441\u0442\u0440 \u043d\u043e\u0440\u043c \u0441 \u0432\u0435\u0440\u0441\u0438\u044f\u043c\u0438 \u0438 \u0441\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c\u0438 URL: BABOK v3, [ISO/IEC/IEEE 29148:2018](https://www.iso.org/standard/72089.html), [ISO/IEC 25010:2023](https://www.iso.org/standard/78176.html), [\u0413\u041e\u0421\u0422 34.602-2020](https://docs.cntd.ru/document/1200181804). \u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0441\u0432\u0435\u0440\u043a\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0437\u0430\u0438\u043c\u0441\u0442\u0432\u0443\u044e\u0442\u0441\u044f \u0438\u0437 [`standards/industry-standards-standard.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/standards/industry-standards-standard.md) Mango (`\u04181`\u2013`\u04186`), \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u044e\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e. \u0420\u0435\u0435\u0441\u0442\u0440 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u0435\u0442\u0441\u044f, \u0438 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u044f\u043a\u043e\u0440\u0435\u043c \u0434\u043b\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `D2` (\u0434\u0435\u043b\u044c\u0442\u0430 \u0431\u0435\u0437 \u044f\u043a\u043e\u0440\u044f \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u0430). **\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u043f\u043e issue #583 (Icebox):** \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u2014 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0435\u0440\u0432\u044b\u0445 MVP-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 BCREQ \u0432 `mango-ba-ai-runtime`; \u0434\u043e \u043d\u0438\u0445 \u043a\u0430\u0441\u043a\u0430\u0434 \u043d\u0435 \u0443\u0441\u043b\u043e\u0436\u043d\u044f\u0435\u0442\u0441\u044f. | Structured |\\n287:| **B-122** | \u0421\u043b\u043e\u0439 `L1`: \u0434\u0435\u043b\u044c\u0442\u0430 \u0418\u0422-\u0442\u0435\u043b\u0435\u043a\u043e\u043c (eTOM, ODA, SID) | **P1** | B-121 | deferred (icebox) | [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557) | [\u0420\u0435\u0435\u0441\u0442\u0440 \u0440\u0430\u0437\u0440\u044b\u0432\u043e\u0432, `G-08`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/30-decision-framework.md) | **\u041a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u043a\u0430\u0441\u043a\u0430\u0434\u0430: \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 `G-08`.** \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u043e\u0439 \u0441\u043b\u043e\u0439 \u043c\u0435\u0436\u0434\u0443 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439 \u0411\u0410 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u0438 \u041c\u0430\u043d\u0433\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438 \u2014 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0435\u0439. \u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435: \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0434\u043e\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442 \u0435\u0433\u043e \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0440\u0430\u0437\u043e\u0432\u043e, \u0447\u0442\u043e \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 [RUN-0064](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/runs/2026/RUN-0064/reports/error-analysis.md), \u0433\u0434\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 eTOM Fulfillment/Assurance \u043f\u0440\u0438\u0432\u043b\u0435\u0447\u0435\u043d\u044b ad hoc. \u041e\u043f\u0438\u0441\u0430\u0442\u044c \u0434\u0435\u043b\u044c\u0442\u0443 \u0418\u0422-\u0442\u0435\u043b\u0435\u043a\u043e\u043c \u043a `L0` \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c `D1`\u2013`D5`: \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u043b\u0438\u0447\u0438\u044f, \u0441 \u044f\u043a\u043e\u0440\u0435\u043c \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0439 \u043f\u0443\u043d\u043a\u0442 `L0`, \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u0442\u0438\u043f\u0430\u043c\u0438 \u0434\u0435\u043b\u044c\u0442\u044b \u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c. \u0422\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 `Q-1`. **\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u043f\u043e issue #583 (Icebox):** \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u2014 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0435\u0440\u0432\u044b\u0445 MVP-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 BCREQ \u0432 `mango-ba-ai-runtime`; \u0434\u043e \u043d\u0438\u0445 \u043a\u0430\u0441\u043a\u0430\u0434 \u043d\u0435 \u0443\u0441\u043b\u043e\u0436\u043d\u044f\u0435\u0442\u0441\u044f. | Creative |\\n288:| **B-123** | \u0421\u043b\u043e\u0439 `L2`: \u043f\u0435\u0440\u0435\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b \u041c\u0430\u043d\u0433\u043e \u043a\u0430\u043a \u0434\u0435\u043b\u044c\u0442\u044b | **P1** | B-121, B-122 | deferred (icebox) | [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557) | [\u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u0441\u043b\u043e\u0438, \u00a73 20-taxonomy.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/20-taxonomy.md) | \u0420\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u041c\u0430\u043d\u0433\u043e ([`bcreq-process-standard.md`](https://github.com/G-Ivan-A/mango_ba\",\n[2026-09-29T07:43:50.982Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:43:50.982Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:43:50.982Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:43:50.982Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:43:50.982Z] [INFO]     \"persistedOutputPath\": \"/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bl97cs6yp.txt\",\n[2026-09-29T07:43:50.982Z] [INFO]     \"persistedOutputSize\": 53716\n[2026-09-29T07:43:50.982Z] [INFO]   }\n[2026-09-29T07:43:50.982Z] [INFO] }\n[2026-09-29T07:43:51.012Z] [STDOUT] [log_82d83f] sending request {\n[2026-09-29T07:43:51.016Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:43:51.020Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:51.024Z] [STDOUT]   options: {\n[2026-09-29T07:43:51.026Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:43:51.030Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:43:51.034Z] [STDOUT]     body: {\n[2026-09-29T07:43:51.036Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:43:51.040Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:43:51.046Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:43:51.052Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:43:51.055Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:43:51.061Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:43:51.064Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:43:51.067Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:43:51.069Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:43:51.072Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:43:51.077Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:43:51.082Z] [STDOUT]       stream: true,\n[2026-09-29T07:43:51.085Z] [STDOUT]     },\n[2026-09-29T07:43:51.091Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:43:51.095Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:43:51.102Z] [STDOUT]       aborted: false,\n[2026-09-29T07:43:51.107Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:43:51.111Z] [STDOUT]       onabort: null,\n[2026-09-29T07:43:51.115Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:43:51.123Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:43:51.126Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:43:51.129Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:43:51.134Z] [STDOUT]     },\n[2026-09-29T07:43:51.138Z] [STDOUT]     stream: true,\n[2026-09-29T07:43:51.140Z] [STDOUT]   },\n[2026-09-29T07:43:51.142Z] [STDOUT]   headers: {\n[2026-09-29T07:43:51.145Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:43:51.148Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:43:51.152Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:43:51.155Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:43:51.160Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:43:51.163Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:43:51.166Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:43:51.169Z] [STDOUT]     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\"date\": \"Tue, 29 Sep 2026 07:43:51 GMT\",\n[2026-09-29T07:43:51.968Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:51.972Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:51.977Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:43:51.980Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:51.982Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:51.985Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:51.989Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:43:51.993Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:51.996Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:52.000Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:52.003Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:52.006Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:52.008Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:52.012Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:52.017Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:52.023Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:52.026Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:52.032Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:52.035Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:52.040Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:52.045Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:52.048Z] [STDOUT]   \"request-id\": \"req_011CfXMdr1rQYnHPtFqDd45B\",\n[2026-09-29T07:43:52.055Z] [STDOUT]   \"traceresponse\": \"00-906245eea81ac3b65827eb559299a242-421b3804522c83dc-01\",\n[2026-09-29T07:43:52.059Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:52.063Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:52.067Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:43:52.072Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:52.075Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:52.078Z] [STDOUT]   \"cf-ray\": \"a4295bf7df554d8b-FRA\",\n[2026-09-29T07:43:52.080Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:43:52.082Z] [STDOUT] [log_82d83f] response parsed {\n[2026-09-29T07:43:52.085Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:52.088Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:52.091Z] [STDOUT]   body: X {\n[2026-09-29T07:43:52.095Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:43:52.099Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:43:52.103Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:43:52.109Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:43:52.112Z] [STDOUT]     },\n[2026-09-29T07:43:52.118Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:43:52.123Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:43:52.126Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:43:52.131Z] [STDOUT]   },\n[2026-09-29T07:43:52.137Z] [STDOUT]   durationMs: 832,\n[2026-09-29T07:43:52.141Z] [STDOUT] }\n[2026-09-29T07:43:53.329Z] [INFO] {\n[2026-09-29T07:43:53.329Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:43:53.329Z] [INFO] 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\"wire_ingest_context\": {\n[2026-09-29T07:43:53.329Z] [INFO]     \"toolu_015eK42wdwxbmLone1rExWdS\": {\n[2026-09-29T07:43:53.329Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920\"\n[2026-09-29T07:43:53.329Z] [INFO]     }\n[2026-09-29T07:43:53.329Z] [INFO]   }\n[2026-09-29T07:43:53.329Z] [INFO] }\n[2026-09-29T07:43:54.421Z] [INFO] {\n[2026-09-29T07:43:54.421Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:43:54.421Z] [INFO]   \"message\": {\n[2026-09-29T07:43:54.421Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:43:54.421Z] [INFO]     \"content\": [\n[2026-09-29T07:43:54.421Z] [INFO]       {\n[2026-09-29T07:43:54.421Z] [INFO]         \"tool_use_id\": \"toolu_015eK42wdwxbmLone1rExWdS\",\n[2026-09-29T07:43:54.421Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:43:54.421Z] [INFO]         \"content\": \"---\\n\\n---\\nstatus: canonical\\nversion: 1.68\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: backlog\\ncontext: [governance, backlog, active-sprints, pr-ops, synchronization]\\nmethod: creative-analysis + dependency-mapping\\nscope: repo-wide\\nrelated_artifacts:\\n  - \\\"ops/backlog-instruction.md\\\"\\n  - \\\"ops/artifact-map.md\\\"\\n  - \\\"ops/repo-model.md\\\"\\n  - \\\"standards/glossary.md\\\"\\n  - \\\"standards/audit-standard.md\\\"\\n  - \\\"docs/analysis/2026-06-30-backlog-and-artifact-change-policy-analysis.md\\\"\\n  - \\\"docs/analysis/2026-07-04-kb-runs-hub-applicability-analysis.md\\\"\\n  - \\\"docs/adr/2026-07-adr-007-hub-root-structure.md\\\"\\n  - \\\"docs/adr/2026-07-adr-008-standard-meta-structure.md\\\"\\n  - \\\"standards/standard-meta-structure.md\\\"\\n  - \\\"docs/audit/2026-07-04-cross-standard-stress-tests.md\\\"\\n  - \\\"research/hub/2026-07-04-hub-as-agent-system-global-analysis.md\\\"\\n  - \\\"docs/rfc/2026-08-06-rfc-task-statement-architecture.md\\\"\\n  - \\\"docs/rfc/2026-08-25-rfc-ba-artifact-pipeline-rrp-roadmap.md\\\"\\n  - \\\"research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md\\\"\\n  - \\\"research/ba-requirements/exp/ba-artifact-pipeline-roadmap-541/README.md\\\"\\n  - \\\"research/ba-requirements/normalization/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/methodology-unification/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md\\\"\\n  - \\\"research/hub/2026-07-31-ops-task-strategy-validation.md\\\"\\n  - \\\"tools/test-post-migration-validator.sh\\\"\\n  - \\\"LICENSE\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/580\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/396\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/392\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/297\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/294\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/296\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/328\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/370\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/374\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/376\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/380\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/386\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/390\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/394\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/398\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/400\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/402\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/411\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/413\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/419\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/417\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/427\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/434\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/423\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/436\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/437\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/449\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/475\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/511\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/515\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/555\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/575\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/583\\\"\\n---\\n\\n# BACKLOG - \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0441\u043f\u0440\u0438\u043d\u0442\u044b \u0425\u0430\u0431\u0430\\n\\n\u042d\u0442\u043e\u0442 \u0444\u0430\u0439\u043b \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u0438\u0445 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a.\\n\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432\\n[backlog-instruction.md](backlog-instruction.md).\\n\\n\u0417\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u043f\u043e\u0441\u043b\u0435 \u0430\u0440\u0445\u0438\u0432\u0430\u0446\u0438\u0438 \u0441\u043f\u0440\u0438\u043d\u0442\u0430.\\n\u0418\u0441\u0442\u043e\u0440\u0438\u044f \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 GitHub Issues/PR, `CHANGELOG.md` \u0438 \u0441\u0430\u043c\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445; \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439\\n\u0430\u0440\u0445\u0438\u0432\u043d\u044b\u0439 \u0444\u0430\u0439\u043b \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f.\\n\\n\u0415\u0441\u043b\u0438 \u0444\u0430\u043a\u0442\u0430 \u043d\u0435\u0442 \u0432 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 issue, PR, \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435 \u0438\u043b\u0438 \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0431\u044d\u043a\u043b\u043e\u0433\u0435, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n\u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `null`. \u0421\u043f\u0440\u0438\u043d\u0442\u044b \u043d\u0438\u0436\u0435 \u0441\u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0446\u0435\u043f\u043e\u0447\u043a\u0430\u043c, \u0430 \u043d\u0435\",\n[2026-09-29T07:43:54.421Z] [INFO]         \"is_error\": false\n[2026-09-29T07:43:54.421Z] [INFO]       }\n[2026-09-29T07:43:54.421Z] [INFO]     ]\n[2026-09-29T07:43:54.421Z] [INFO]   },\n[2026-09-29T07:43:54.421Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:54.421Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:54.421Z] [INFO]   \"uuid\": \"ca5473e4-5383-4e7d-86e8-fe91647efe51\",\n[2026-09-29T07:43:54.421Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:54.412Z\",\n[2026-09-29T07:43:54.421Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:43:54.421Z] [INFO]     \"stdout\": \"---\\n\\n---\\nstatus: canonical\\nversion: 1.68\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: backlog\\ncontext: [governance, backlog, active-sprints, pr-ops, synchronization]\\nmethod: creative-analysis + dependency-mapping\\nscope: repo-wide\\nrelated_artifacts:\\n  - \\\"ops/backlog-instruction.md\\\"\\n  - \\\"ops/artifact-map.md\\\"\\n  - \\\"ops/repo-model.md\\\"\\n  - \\\"standards/glossary.md\\\"\\n  - \\\"standards/audit-standard.md\\\"\\n  - \\\"docs/analysis/2026-06-30-backlog-and-artifact-change-policy-analysis.md\\\"\\n  - \\\"docs/analysis/2026-07-04-kb-runs-hub-applicability-analysis.md\\\"\\n  - \\\"docs/adr/2026-07-adr-007-hub-root-structure.md\\\"\\n  - \\\"docs/adr/2026-07-adr-008-standard-meta-structure.md\\\"\\n  - \\\"standards/standard-meta-structure.md\\\"\\n  - \\\"docs/audit/2026-07-04-cross-standard-stress-tests.md\\\"\\n  - \\\"research/hub/2026-07-04-hub-as-agent-system-global-analysis.md\\\"\\n  - \\\"docs/rfc/2026-08-06-rfc-task-statement-architecture.md\\\"\\n  - \\\"docs/rfc/2026-08-25-rfc-ba-artifact-pipeline-rrp-roadmap.md\\\"\\n  - \\\"research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md\\\"\\n  - \\\"research/ba-requirements/exp/ba-artifact-pipeline-roadmap-541/README.md\\\"\\n  - \\\"research/ba-requirements/normalization/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/methodology-unification/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md\\\"\\n  - \\\"research/hub/2026-07-31-ops-task-strategy-validation.md\\\"\\n  - \\\"tools/test-post-migration-validator.sh\\\"\\n  - \\\"LICENSE\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/580\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/396\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/392\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/297\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/294\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/296\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/328\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/370\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/374\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/376\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/380\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/386\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/390\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/394\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/398\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/400\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/402\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/411\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/413\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/419\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/417\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/427\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/434\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/423\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/436\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/437\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/449\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/475\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/511\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/515\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/555\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/575\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/583\\\"\\n---\\n\\n# BACKLOG - \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0441\u043f\u0440\u0438\u043d\u0442\u044b \u0425\u0430\u0431\u0430\\n\\n\u042d\u0442\u043e\u0442 \u0444\u0430\u0439\u043b \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u0438\u0445 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a.\\n\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432\\n[backlog-instruction.md](backlog-instruction.md).\\n\\n\u0417\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u043f\u043e\u0441\u043b\u0435 \u0430\u0440\u0445\u0438\u0432\u0430\u0446\u0438\u0438 \u0441\u043f\u0440\u0438\u043d\u0442\u0430.\\n\u0418\u0441\u0442\u043e\u0440\u0438\u044f \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 GitHub Issues/PR, `CHANGELOG.md` \u0438 \u0441\u0430\u043c\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445; \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439\\n\u0430\u0440\u0445\u0438\u0432\u043d\u044b\u0439 \u0444\u0430\u0439\u043b \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f.\\n\\n\u0415\u0441\u043b\u0438 \u0444\u0430\u043a\u0442\u0430 \u043d\u0435\u0442 \u0432 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 issue, PR, \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435 \u0438\u043b\u0438 \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0431\u044d\u043a\u043b\u043e\u0433\u0435, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n\u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `null`. \u0421\u043f\u0440\u0438\u043d\u0442\u044b \u043d\u0438\u0436\u0435 \u0441\u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0446\u0435\u043f\u043e\u0447\u043a\u0430\u043c, \u0430 \u043d\u0435\",\n[2026-09-29T07:43:54.421Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:43:54.421Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:43:54.421Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:43:54.421Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:43:54.421Z] [INFO]   }\n[2026-09-29T07:43:54.421Z] [INFO] }\n[2026-09-29T07:43:54.451Z] [STDOUT] [log_9d0f26] sending request {\n[2026-09-29T07:43:54.455Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:43:54.459Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:54.464Z] [STDOUT]   options: {\n[2026-09-29T07:43:54.466Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:43:54.468Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:43:54.471Z] [STDOUT]     body: {\n[2026-09-29T07:43:54.473Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:43:54.477Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:43:54.479Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:43:54.482Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:43:54.485Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:43:54.487Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:43:54.490Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:43:54.492Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:43:54.494Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:43:54.498Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:43:54.501Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:43:54.504Z] [STDOUT]       stream: true,\n[2026-09-29T07:43:54.509Z] [STDOUT]     },\n[2026-09-29T07:43:54.511Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:43:54.514Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:43:54.517Z] [STDOUT]       aborted: false,\n[2026-09-29T07:43:54.520Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:43:54.524Z] [STDOUT]       onabort: null,\n[2026-09-29T07:43:54.527Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:43:54.530Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:43:54.533Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:43:54.537Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:43:54.540Z] [STDOUT]     },\n[2026-09-29T07:43:54.544Z] [STDOUT]     stream: true,\n[2026-09-29T07:43:54.548Z] [STDOUT]   },\n[2026-09-29T07:43:54.551Z] [STDOUT]   headers: {\n[2026-09-29T07:43:54.555Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:43:54.561Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:43:54.564Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:43:54.567Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:43:54.569Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:43:54.571Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:43:54.574Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:43:54.577Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:43:54.580Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:43:54.582Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1050\",\n[2026-09-29T07:43:54.586Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:43:54.588Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:43:54.592Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:54.595Z] [STDOUT]     \"x-client-request-id\": \"412d1668-c099-4227-a3bc-c4afd2702a0e\",\n[2026-09-29T07:43:54.599Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:43:54.602Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:43:54.604Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:43:54.607Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:43:54.611Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:43:54.613Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:43:54.615Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:43:54.617Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:43:54.618Z] [STDOUT]   },\n[2026-09-29T07:43:54.621Z] [STDOUT] }\n[2026-09-29T07:43:55.278Z] [STDOUT] [log_9d0f26, request-id: \"req_011CfXMe6hPqJYtb1ijCgy6A\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 825ms\n[2026-09-29T07:43:55.287Z] [STDOUT] [log_9d0f26] response start {\n[2026-09-29T07:43:55.306Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:55.311Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:55.319Z] [STDOUT]   headers: {\n[2026-09-29T07:43:55.325Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:55.333Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:55.342Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:55.346Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:55.348Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:55.352Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:55.355Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:55.358Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:55.361Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:55.364Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:55.367Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:55.369Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:55.376Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:55.379Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:55.386Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:55.395Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:55.406Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:55.412Z] [STDOUT]     \"cf-ray\": \"a4295c0d5fc04d8b-FRA\",\n[2026-09-29T07:43:55.418Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:43:55.426Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:55.432Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:55.436Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:55.445Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:43:55 GMT\",\n[2026-09-29T07:43:55.452Z] [STDOUT]     \"request-id\": \"req_011CfXMe6hPqJYtb1ijCgy6A\",\n[2026-09-29T07:43:55.457Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:43:55.461Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:55.464Z] [STDOUT]     traceresponse: \"00-7ce08a8c361922fba33b322b0b6d316e-30f57ad2184c3383-01\",\n[2026-09-29T07:43:55.469Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:55.481Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:43:55.488Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:55.492Z] [STDOUT]   },\n[2026-09-29T07:43:55.495Z] [STDOUT]   durationMs: 825,\n[2026-09-29T07:43:55.504Z] [STDOUT] }\n[2026-09-29T07:43:55.509Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:43:55.519Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:43:55 GMT\",\n[2026-09-29T07:43:55.537Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:55.542Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:55.549Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:43:55.558Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:55.564Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:55.567Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:55.572Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:43:55.580Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:55.589Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:55.595Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:55.599Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:55.601Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:55.604Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:55.606Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:55.608Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:55.612Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:55.616Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:55.619Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:55.621Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:55.625Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:55.630Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:55.634Z] [STDOUT]   \"request-id\": \"req_011CfXMe6hPqJYtb1ijCgy6A\",\n[2026-09-29T07:43:55.637Z] [STDOUT]   \"traceresponse\": \"00-7ce08a8c361922fba33b322b0b6d316e-30f57ad2184c3383-01\",\n[2026-09-29T07:43:55.640Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:55.646Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:55.649Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:43:55.654Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:55.657Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:55.662Z] [STDOUT]   \"cf-ray\": \"a4295c0d5fc04d8b-FRA\",\n[2026-09-29T07:43:55.668Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:43:55.672Z] [STDOUT] [log_9d0f26] response parsed {\n[2026-09-29T07:43:55.678Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:55.685Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:55.689Z] [STDOUT]   body: X {\n[2026-09-29T07:43:55.692Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:43:55.695Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:43:55.699Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:43:55.701Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:43:55.703Z] [STDOUT]     },\n[2026-09-29T07:43:55.707Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:43:55.709Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:43:55.712Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:43:55.716Z] [STDOUT]   },\n[2026-09-29T07:43:55.721Z] [STDOUT]   durationMs: 829,\n[2026-09-29T07:43:55.726Z] [STDOUT] }\n[2026-09-29T07:43:55.804Z] [INFO] {\n[2026-09-29T07:43:55.804Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:55.804Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:43:55.804Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:43:55.804Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:43:55.804Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:55.804Z] [INFO]   \"uuid\": \"2d54e5db-47a5-491b-ac5a-a40a6573f0e3\"\n[2026-09-29T07:43:55.804Z] [INFO] }\n[2026-09-29T07:43:56.810Z] [INFO] {\n[2026-09-29T07:43:56.810Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:56.810Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:43:56.810Z] [INFO]   \"estimated_tokens\": 232,\n[2026-09-29T07:43:56.810Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:43:56.810Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:56.810Z] [INFO]   \"uuid\": \"8548b11b-9e08-4e61-9363-11939d1ba091\"\n[2026-09-29T07:43:56.810Z] [INFO] }\n[2026-09-29T07:43:56.816Z] [INFO] {\n[2026-09-29T07:43:56.816Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:43:56.816Z] [INFO]   \"message\": {\n[2026-09-29T07:43:56.816Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:43:56.816Z] [INFO]     \"id\": \"msg_011CfXMe7GdqEfJTVou46NDH\",\n[2026-09-29T07:43:56.816Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:43:56.816Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:43:56.816Z] [INFO]     \"content\": [\n[2026-09-29T07:43:56.816Z] [INFO]       {\n[2026-09-29T07:43:56.816Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:43:56.816Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:43:56.816Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:43:56.816Z] [INFO]       }\n[2026-09-29T07:43:56.816Z] [INFO]     ],\n[2026-09-29T07:43:56.816Z] [INFO]     \"container\": null,\n[2026-09-29T07:43:56.816Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:43:56.816Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:43:56.816Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:43:56.816Z] [INFO]     \"usage\": {\n[2026-09-29T07:43:56.816Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:43:56.816Z] [INFO]       \"cache_creation_input_tokens\": 2451,\n[2026-09-29T07:43:56.816Z] [INFO]       \"cache_read_input_tokens\": 30362,\n[2026-09-29T07:43:56.816Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:43:56.816Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:43:56.816Z] [INFO]         \"ephemeral_1h_input_tokens\": 2451\n[2026-09-29T07:43:56.816Z] [INFO]       },\n[2026-09-29T07:43:56.816Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:43:56.816Z] [INFO]       \"service_tier\": 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\"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:11.700Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:11.704Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:11.709Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:11.713Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:11.724Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:11.729Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:11.733Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:11.737Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:11.741Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:11.745Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:11.747Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:11.749Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:11.753Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:11.755Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:11.758Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:11.761Z] [STDOUT]     \"cf-ray\": \"a4295c73ff564d8b-FRA\",\n[2026-09-29T07:44:11.767Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:11.772Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:11.774Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:11.776Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:11.778Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:11 GMT\",\n[2026-09-29T07:44:11.780Z] [STDOUT]     \"request-id\": \"req_011CfXMfJrAzrbk2QzHMedkb\",\n[2026-09-29T07:44:11.784Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:11.789Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:11.794Z] [STDOUT]     traceresponse: \"00-70a758e678006da106703466133cfd96-b079a6c82b06f911-01\",\n[2026-09-29T07:44:11.796Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:11.800Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:11.802Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:11.807Z] [STDOUT]   },\n[2026-09-29T07:44:11.813Z] [STDOUT]   durationMs: 791,\n[2026-09-29T07:44:11.820Z] [STDOUT] }\n[2026-09-29T07:44:11.824Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:11.828Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:11 GMT\",\n[2026-09-29T07:44:11.832Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:11.836Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:11.840Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:11.842Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:11.846Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:11.851Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:11.854Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:11.859Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:11.863Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:11.868Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:11.872Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:11.876Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:11.883Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:11.888Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:11.892Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:11.895Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:11.904Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:11.907Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:11.909Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:11.914Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:11.918Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:11.923Z] [STDOUT]   \"request-id\": \"req_011CfXMfJrAzrbk2QzHMedkb\",\n[2026-09-29T07:44:11.928Z] [STDOUT]   \"traceresponse\": \"00-70a758e678006da106703466133cfd96-b079a6c82b06f911-01\",\n[2026-09-29T07:44:11.933Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:11.938Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:11.941Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:11.945Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:11.947Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:11.953Z] [STDOUT]   \"cf-ray\": \"a4295c73ff564d8b-FRA\",\n[2026-09-29T07:44:11.957Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:11.961Z] [STDOUT] [log_549744] response parsed {\n[2026-09-29T07:44:11.963Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:11.966Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:11.968Z] [STDOUT]   body: X {\n[2026-09-29T07:44:11.973Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:11.977Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:11.980Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:11.983Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:11.988Z] [STDOUT]     },\n[2026-09-29T07:44:11.992Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:11.996Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:12.002Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:12.006Z] [STDOUT]   },\n[2026-09-29T07:44:12.010Z] [STDOUT]   durationMs: 791,\n[2026-09-29T07:44:12.017Z] [STDOUT] }\n[2026-09-29T07:44:13.602Z] [INFO] {\n[2026-09-29T07:44:13.602Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:13.602Z] [INFO]   \"message\": {\n[2026-09-29T07:44:13.602Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:13.602Z] [INFO]     \"id\": \"msg_011CfXMfKMwHxkfowaZNkZ7Z\",\n[2026-09-29T07:44:13.602Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:13.602Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:13.602Z] [INFO]     \"content\": [\n[2026-09-29T07:44:13.602Z] [INFO]       {\n[2026-09-29T07:44:13.602Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:44:13.602Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:44:13.602Z] [INFO]         \"signature\": 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    \"container\": null,\n[2026-09-29T07:44:13.602Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:13.602Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:13.602Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:13.602Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:13.602Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:13.602Z] [INFO]       \"cache_creation_input_tokens\": 968,\n[2026-09-29T07:44:13.602Z] [INFO]       \"cache_read_input_tokens\": 32813,\n[2026-09-29T07:44:13.602Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:13.602Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:13.602Z] [INFO]         \"ephemeral_1h_input_tokens\": 968\n[2026-09-29T07:44:13.602Z] [INFO]       },\n[2026-09-29T07:44:13.602Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:44:13.602Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:13.602Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:13.602Z] [INFO]     },\n[2026-09-29T07:44:13.602Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:13.602Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:13.602Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:13.602Z] [INFO]   },\n[2026-09-29T07:44:13.602Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:13.602Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.602Z] [INFO]   \"uuid\": \"5f12b083-2194-437a-aa38-eef91aab092f\",\n[2026-09-29T07:44:13.602Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:13.596Z\",\n[2026-09-29T07:44:13.602Z] [INFO]   \"request_id\": \"req_011CfXMfJrAzrbk2QzHMedkb\"\n[2026-09-29T07:44:13.602Z] [INFO] }\n[2026-09-29T07:44:13.610Z] [INFO] {\n[2026-09-29T07:44:13.610Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.610Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.610Z] [INFO]   \"estimated_tokens\": 4,\n[2026-09-29T07:44:13.610Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.610Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.610Z] [INFO]   \"uuid\": \"bf5546ee-1740-4119-bc49-50ba50770473\"\n[2026-09-29T07:44:13.610Z] [INFO] }\n[2026-09-29T07:44:13.615Z] [INFO] {\n[2026-09-29T07:44:13.615Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.615Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.615Z] [INFO]   \"estimated_tokens\": 8,\n[2026-09-29T07:44:13.615Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.615Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.615Z] [INFO]   \"uuid\": \"a51bc246-e9db-4179-824b-5b6098ff877c\"\n[2026-09-29T07:44:13.615Z] [INFO] }\n[2026-09-29T07:44:13.620Z] [INFO] {\n[2026-09-29T07:44:13.620Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.620Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.620Z] [INFO]   \"estimated_tokens\": 14,\n[2026-09-29T07:44:13.620Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.620Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.620Z] [INFO]   \"uuid\": \"6d3ae98e-0281-4adb-bf5f-f86eac6cf3e2\"\n[2026-09-29T07:44:13.620Z] [INFO] }\n[2026-09-29T07:44:13.624Z] [INFO] {\n[2026-09-29T07:44:13.624Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.624Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.624Z] [INFO]   \"estimated_tokens\": 20,\n[2026-09-29T07:44:13.624Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.624Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.624Z] [INFO]   \"uuid\": \"64c88895-1c15-4d49-8e3e-0814b3460d4b\"\n[2026-09-29T07:44:13.624Z] [INFO] }\n[2026-09-29T07:44:13.629Z] [INFO] {\n[2026-09-29T07:44:13.629Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.629Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.629Z] [INFO]   \"estimated_tokens\": 26,\n[2026-09-29T07:44:13.629Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.629Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.629Z] [INFO]   \"uuid\": \"05063cdf-c039-4e67-b69f-cc74e7b81776\"\n[2026-09-29T07:44:13.629Z] [INFO] }\n[2026-09-29T07:44:13.637Z] [INFO] {\n[2026-09-29T07:44:13.637Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.637Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.637Z] [INFO]   \"estimated_tokens\": 36,\n[2026-09-29T07:44:13.637Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.637Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.637Z] [INFO]   \"uuid\": \"102801d8-0e94-4dba-a238-bb8a2fa985e5\"\n[2026-09-29T07:44:13.637Z] [INFO] }\n[2026-09-29T07:44:13.642Z] [INFO] {\n[2026-09-29T07:44:13.642Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.642Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.642Z] [INFO]   \"estimated_tokens\": 41,\n[2026-09-29T07:44:13.642Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.642Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.642Z] [INFO]   \"uuid\": \"c701beb4-f5fd-4f4e-9b8f-6a43dee3e0d8\"\n[2026-09-29T07:44:13.642Z] [INFO] }\n[2026-09-29T07:44:13.648Z] [INFO] {\n[2026-09-29T07:44:13.648Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.648Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.648Z] [INFO]   \"estimated_tokens\": 47,\n[2026-09-29T07:44:13.648Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.648Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.648Z] [INFO]   \"uuid\": \"d80a7b7a-8e83-4846-9662-864f88a8c6b4\"\n[2026-09-29T07:44:13.648Z] [INFO] }\n[2026-09-29T07:44:13.655Z] [INFO] {\n[2026-09-29T07:44:13.655Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.655Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.655Z] [INFO]   \"estimated_tokens\": 48,\n[2026-09-29T07:44:13.655Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.655Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.655Z] [INFO]   \"uuid\": \"8892c9a2-f2d5-46da-bf3b-26f5a422b754\"\n[2026-09-29T07:44:13.655Z] [INFO] }\n[2026-09-29T07:44:13.662Z] [INFO] {\n[2026-09-29T07:44:13.662Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.662Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.662Z] [INFO]   \"estimated_tokens\": 49,\n[2026-09-29T07:44:13.662Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.662Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.662Z] [INFO]   \"uuid\": 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[INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:13.673Z] [INFO]     \"content\": [\n[2026-09-29T07:44:13.673Z] [INFO]       {\n[2026-09-29T07:44:13.673Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:44:13.673Z] [INFO]         \"thinking\": \"I've cloned mango_ba_prompts and fetched the issue-639 research branch. Now I'll kick off parallel research agents while reading through the ba-ai-process meta-model docs myself.\\n\\n\",\n[2026-09-29T07:44:13.673Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:44:13.673Z] [INFO]       }\n[2026-09-29T07:44:13.673Z] [INFO]     ],\n[2026-09-29T07:44:13.673Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:13.673Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:13.673Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:13.673Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:13.673Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:13.673Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:13.673Z] [INFO]       \"cache_creation_input_tokens\": 968,\n[2026-09-29T07:44:13.673Z] [INFO]       \"cache_read_input_tokens\": 32813,\n[2026-09-29T07:44:13.673Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:13.673Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:13.673Z] [INFO]         \"ephemeral_1h_input_tokens\": 968\n[2026-09-29T07:44:13.673Z] [INFO]       },\n[2026-09-29T07:44:13.673Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:44:13.673Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:13.673Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:13.673Z] [INFO]     },\n[2026-09-29T07:44:13.673Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:13.673Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:13.673Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:13.673Z] [INFO]   },\n[2026-09-29T07:44:13.673Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:13.673Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.673Z] [INFO]   \"uuid\": \"e429072a-165b-4001-add8-8c37df0d7118\",\n[2026-09-29T07:44:13.673Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:13.604Z\",\n[2026-09-29T07:44:13.673Z] [INFO]   \"request_id\": \"req_011CfXMfJrAzrbk2QzHMedkb\",\n[2026-09-29T07:44:13.673Z] [INFO]   \"narration_block_indexes\": [\n[2026-09-29T07:44:13.673Z] [INFO]     0\n[2026-09-29T07:44:13.673Z] [INFO]   ]\n[2026-09-29T07:44:13.673Z] [INFO] }\n[2026-09-29T07:44:22.294Z] [INFO] {\n[2026-09-29T07:44:22.294Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:22.294Z] [INFO]   \"message\": {\n[2026-09-29T07:44:22.294Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:22.294Z] [INFO]     \"id\": \"msg_011CfXMfKMwHxkfowaZNkZ7Z\",\n[2026-09-29T07:44:22.294Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:22.294Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:22.294Z] [INFO]     \"content\": [\n[2026-09-29T07:44:22.294Z] [INFO]       {\n[2026-09-29T07:44:22.294Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:22.294Z] [INFO]         \"id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:22.294Z] [INFO]         \"name\": \"Agent\",\n[2026-09-29T07:44:22.294Z] [INFO]         \"input\": {\n[2026-09-29T07:44:22.294Z] [INFO]           \"description\": \"Analyze mango_ba_prompts history\",\n[2026-09-29T07:44:22.294Z] [INFO]           \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:22.294Z] [INFO]           \"prompt\": \"Research task (read-only; do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md). The repository G-Ivan-A/mango_ba_prompts is cloned at /tmp/mango_ba_prompts (583 commits). I am preparing an executive presentation to the Head of AI development at Mango about a business-analysis (BA) meta-model, and I need verified facts about how this project evolved \\\"from chaotic prompt attempts to a systematic methodology\\\", based on 60+ recorded task runs.\\n\\nProduce a factual evidence report (in Russian or English, facts with exact file paths and, where useful, commit hashes/dates) covering:\\n1. Repository structure: what each top-level dir is (prompts, runs, kb, patterns, standards, ai-rules, site, tools, experiments, docs, pr-ops) \u2014 1-2 lines each.\\n2. Runs: exactly how many recorded runs exist in runs/ (count them precisely, explain how you counted), date range, what a run record contains (structure), and notable categories/types of tasks. Find any aggregated metrics (quality scores, defect counts, rework, time, pass/fail, token counts) \u2014 quote concrete numbers with paths.\\n3. Evolution timeline: using git log (dates, first commit, major phases), describe phases of evolution of prompts (e.g., monolithic prompts \u2192 structured prompts \u2192 skills/contracts/validators). Quote key commit messages and dates. Identify turning points (e.g., introduction of golden templates, validators, fail-closed checks, human gate, KB).\\n4. Key lessons/defects documented in the repo (post-mortems, forensics, retrospectives): concrete failure modes of direct LLM generation of BA artifacts (hallucinations, lost context, format drift, etc.) with quotes and paths.\\n5. Any artifacts describing the target pipeline: normalization of requests, reconciliation with docs/cases, generation from golden templates with source links, human gate, translation into contract/development format. Paths.\\n6. The runtime environments used (GigaCode, Cline, CLI, etc.) and any evidence of their use.\\nAlso give the GitHub absolute URL format: https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/ (verify default branch name with git). Be precise; do not invent numbers \u2014 if something cannot be determined, say so. Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first) and return a concise summary (up to ~1500 words) with the most presentation-worthy facts and numbers.\"\n[2026-09-29T07:44:22.294Z] [INFO]         },\n[2026-09-29T07:44:22.294Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:22.294Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:22.294Z] [INFO]         }\n[2026-09-29T07:44:22.294Z] [INFO]       }\n[2026-09-29T07:44:22.294Z] [INFO]     ],\n[2026-09-29T07:44:22.294Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:22.294Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:22.294Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:22.294Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:22.294Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:22.294Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:22.294Z] [INFO]       \"cache_creation_input_tokens\": 968,\n[2026-09-29T07:44:22.294Z] [INFO]       \"cache_read_input_tokens\": 32813,\n[2026-09-29T07:44:22.294Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:22.294Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:22.294Z] [INFO]         \"ephemeral_1h_input_tokens\": 968\n[2026-09-29T07:44:22.294Z] [INFO]       },\n[2026-09-29T07:44:22.294Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:44:22.294Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:22.294Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:22.294Z] [INFO]     },\n[2026-09-29T07:44:22.294Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:22.294Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:22.294Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:22.294Z] [INFO]   },\n[2026-09-29T07:44:22.294Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:22.294Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:22.294Z] [INFO]   \"uuid\": \"8188a6b1-d48a-42d3-93a0-e0439f248186\",\n[2026-09-29T07:44:22.294Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:22.286Z\",\n[2026-09-29T07:44:22.294Z] [INFO]   \"request_id\": \"req_011CfXMfJrAzrbk2QzHMedkb\",\n[2026-09-29T07:44:22.294Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:44:22.294Z] [INFO]     \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\": {\n[2026-09-29T07:44:22.294Z] [INFO]       \"description\": \"Analyze mango_ba_prompts history\",\n[2026-09-29T07:44:22.294Z] [INFO]       \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:22.294Z] [INFO]       \"prompt\": \"Research task (read-only; do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md). The repository G-Ivan-A/mango_ba_prompts is cloned at /tmp/mango_ba_prompts (583 commits). I am preparing an executive presentation to the Head of AI development at Mango about a business-analysis (BA) meta-model, and I need verified facts about how this project evolved \\\"from chaotic prompt attempts to a systematic methodology\\\", based on 60+ recorded task runs.\\n\\nProduce a factual evidence report (in Russian or English, facts with exact file paths and, where useful, commit hashes/dates) covering:\\n1. Repository structure: what each top-level dir is (prompts, runs, kb, patterns, standards, ai-rules, site, tools, experiments, docs, pr-ops) \u2014 1-2 lines each.\\n2. Runs: exactly how many recorded runs exist in runs/ (count them precisely, explain how you counted), date range, what a run record contains (structure), and notable categories/types of tasks. Find any aggregated metrics (quality scores, defect counts, rework, time, pass/fail, token counts) \u2014 quote concrete numbers with paths.\\n3. Evolution timeline: using git log (dates, first commit, major phases), describe phases of evolution of prompts (e.g., monolithic prompts \u2192 structured prompts \u2192 skills/contracts/validators). Quote key commit messages and dates. Identify turning points (e.g., introduction of golden templates, validators, fail-closed checks, human gate, KB).\\n4. Key lessons/defects documented in the repo (post-mortems, forensics, retrospectives): concrete failure modes of direct LLM generation of BA artifacts (hallucinations, lost context, format drift, etc.) with quotes and paths.\\n5. Any artifacts describing the target pipeline: normalization of requests, reconciliation with docs/cases, generation from golden templates with source links, human gate, translation into contract/development format. Paths.\\n6. The runtime environments used (GigaCode, Cline, CLI, etc.) and any evidence of their use.\\nAlso give the GitHub absolute URL format: https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/ (verify default branch name with git). Be precise; do not invent numbers \u2014 if something cannot be determined, say so. Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first) and return a concise summary (up to ~1500 words) with the most presentation-worthy facts and numbers.\"\n[2026-09-29T07:44:22.294Z] [INFO]     }\n[2026-09-29T07:44:22.294Z] [INFO]   }\n[2026-09-29T07:44:22.294Z] [INFO] }\n[2026-09-29T07:44:22.306Z] [INFO] \ud83e\udd16 Sub-agent call #1: \"Analyze mango_ba_prompts history\" (model: default)\n[2026-09-29T07:44:22.316Z] [INFO] {\n[2026-09-29T07:44:22.316Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:22.316Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T07:44:22.316Z] [INFO]   \"tasks\": [\n[2026-09-29T07:44:22.316Z] [INFO]     {\n[2026-09-29T07:44:22.316Z] [INFO]       \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:22.316Z] [INFO]       \"task_type\": \"local_agent\",\n[2026-09-29T07:44:22.316Z] [INFO]       \"description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:22.316Z] [INFO]     }\n[2026-09-29T07:44:22.316Z] [INFO]   ],\n[2026-09-29T07:44:22.316Z] [INFO]   \"uuid\": \"379d41f5-3cb2-49a6-b33e-dc54cb219f5e\",\n[2026-09-29T07:44:22.316Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:22.316Z] [INFO] }\n[2026-09-29T07:44:22.324Z] [INFO] {\n[2026-09-29T07:44:22.324Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"description\": \"Analyze mango_ba_prompts history\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"is_backgrounded\": true,\n[2026-09-29T07:44:22.324Z] [INFO]   \"spawn_depth\": 1,\n[2026-09-29T07:44:22.324Z] [INFO]   \"task_type\": \"local_agent\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"prompt\": \"Research task (read-only; do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md). The repository G-Ivan-A/mango_ba_prompts is cloned at /tmp/mango_ba_prompts (583 commits). I am preparing an executive presentation to the Head of AI development at Mango about a business-analysis (BA) meta-model, and I need verified facts about how this project evolved \\\"from chaotic prompt attempts to a systematic methodology\\\", based on 60+ recorded task runs.\\n\\nProduce a factual evidence report (in Russian or English, facts with exact file paths and, where useful, commit hashes/dates) covering:\\n1. Repository structure: what each top-level dir is (prompts, runs, kb, patterns, standards, ai-rules, site, tools, experiments, docs, pr-ops) \u2014 1-2 lines each.\\n2. Runs: exactly how many recorded runs exist in runs/ (count them precisely, explain how you counted), date range, what a run record contains (structure), and notable categories/types of tasks. Find any aggregated metrics (quality scores, defect counts, rework, time, pass/fail, token counts) \u2014 quote concrete numbers with paths.\\n3. Evolution timeline: using git log (dates, first commit, major phases), describe phases of evolution of prompts (e.g., monolithic prompts \u2192 structured prompts \u2192 skills/contracts/validators). Quote key commit messages and dates. Identify turning points (e.g., introduction of golden templates, validators, fail-closed checks, human gate, KB).\\n4. Key lessons/defects documented in the repo (post-mortems, forensics, retrospectives): concrete failure modes of direct LLM generation of BA artifacts (hallucinations, lost context, format drift, etc.) with quotes and paths.\\n5. Any artifacts describing the target pipeline: normalization of requests, reconciliation with docs/cases, generation from golden templates with source links, human gate, translation into contract/development format. Paths.\\n6. The runtime environments used (GigaCode, Cline, CLI, etc.) and any evidence of their use.\\nAlso give the GitHub absolute URL format: https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/ (verify default branch name with git). Be precise; do not invent numbers \u2014 if something cannot be determined, say so. Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first) and return a concise summary (up to ~1500 words) with the most presentation-worthy facts and numbers.\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"uuid\": \"a417e3d6-fb81-4222-9fbe-42f9c4e9ec0b\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:22.324Z] [INFO] }\n[2026-09-29T07:44:22.353Z] [INFO] {\n[2026-09-29T07:44:22.353Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:22.353Z] [INFO]   \"message\": {\n[2026-09-29T07:44:22.353Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"content\": [\n[2026-09-29T07:44:22.353Z] [INFO]       {\n[2026-09-29T07:44:22.353Z] [INFO]         \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:22.353Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:22.353Z] [INFO]         \"content\": [\n[2026-09-29T07:44:22.353Z] [INFO]           {\n[2026-09-29T07:44:22.353Z] [INFO]             \"type\": \"text\",\n[2026-09-29T07:44:22.353Z] [INFO]             \"text\": \"Async agent launched successfully. (This tool result is internal metadata \u2014 never quote or paste any part of it, including the agentId below, into a user-facing reply.)\\nagentId: aadf7f40500b72ce3 (internal ID - do not mention to user. Use SendMessage with to: 'aadf7f40500b72ce3', summary: '<5-10 word recap>' to continue this agent.)\\nThe agent is working in the background. You will be notified automatically when it completes. You know nothing about its results until that notification arrives \u2014 do not report, assume, or predict them; continue other work or respond to the user in the meantime.\\nDo not duplicate this agent's work \u2014 avoid working with the same files or topics it is using.\\noutput_file: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/aadf7f40500b72ce3.output\\nDo NOT Read or tail this file via the shell tool \u2014 it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification.\"\n[2026-09-29T07:44:22.353Z] [INFO]           }\n[2026-09-29T07:44:22.353Z] [INFO]         ]\n[2026-09-29T07:44:22.353Z] [INFO]       }\n[2026-09-29T07:44:22.353Z] [INFO]     ]\n[2026-09-29T07:44:22.353Z] [INFO]   },\n[2026-09-29T07:44:22.353Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:22.353Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:22.353Z] [INFO]   \"uuid\": \"de44b3bc-7541-4444-877a-2013710b1931\",\n[2026-09-29T07:44:22.353Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:22.326Z\",\n[2026-09-29T07:44:22.353Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:22.353Z] [INFO]     \"isAsync\": true,\n[2026-09-29T07:44:22.353Z] [INFO]     \"status\": \"async_launched\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"agentId\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"description\": \"Analyze mango_ba_prompts history\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"resolvedModel\": \"claude-opus-5-5\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"prompt\": \"Research task (read-only; do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md). The repository G-Ivan-A/mango_ba_prompts is cloned at /tmp/mango_ba_prompts (583 commits). I am preparing an executive presentation to the Head of AI development at Mango about a business-analysis (BA) meta-model, and I need verified facts about how this project evolved \\\"from chaotic prompt attempts to a systematic methodology\\\", based on 60+ recorded task runs.\\n\\nProduce a factual evidence report (in Russian or English, facts with exact file paths and, where useful, commit hashes/dates) covering:\\n1. Repository structure: what each top-level dir is (prompts, runs, kb, patterns, standards, ai-rules, site, tools, experiments, docs, pr-ops) \u2014 1-2 lines each.\\n2. Runs: exactly how many recorded runs exist in runs/ (count them precisely, explain how you counted), date range, what a run record contains (structure), and notable categories/types of tasks. Find any aggregated metrics (quality scores, defect counts, rework, time, pass/fail, token counts) \u2014 quote concrete numbers with paths.\\n3. Evolution timeline: using git log (dates, first commit, major phases), describe phases of evolution of prompts (e.g., monolithic prompts \u2192 structured prompts \u2192 skills/contracts/validators). Quote key commit messages and dates. Identify turning points (e.g., introduction of golden templates, validators, fail-closed checks, human gate, KB).\\n4. Key lessons/defects documented in the repo (post-mortems, forensics, retrospectives): concrete failure modes of direct LLM generation of BA artifacts (hallucinations, lost context, format drift, etc.) with quotes and paths.\\n5. Any artifacts describing the target pipeline: normalization of requests, reconciliation with docs/cases, generation from golden templates with source links, human gate, translation into contract/development format. Paths.\\n6. The runtime environments used (GigaCode, Cline, CLI, etc.) and any evidence of their use.\\nAlso give the GitHub absolute URL format: https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/ (verify default branch name with git). Be precise; do not invent numbers \u2014 if something cannot be determined, say so. Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first) and return a concise summary (up to ~1500 words) with the most presentation-worthy facts and numbers.\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"outputFile\": \"/tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/aadf7f40500b72ce3.output\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"canReadOutputFile\": true\n[2026-09-29T07:44:22.353Z] [INFO]   }\n[2026-09-29T07:44:22.353Z] [INFO] }\n[2026-09-29T07:44:22.392Z] [STDOUT] [log_0e596a] sending request {\n[2026-09-29T07:44:22.396Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:22.403Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:22.407Z] [STDOUT]   options: {\n[2026-09-29T07:44:22.409Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:22.414Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:22.421Z] [STDOUT]     body: {\n[2026-09-29T07:44:22.427Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:22.431Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:22.435Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:22.441Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:44:22.445Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:22.449Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:22.454Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:22.457Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:22.461Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:22.465Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:22.471Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:22.474Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:22.479Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:22.484Z] [STDOUT]     },\n[2026-09-29T07:44:22.491Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:22.496Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:22.501Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:22.507Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:22.511Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:22.515Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:22.522Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:22.526Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:22.531Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:22.534Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:22.538Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:22.543Z] [STDOUT]     },\n[2026-09-29T07:44:22.549Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:22.552Z] [STDOUT]   },\n[2026-09-29T07:44:22.555Z] [STDOUT]   headers: {\n[2026-09-29T07:44:22.557Z] [STDOUT]     accept: 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\"application/json\",\n[2026-09-29T07:44:22.584Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:22.587Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:22.591Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:22.594Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:22.597Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:22.602Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:22.606Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:22.610Z] [STDOUT]     \"x-client-request-id\": \"ecf83821-b36d-421b-85c9-f29cc2fcb847\",\n[2026-09-29T07:44:22.613Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:22.617Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:22.621Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:22.624Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:22.628Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:22.633Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:22.636Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:22.638Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:22.643Z] [STDOUT]   },\n[2026-09-29T07:44:22.645Z] [STDOUT] }\n[2026-09-29T07:44:23.180Z] [STDOUT] [log_0e596a, request-id: \"req_011CfXMgACJTevrfJruS1ybi\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 790ms\n[2026-09-29T07:44:23.183Z] [STDOUT] [log_0e596a] response start {\n[2026-09-29T07:44:23.186Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:23.189Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:23.192Z] [STDOUT]   headers: {\n[2026-09-29T07:44:23.197Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:23.199Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:23.202Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:23.211Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:23.217Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:23.221Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:23.227Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:23.232Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:23.235Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:23.241Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": 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\"tool_result\",\n[2026-09-29T07:44:27.061Z] [INFO]         \"content\": \"* main\\n  remotes/origin/HEAD -> origin/main\\n  remotes/origin/gh-pages\\n  remotes/origin/main\\n  remotes/origin/revert-340-issue-339-c354031e9147\\n* remote origin\\n  Fetch URL: https://github.com/G-Ivan-A/mango_ba_prompts.git\\n  Push  URL: https://github.com/G-Ivan-A/mango_ba_prompts.git\\n  HEAD branch: main\\n  Remote branches:\\n583\\n53506bc 2026-06-02 Add files via upload\\n63f735e 2026-06-02 Initial commit with task details\\nd159ab2 2026-06-02 docs(audit): add bootstrap audit & migration RFC for mango_ba_prompts\\n43a1dcc 2026-06-02 Revert \\\"Initial commit with task details\\\"\\nffc305f 2026-06-02 Merge pull request #5 from konard/issue-4-36ceecd1f416\\n8d8a65c 2026-06-02 Initial commit with task details\\n0c10eda 2026-06-02 bootstrap: initialize repository structure with free improvements from teams C and Q\\n51c63a3 2026-06-02 Merge pull request #7 from konard/issue-6-b53e40bb481f\\neb6f388 2026-06-02 Initial commit with task details\\nc8dd431 2026-06-02 creative: propose migration strategy for Mango project from hub to spoke\\n4592401 2026-06-02 Merge pull request #9 from konard/issue-8-43f6d6ea3b62\\n9f9ad47 2026-06-02 Initial commit with task details\\naf1be93 2026-06-02 Merge pull request #11 from konard/issue-10-bc300e310466\\ne16620d 2026-06-02 refine: clarify Mango migration RFC phase 1\\naea0211 2026-06-02 Merge pull request #15 from konard/issue-10-bc300e310466\\n8b520ea 2026-06-03 Initial commit with task details\\n83360d5 2026-06-03 refine: complete migration-rfc with dependencies and workflow (part 2)\\n99be8c5 2026-06-03 Merge pull request #16 from konard/issue-12-58548950e08d\\n0b007fb 2026-06-03 Initial commit with task details\\n2cc8f87 2026-06-03 review: Human Review \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u043e\u0433\u043e migration-strategy-rfc.md (issue #13)\\n317a0a1 2026-09-28 Merge pull request #366 from konard/issue-365-48d280e4928e\\ntotal 360\\ndrwxr-xr-x 18 box  box    4096 Sep 29 07:44 .\\ndrwxrwxrwt  1 root root   4096 Sep 29 07:44 ..\\ndrwxr-xr-x  3 box  box    4096 Sep 29 07:44 .archive\\ndrwxr-xr-x  8 box  box    4096 Sep 29 07:44 .git\\n-rw-r--r--  1 box  box     172 Sep 29 07:44 .gitattributes\\ndrwxr-xr-x  4 box  box    4096 Sep 29 07:44 .github\\n-rw-r--r--  1 box  box    1427 Sep 29 07:44 .gitignore\\n-rw-r--r--  1 box  box    9222 Sep 29 07:44 .hub-profile.json\\n-rw-r--r--  1 box  box  216647 Sep 29 07:44 CHANGELOG.md\\n-rw-r--r--  1 box  box    8595 Sep 29 07:44 CONTRIBUTING.md\\n-rw-r--r--  1 box  box    1070 Sep 29 07:44 LICENSE\\n-rw-r--r--  1 box  box    9975 Sep 29 07:44 Makefile\\n-rw-r--r--  1 box  box   23601 Sep 29 07:44 README.md\\ndrwxr-xr-x  2 box  box    4096 Sep 29 07:44 ai-governance\\ndrwxr-xr-x  2 box  box    4096 Sep 29 07:44 ai-rules\\ndrwxr-xr-x 13 box  box    4096 Sep 29 07:44 docs\\ndrwxr-xr-x 11 box  box    4096 Sep 29 07:44 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\"timestamp\": \"2026-09-29T07:44:27.055Z\",\n[2026-09-29T07:44:27.061Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:27.061Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:27.061Z] [INFO] }\n[2026-09-29T07:44:27.091Z] [STDOUT] [log_500c69] sending request {\n[2026-09-29T07:44:27.095Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:27.099Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:27.103Z] [STDOUT]   options: {\n[2026-09-29T07:44:27.105Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:27.108Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:27.112Z] [STDOUT]     body: {\n[2026-09-29T07:44:27.119Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:27.123Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:27.129Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:27.135Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:27.142Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:27.152Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:27.155Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:27.159Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:27.162Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:27.165Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:27.174Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:27.177Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:27.183Z] [STDOUT]     },\n[2026-09-29T07:44:27.187Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:27.193Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:27.197Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:27.201Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:27.204Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:27.208Z] [STDOUT]     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(external, sdk-cli)\",\n[2026-09-29T07:44:27.279Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:27.282Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:27.284Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:27.287Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1710\",\n[2026-09-29T07:44:27.291Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:27.293Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:27.299Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:27.303Z] [STDOUT]     \"x-client-request-id\": \"8e3bdcae-731a-4694-9bb8-8e8adb7235e4\",\n[2026-09-29T07:44:27.310Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:27.315Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:27.319Z] [STDOUT]     \"x-stainless-os\": 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response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:27.989Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:27 GMT\",\n[2026-09-29T07:44:27.991Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:27.994Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:27.996Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:28.001Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:28.005Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:28.009Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:28.012Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:28.015Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:28.018Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:28.021Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:28.024Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:28.028Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:28.035Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:28.039Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:28.045Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:28.048Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:28.056Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:28.060Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:28.066Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": 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}\n[2026-09-29T07:44:29.280Z] [INFO] {\n[2026-09-29T07:44:29.280Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:29.280Z] [INFO]   \"message\": {\n[2026-09-29T07:44:29.280Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:29.280Z] [INFO]     \"id\": \"msg_011CfXMfKMwHxkfowaZNkZ7Z\",\n[2026-09-29T07:44:29.280Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:29.280Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:29.280Z] [INFO]     \"content\": [\n[2026-09-29T07:44:29.280Z] [INFO]       {\n[2026-09-29T07:44:29.280Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:29.280Z] [INFO]         \"id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:29.280Z] [INFO]         \"name\": \"Agent\",\n[2026-09-29T07:44:29.280Z] [INFO]         \"input\": {\n[2026-09-29T07:44:29.280Z] [INFO]           \"description\": \"Analyze ba-requirements research\",\n[2026-09-29T07:44:29.280Z] [INFO]           \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:29.280Z] [INFO]           \"prompt\": \"Research task (read-only; do NOT modify repository files; write notes only to /tmp/research-notes/ba-requirements.md, mkdir -p first). Repo at /tmp/gh-issue-solver-1790667776920 (hybrid-Intelligence-lab). Branch `origin/issue-639-405767e7672e` has been fetched; its research/ba-requirements/ dir (122 files) may differ from main. Use `git diff --stat main origin/issue-639-405767e7672e -- research/ba-requirements` to see what's new on that branch, and `git show origin/issue-639-405767e7672e:` to read files. Also read research/ba-requirements on the current checkout (main-based).\\n\\nI'm preparing an executive presentation to the Head of AI development at Mango about a BA (business-analysis) meta-model (Product \u2192 Process \u2192 Operation \u2192 Artifact) and its runtime environments. Extract verified, presentation-worthy facts from research/ba-requirements:\\n1. Empirical snapshots of Mango runs (e.g. 2026-08-25-mango-runs-empirical-snapshot.md, rrp-full-cycle-corpus-facts, artifact-structure-variance-facts): concrete numbers (number of runs, defect classes, variance, rework etc.) with file paths.\\n2. The hypothesis that cognitive operations are poorly suited to direct AI generation, and the solution of digitizing cognitive operations into strict prompts + machine-readable contracts with fail-closed validation: find where this is argued/evidenced.\\n3. Normalization, methodology-unification, orchestration, solution-modeling, artifact-micro-structure, artifact-rendering, feedback-and-evolution subdirs: 2-3 lines each of key conclusions.\\n4. GigaCode environment facts, skill granularity/format facts, process taxonomy defects.\\n5. What's new on branch issue-639 vs main (summarize key additions).\\nCite every fact with the repo path. Do not invent numbers. Absolute URL format for main: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/; for branch-only files: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/. Write the full report to the notes file and return a concise summary (up to ~1500 words).\"\n[2026-09-29T07:44:29.280Z] [INFO]         },\n[2026-09-29T07:44:29.280Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:29.280Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:29.280Z] [INFO]         }\n[2026-09-29T07:44:29.280Z] [INFO]       }\n[2026-09-29T07:44:29.280Z] [INFO]     ],\n[2026-09-29T07:44:29.280Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:29.280Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:29.280Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:29.280Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:29.280Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:29.280Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:29.280Z] [INFO]       \"cache_creation_input_tokens\": 968,\n[2026-09-29T07:44:29.280Z] [INFO]       \"cache_read_input_tokens\": 32813,\n[2026-09-29T07:44:29.280Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:29.280Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:29.280Z] [INFO]         \"ephemeral_1h_input_tokens\": 968\n[2026-09-29T07:44:29.280Z] [INFO]       },\n[2026-09-29T07:44:29.280Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:44:29.280Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:29.280Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:29.280Z] [INFO]     },\n[2026-09-29T07:44:29.280Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:29.280Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:29.280Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:29.280Z] [INFO]   },\n[2026-09-29T07:44:29.280Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:29.280Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:29.280Z] [INFO]   \"uuid\": \"f3ae7d68-d70b-4f47-bcd9-0f2a5e6f0da1\",\n[2026-09-29T07:44:29.280Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:29.274Z\",\n[2026-09-29T07:44:29.280Z] [INFO]   \"request_id\": \"req_011CfXMfJrAzrbk2QzHMedkb\",\n[2026-09-29T07:44:29.280Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:44:29.280Z] [INFO]     \"toolu_01GFx7YR63TmqWwLsYXBMEow\": {\n[2026-09-29T07:44:29.280Z] [INFO]       \"description\": \"Analyze ba-requirements research\",\n[2026-09-29T07:44:29.280Z] [INFO]       \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:29.280Z] [INFO]       \"prompt\": \"Research task (read-only; do NOT modify repository files; write notes only to /tmp/research-notes/ba-requirements.md, mkdir -p first). Repo at /tmp/gh-issue-solver-1790667776920 (hybrid-Intelligence-lab). Branch `origin/issue-639-405767e7672e` has been fetched; its research/ba-requirements/ dir (122 files) may differ from main. Use `git diff --stat main origin/issue-639-405767e7672e -- research/ba-requirements` to see what's new on that branch, and `git show origin/issue-639-405767e7672e:` to read files. Also read research/ba-requirements on the current checkout (main-based).\\n\\nI'm preparing an executive presentation to the Head of AI development at Mango about a BA (business-analysis) meta-model (Product \u2192 Process \u2192 Operation \u2192 Artifact) and its runtime environments. Extract verified, presentation-worthy facts from research/ba-requirements:\\n1. Empirical snapshots of Mango runs (e.g. 2026-08-25-mango-runs-empirical-snapshot.md, rrp-full-cycle-corpus-facts, artifact-structure-variance-facts): concrete numbers (number of runs, defect classes, variance, rework etc.) with file paths.\\n2. The hypothesis that cognitive operations are poorly suited to direct AI generation, and the solution of digitizing cognitive operations into strict prompts + machine-readable contracts with fail-closed validation: find where this is argued/evidenced.\\n3. Normalization, methodology-unification, orchestration, solution-modeling, artifact-micro-structure, artifact-rendering, feedback-and-evolution subdirs: 2-3 lines each of key conclusions.\\n4. GigaCode environment facts, skill granularity/format facts, process taxonomy defects.\\n5. What's new on branch issue-639 vs main (summarize key additions).\\nCite every fact with the repo path. Do not invent numbers. Absolute URL format for main: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/; for branch-only files: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/. Write the full report to the notes file and return a concise summary (up to ~1500 words).\"\n[2026-09-29T07:44:29.280Z] [INFO]     }\n[2026-09-29T07:44:29.280Z] [INFO]   }\n[2026-09-29T07:44:29.280Z] [INFO] }\n[2026-09-29T07:44:29.289Z] [INFO] \ud83e\udd16 Sub-agent call #2: \"Analyze ba-requirements research\" (model: default)\n[2026-09-29T07:44:29.294Z] [INFO] {\n[2026-09-29T07:44:29.294Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:29.294Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T07:44:29.294Z] [INFO]   \"tasks\": [\n[2026-09-29T07:44:29.294Z] [INFO]     {\n[2026-09-29T07:44:29.294Z] [INFO]       \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:29.294Z] [INFO]       \"task_type\": \"local_agent\",\n[2026-09-29T07:44:29.294Z] [INFO]       \"description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:29.294Z] [INFO]     },\n[2026-09-29T07:44:29.294Z] [INFO]     {\n[2026-09-29T07:44:29.294Z] [INFO]       \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:29.294Z] [INFO]       \"task_type\": \"local_agent\",\n[2026-09-29T07:44:29.294Z] [INFO]       \"description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:29.294Z] [INFO]     }\n[2026-09-29T07:44:29.294Z] [INFO]   ],\n[2026-09-29T07:44:29.294Z] [INFO]   \"uuid\": \"56bf8867-69db-4c79-8af3-ff438ad73cd8\",\n[2026-09-29T07:44:29.294Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:29.294Z] [INFO] }\n[2026-09-29T07:44:29.299Z] [INFO] {\n[2026-09-29T07:44:29.299Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"description\": \"Analyze ba-requirements research\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"is_backgrounded\": true,\n[2026-09-29T07:44:29.299Z] [INFO]   \"spawn_depth\": 1,\n[2026-09-29T07:44:29.299Z] [INFO]   \"task_type\": \"local_agent\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"prompt\": \"Research task (read-only; do NOT modify repository files; write notes only to /tmp/research-notes/ba-requirements.md, mkdir -p first). Repo at /tmp/gh-issue-solver-1790667776920 (hybrid-Intelligence-lab). Branch `origin/issue-639-405767e7672e` has been fetched; its research/ba-requirements/ dir (122 files) may differ from main. Use `git diff --stat main origin/issue-639-405767e7672e -- research/ba-requirements` to see what's new on that branch, and `git show origin/issue-639-405767e7672e:` to read files. Also read research/ba-requirements on the current checkout (main-based).\\n\\nI'm preparing an executive presentation to the Head of AI development at Mango about a BA (business-analysis) meta-model (Product \u2192 Process \u2192 Operation \u2192 Artifact) and its runtime environments. Extract verified, presentation-worthy facts from research/ba-requirements:\\n1. Empirical snapshots of Mango runs (e.g. 2026-08-25-mango-runs-empirical-snapshot.md, rrp-full-cycle-corpus-facts, artifact-structure-variance-facts): concrete numbers (number of runs, defect classes, variance, rework etc.) with file paths.\\n2. The hypothesis that cognitive operations are poorly suited to direct AI generation, and the solution of digitizing cognitive operations into strict prompts + machine-readable contracts with fail-closed validation: find where this is argued/evidenced.\\n3. Normalization, methodology-unification, orchestration, solution-modeling, artifact-micro-structure, artifact-rendering, feedback-and-evolution subdirs: 2-3 lines each of key conclusions.\\n4. GigaCode environment facts, skill granularity/format facts, process taxonomy defects.\\n5. What's new on branch issue-639 vs main (summarize key additions).\\nCite every fact with the repo path. Do not invent numbers. Absolute URL format for main: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/; for branch-only files: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/. 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(This tool result is internal metadata \u2014 never quote or paste any part of it, including the agentId below, into a user-facing reply.)\\nagentId: a8223c4e8f50f54ab (internal ID - do not mention to user. Use SendMessage with to: 'a8223c4e8f50f54ab', summary: '<5-10 word recap>' to continue this agent.)\\nThe agent is working in the background. You will be notified automatically when it completes. You know nothing about its results until that notification arrives \u2014 do not report, assume, or predict them; continue other work or respond to the user in the meantime.\\nDo not duplicate this agent's work \u2014 avoid working with the same files or topics it is using.\\noutput_file: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/a8223c4e8f50f54ab.output\\nDo NOT Read or tail this file via the shell tool \u2014 it is the full subagent JSONL transcript and reading it will overflow your context. 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Repo at /tmp/gh-issue-solver-1790667776920 (hybrid-Intelligence-lab). Branch `origin/issue-639-405767e7672e` has been fetched; its research/ba-requirements/ dir (122 files) may differ from main. Use `git diff --stat main origin/issue-639-405767e7672e -- research/ba-requirements` to see what's new on that branch, and `git show origin/issue-639-405767e7672e:` to read files. Also read research/ba-requirements on the current checkout (main-based).\\n\\nI'm preparing an executive presentation to the Head of AI development at Mango about a BA (business-analysis) meta-model (Product \u2192 Process \u2192 Operation \u2192 Artifact) and its runtime environments. Extract verified, presentation-worthy facts from research/ba-requirements:\\n1. Empirical snapshots of Mango runs (e.g. 2026-08-25-mango-runs-empirical-snapshot.md, rrp-full-cycle-corpus-facts, artifact-structure-variance-facts): concrete numbers (number of runs, defect classes, variance, rework etc.) with file paths.\\n2. The hypothesis that cognitive operations are poorly suited to direct AI generation, and the solution of digitizing cognitive operations into strict prompts + machine-readable contracts with fail-closed validation: find where this is argued/evidenced.\\n3. Normalization, methodology-unification, orchestration, solution-modeling, artifact-micro-structure, artifact-rendering, feedback-and-evolution subdirs: 2-3 lines each of key conclusions.\\n4. GigaCode environment facts, skill granularity/format facts, process taxonomy defects.\\n5. What's new on branch issue-639 vs main (summarize key additions).\\nCite every fact with the repo path. Do not invent numbers. Absolute URL format for main: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/; for branch-only files: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/. 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\"stop_reason\": null,\n[2026-09-29T07:44:30.750Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:30.750Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:30.750Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:30.750Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:30.750Z] [INFO]       \"cache_creation_input_tokens\": 4215,\n[2026-09-29T07:44:30.750Z] [INFO]       \"cache_read_input_tokens\": 5547,\n[2026-09-29T07:44:30.750Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:30.750Z] [INFO]         \"ephemeral_5m_input_tokens\": 4215,\n[2026-09-29T07:44:30.750Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:30.750Z] [INFO]       },\n[2026-09-29T07:44:30.750Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:44:30.750Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:30.750Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:30.750Z] [INFO]     },\n[2026-09-29T07:44:30.750Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:30.750Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:30.750Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:30.750Z] [INFO]   },\n[2026-09-29T07:44:30.750Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"uuid\": \"2b7c605d-6fc1-4dc5-8bdb-b6b23316f680\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:30.746Z\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"request_id\": \"req_011CfXMggA7CSpM6Yy1g1hDw\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:30.750Z] [INFO] }\n[2026-09-29T07:44:30.762Z] [STDOUT] [log_9f92db] sending request {\n[2026-09-29T07:44:30.768Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:30.772Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:30.775Z] [STDOUT]   options: {\n[2026-09-29T07:44:30.778Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:30.782Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:30.784Z] [STDOUT]     body: {\n[2026-09-29T07:44:30.788Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:30.791Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:30.794Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:30.796Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:30.798Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:30.801Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:30.804Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:30.807Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:30.811Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:30.814Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:30.818Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:30.821Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:30.824Z] [STDOUT]     },\n[2026-09-29T07:44:30.828Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:30.832Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:30.838Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:30.842Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:30.844Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:30.848Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:30.851Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:30.854Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:30.857Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:30.860Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:30.864Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:30.868Z] [STDOUT]     },\n[2026-09-29T07:44:30.872Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:30.877Z] [STDOUT]   },\n[2026-09-29T07:44:30.880Z] [STDOUT]   headers: {\n[2026-09-29T07:44:30.883Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:30.885Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:30.889Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:30.891Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:30.894Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:30.897Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:30.899Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:30.902Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:30.904Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:30.907Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:30.910Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:30.912Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1364\",\n[2026-09-29T07:44:30.917Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:30.920Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:30.924Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:30.927Z] [STDOUT]     \"x-client-request-id\": \"9a4a1b01-34dd-4db1-b789-5c86874146b3\",\n[2026-09-29T07:44:30.933Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:30.941Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:30.946Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:30.951Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:30.955Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:30.957Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:30.960Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:30.964Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:30.970Z] [STDOUT]   },\n[2026-09-29T07:44:30.972Z] [STDOUT] }\n[2026-09-29T07:44:30.975Z] [STDOUT] [log_c66a26, request-id: \"req_011CfXMggQEzjM83EFcXJNmz\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1322ms\n[2026-09-29T07:44:30.978Z] [STDOUT] [log_c66a26] response start {\n[2026-09-29T07:44:30.983Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:30.986Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:30.990Z] [STDOUT]   headers: {\n[2026-09-29T07:44:30.993Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:30.995Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:30.997Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:31.001Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:31.004Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:31.009Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.015Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:31.023Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:31.030Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:31.037Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:31.043Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:31.046Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:31.049Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:31.052Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.060Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:31.064Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:31.067Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:31.073Z] [STDOUT]     \"cf-ray\": \"a4295ce81d5f29ad-FRA\",\n[2026-09-29T07:44:31.076Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:31.080Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:31.086Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:31.092Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:31.097Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:30 GMT\",\n[2026-09-29T07:44:31.102Z] [STDOUT]     \"request-id\": \"req_011CfXMggQEzjM83EFcXJNmz\",\n[2026-09-29T07:44:31.104Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:31.107Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:31.112Z] [STDOUT]     traceresponse: \"00-c6887b4c64059f0412790217b021d070-392d63b648edc88c-01\",\n[2026-09-29T07:44:31.119Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:31.121Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:31.123Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:31.126Z] [STDOUT]   },\n[2026-09-29T07:44:31.128Z] [STDOUT]   durationMs: 1322,\n[2026-09-29T07:44:31.132Z] [STDOUT] }\n[2026-09-29T07:44:31.137Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:31.142Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:30 GMT\",\n[2026-09-29T07:44:31.148Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:31.157Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:31.161Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:31.166Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:31.170Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:31.176Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:31.179Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:31.184Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:31.188Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:31.191Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:31.194Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:31.200Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:31.203Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:31.205Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:31.212Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:31.217Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.221Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:31.229Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:31.233Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:31.239Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:31.244Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.251Z] [STDOUT]   \"request-id\": \"req_011CfXMggQEzjM83EFcXJNmz\",\n[2026-09-29T07:44:31.255Z] [STDOUT]   \"traceresponse\": \"00-c6887b4c64059f0412790217b021d070-392d63b648edc88c-01\",\n[2026-09-29T07:44:31.259Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:31.262Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:31.264Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:31.266Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:31.269Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:31.272Z] [STDOUT]   \"cf-ray\": \"a4295ce81d5f29ad-FRA\",\n[2026-09-29T07:44:31.275Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:31.278Z] [STDOUT] [log_c66a26] response parsed {\n[2026-09-29T07:44:31.280Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:31.289Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:31.293Z] [STDOUT]   body: X {\n[2026-09-29T07:44:31.296Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:31.300Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:31.303Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:31.305Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:31.308Z] [STDOUT]     },\n[2026-09-29T07:44:31.312Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:31.318Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:31.323Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:31.327Z] [STDOUT]   },\n[2026-09-29T07:44:31.330Z] [STDOUT]   durationMs: 1322,\n[2026-09-29T07:44:31.335Z] [STDOUT] }\n[2026-09-29T07:44:31.341Z] [INFO] {\n[2026-09-29T07:44:31.341Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:31.341Z] [INFO]   \"message\": {\n[2026-09-29T07:44:31.341Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:31.341Z] [INFO]     \"id\": \"msg_011CfXMggsmJCTfTYYvYSx25\",\n[2026-09-29T07:44:31.341Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:31.341Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:31.341Z] [INFO]     \"content\": [\n[2026-09-29T07:44:31.341Z] [INFO]       {\n[2026-09-29T07:44:31.341Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:44:31.341Z] [INFO]         \"text\": \"Meanwhile I'll read the ba-ai-process project myself.\"\n[2026-09-29T07:44:31.341Z] [INFO]       }\n[2026-09-29T07:44:31.341Z] [INFO]     ],\n[2026-09-29T07:44:31.341Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:31.341Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:31.341Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:31.341Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:31.341Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:31.341Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:31.341Z] [INFO]       \"cache_creation_input_tokens\": 2811,\n[2026-09-29T07:44:31.341Z] [INFO]       \"cache_read_input_tokens\": 33781,\n[2026-09-29T07:44:31.341Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:31.341Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:31.341Z] [INFO]         \"ephemeral_1h_input_tokens\": 2811\n[2026-09-29T07:44:31.341Z] [INFO]      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[log_9f92db, request-id: \"req_011CfXMgmxMVMudpqofD34HK\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 791ms\n[2026-09-29T07:44:31.555Z] [STDOUT] [log_9f92db] response start {\n[2026-09-29T07:44:31.560Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:31.562Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:31.565Z] [STDOUT]   headers: {\n[2026-09-29T07:44:31.569Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:31.574Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:31.576Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:31.580Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:31.584Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:31.587Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.591Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:31.595Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:31.598Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:31.602Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:31.608Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:31.613Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:31.616Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:31.622Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.627Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:31.632Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:31.638Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:31.651Z] [STDOUT]     \"cf-ray\": \"a4295cf05d88dbb5-FRA\",\n[2026-09-29T07:44:31.657Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:31.662Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:31.666Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:31.672Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:31.676Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:31 GMT\",\n[2026-09-29T07:44:31.681Z] [STDOUT]     \"request-id\": \"req_011CfXMgmxMVMudpqofD34HK\",\n[2026-09-29T07:44:31.686Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:31.688Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:31.692Z] [STDOUT]     traceresponse: \"00-8dd9423407052eeadaea5322b8e3d5da-0276a20d448e13e9-01\",\n[2026-09-29T07:44:31.695Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:31.699Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:31.702Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:31.704Z] [STDOUT]   },\n[2026-09-29T07:44:31.708Z] [STDOUT]   durationMs: 791,\n[2026-09-29T07:44:31.711Z] [STDOUT] }\n[2026-09-29T07:44:31.718Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:31.725Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:31 GMT\",\n[2026-09-29T07:44:31.736Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:31.741Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:31.747Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:31.759Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:31.774Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:31.778Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:31.784Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:31.789Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:31.796Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:31.808Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:31.812Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:31.817Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:31.824Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:31.832Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:31.855Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:31.858Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.864Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:31.869Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:31.873Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:31.878Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:31.883Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.888Z] [STDOUT]   \"request-id\": \"req_011CfXMgmxMVMudpqofD34HK\",\n[2026-09-29T07:44:31.893Z] [STDOUT]   \"traceresponse\": \"00-8dd9423407052eeadaea5322b8e3d5da-0276a20d448e13e9-01\",\n[2026-09-29T07:44:31.899Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:31.903Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:31.906Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:31.911Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:31.939Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:31.947Z] [STDOUT]   \"cf-ray\": \"a4295cf05d88dbb5-FRA\",\n[2026-09-29T07:44:31.955Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:31.961Z] [STDOUT] [log_9f92db] response parsed {\n[2026-09-29T07:44:31.967Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:31.972Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:31.976Z] [STDOUT]   body: X {\n[2026-09-29T07:44:31.980Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:31.983Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:31.987Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:31.992Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:31.995Z] [STDOUT]     },\n[2026-09-29T07:44:31.999Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:32.004Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:32.009Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:32.012Z] [STDOUT]   },\n[2026-09-29T07:44:32.018Z] [STDOUT]   durationMs: 791,\n[2026-09-29T07:44:32.024Z] [STDOUT] }\n[2026-09-29T07:44:32.035Z] [INFO] {\n[2026-09-29T07:44:32.035Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:32.035Z] [INFO]   \"message\": {\n[2026-09-29T07:44:32.035Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:32.035Z] [INFO]     \"id\": \"msg_011CfXMggsmJCTfTYYvYSx25\",\n[2026-09-29T07:44:32.035Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:32.035Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:32.035Z] [INFO]     \"content\": [\n[2026-09-29T07:44:32.035Z] [INFO]       {\n[2026-09-29T07:44:32.035Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:32.035Z] [INFO]         \"id\": \"toolu_01R12zTjNfkbb1q4T4Bs1hT1\",\n[2026-09-29T07:44:32.035Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:32.035Z] [INFO]         \"input\": {\n[2026-09-29T07:44:32.035Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process && cat README.md; find . -type f | grep -v \\\"^./dist\\\\|^./build\\\" | head -150; find . -type f | wc -l\",\n[2026-09-29T07:44:32.035Z] [INFO]           \"description\": \"Read ba-ai-process README and tree\"\n[2026-09-29T07:44:32.035Z] [INFO]         },\n[2026-09-29T07:44:32.035Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:32.035Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:32.035Z] [INFO]         }\n[2026-09-29T07:44:32.035Z] [INFO]       }\n[2026-09-29T07:44:32.035Z] [INFO]     ],\n[2026-09-29T07:44:32.035Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:32.035Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:32.035Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:32.035Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:32.035Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:32.035Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:32.035Z] [INFO]       \"cache_creation_input_tokens\": 2811,\n[2026-09-29T07:44:32.035Z] [INFO]       \"cache_read_input_tokens\": 33781,\n[2026-09-29T07:44:32.035Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:32.035Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:32.035Z] [INFO]         \"ephemeral_1h_input_tokens\": 2811\n[2026-09-29T07:44:32.035Z] [INFO]       },\n[2026-09-29T07:44:32.035Z] [INFO]       \"output_tokens\": 44,\n[2026-09-29T07:44:32.035Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:32.035Z] [INFO]   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\"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:32.864Z] [INFO]   \"usage\": {\n[2026-09-29T07:44:32.864Z] [INFO]     \"total_tokens\": 14899,\n[2026-09-29T07:44:32.864Z] [INFO]     \"tool_uses\": 4,\n[2026-09-29T07:44:32.864Z] [INFO]     \"duration_ms\": 10554\n[2026-09-29T07:44:32.864Z] [INFO]   },\n[2026-09-29T07:44:32.864Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:44:32.864Z] [INFO]   \"uuid\": \"cf73e406-6c9f-4d9b-9538-cbbf13d2b4d9\",\n[2026-09-29T07:44:32.864Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:32.864Z] [INFO] }\n[2026-09-29T07:44:33.428Z] [INFO] {\n[2026-09-29T07:44:33.428Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:33.428Z] [INFO]   \"message\": {\n[2026-09-29T07:44:33.428Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:33.428Z] [INFO]     \"content\": [\n[2026-09-29T07:44:33.428Z] [INFO]       {\n[2026-09-29T07:44:33.428Z] [INFO]         \"tool_use_id\": \"toolu_01R12zTjNfkbb1q4T4Bs1hT1\",\n[2026-09-29T07:44:33.428Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:33.428Z] [INFO]         \"content\": \"---\\nstatus: canonical\\nversion: 1.6\\nupdated: 2026-09-28\\ntemperature: 0.1\\nscope: mango-only\\ntype: research\\n---\\n\\n# BA AI Process \u2014 Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 **\u00ab\u043a\u0430\u043a \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0434\u043b\u044f \u0432\u0441\u0435\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e\\n\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044f MANGO \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0445 \u0441\u0440\u0435\u0434\u0430\u0445\u00bb**: \u043a\u0430\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0440\u0430\u0431\u043e\u0442\u0443, \u043a\u0430\u043a\u0438\u043c\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u043e\u043d\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u0438 \u0432 \u043a\u0430\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0435\\n\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0430\u0433\u0435\u043d\u0442\u0443. GigaCode CLI \u2014 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0430; Cline \u0441 Mango AI\\n\u0438 Qwen Chat \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0435 \u0441\u0440\u0435\u0434\u044b \u043f\u043e\\n[issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615).\\n\\n\u042d\u0442\u043e **\u0434\u043e\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432**, \u0430 \u043d\u0435 \u043e\u0431\u0449\u0430\u044f \u0440\u0430\u043c\u043a\u0430. \u0412\u0441\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u043c\u043e\u0434\u0443\u043b\u044f \u043d\u0435\u0441\u0443\u0442\\n`scope: mango-only`. \u0417\u0434\u0435\u0441\u044c `mango-only` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 **\u0432\u0435\u0441\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c\\nMANGO** (\u0432\u0441\u0435 \u0434\u043e\u043c\u0435\u043d\u044b \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0441\u043d\u0438\u043c\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438), \u0430 \u043d\u0435 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u044b\u0439 \u0446\u0435\u043d\u0442\u0440 \u0438\u043b\u0438 \u043b\u044e\u0431\u043e\u0439\\n\u0434\u0440\u0443\u0433\u043e\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0434\u043e\u043c\u0435\u043d. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438/\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044e;\\n\u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 \u0434\u0440\u0443\u0433\u0438\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 (\u0437\u0430\u0434\u0430\u0447\u0430 `B-158`), \u0430 \u043d\u0435\\n\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n[`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md).\\n\\n## \u041f\u043e\u0447\u0435\u043c\u0443 \u043c\u043e\u0434\u0443\u043b\u0438 \u0436\u0438\u0432\u0443\u0442 \u0437\u0434\u0435\u0441\u044c\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d\u043e\\n[`standards/project-structure-inheritance.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/project-structure-inheritance.md):\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0436\u0438\u0432\u0451\u0442 \u0432 `projects/<\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435>/`, \u0430 \u043e\u0431\u0449\u0438\u0439\\n\u043a\u0430\u0442\u0430\u043b\u043e\u0433 `research/` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0439 \u0440\u0430\u043c\u043a\u043e\u0439. \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e \u0432\\n[PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572),\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0437\u0430\u0434\u0430\u0447\u0435\u0439 `B-155`\\n([#573](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/573)).\\n\\n\u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0443\\n[Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md),\\n\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0442\u0435\u0441\u0442\u044b \u0438 \u043f\u0430\u043a\u0435\u0442 \u0438\u043c\u0435\u044e\u0442 \u0444\u043e\u0440\u043c\u0443 \u0441\u0432\u043e\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432\u043b\u043e\u0436\u0435\u043d\u044b \u0432 `ba-meta-model/`: \u044d\u0442\u043e \u0447\u0430\u0441\u0442\u0438 \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435\\n\u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438.\\n\\n## \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Source\\n\\n- [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md)\\n  \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 (issue\\n  [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563),\\n  \u0432\u0435\u0440\u0441\u0438\u044f 0.2 \u2014 [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n  \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 `MM-1`\u2026`MM-4`,\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u0440\u0435\u0435\u0441\u0442\u0440 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n  `DP-1`\u2026`DP-5`, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435\u043c `LG-1`\u2026`LG-6`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n  `SKILL.md` (`SK-0`\u2026`SK-10`), \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442, Golden Set \u0438 \u043f\u043b\u0430\u043d \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n  MVP-\u0441\u0440\u0435\u0437\u0430 \u0441 \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438 `M-1`\u2026`M-5`. \u0412\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435\\n  [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/00-introduction.md)\\n  \u0438 [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md)\\n  \u0437\u0430\u0434\u0430\u044e\u0442 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e;\\n  [`product-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/product-taxonomy)\\n  \u0445\u0440\u0430\u043d\u0438\u0442 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 capabilities MANGO \u0438 \u0438\u0445 42\\n  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0439 \u0418\u0422/\u0442\u0435\u043b\u0435\u043a\u043e\u043c \u0434\u043b\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0432 Distribution.\\n- [`meta-model-guides/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/meta-model-guides/README.md)\\n  \u2014 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443: \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u0447\u0438\u0441\u0442\u043e\u0439 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB,\\n  Confluence MCP, \u0437\u0430\u043f\u0443\u0441\u043a/\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 task \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 debug.\\n- [`tests/execution-package/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/tests/execution-package/README.md)\\n  \u2014 mock-fixtures, assertions \u0438 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0433\u0440\u0430\u0444\u0430 \u0431\u0435\u0437 LLM \u0438 MCP.\\n- [`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md)\\n  \u2014 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u0441 `.gigacode/skills/`, \u044f\u0432\u043d\u044b\u043c dispatcher, debug-\u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438, \u0433\u0440\u0430\u0444\u043e\u043c, Golden Set \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c `G-mach`.\\n- [`dist/execution-package-cline-vscode/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-621-bd8c46c08849/projects/ba-ai-process/dist/execution-package-cline-vscode/README.md)\\n  \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0438\u043b\u043e\u0442 Cline \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e BCREQ Working \u2192 Release \u0441 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u043c\u0438\\n  hooks, \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c runner, CI gate, trace \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u043e\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u044f; Source\\n  \u0441\u0431\u043e\u0440\u043a\u0438 \u2014 `build/common/` \u0438 `build/adapters/cline-vscode/`.\\n- [`meta-model-guides/qwen-chat-runtime-migration-instruction.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/meta-model-guides/qwen-chat-runtime-migration-instruction.md)\\n  \u2014 \u043c\u0430\u043d\u0434\u0430\u0442 \u0434\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0430 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0443 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runtime \u043a \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u043c\u0443\\n  quick-check \u0432 Qwen Chat; \u044d\u0442\u043e \u043d\u0435 execution package.\\n\\n\u041f\u0430\u043a\u0435\u0442 \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 RRP-\u043c\u043e\u0434\u0443\u043b\u044c. \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e,\\n\u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432\\n[\u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml).\\n\u0415\u0433\u043e `docs/kb/.gitkeep` \u0438 `meta-model/.gitkeep` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u044e\u0442 copy-time \u0432\u0445\u043e\u0434\u044b; \u043f\u0430\u043a\u0435\u0442\\n\u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0432\u043e \u0432\u0440\u0435\u043c\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\nProject-scoped \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n[`decisions/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/decisions),\\nRFC \u2014 \u0432\\n[`docs/rfc/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/docs/rfc),\\n\u043e\u0442\u043b\u0430\u0434\u043a\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0438\u0437\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `experiments/`, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 Distribution \u2014\\n\u0432 `dist/`. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0430 \u0432\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md).\\n\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0434\u043b\u044f API, \u041b\u041a \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md).\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0433\u0435\u0439\u0442\u043e\u0432 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\\n[RFC](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md);\\n\u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f issue #603 \u0447\u0430\u0441\u0442\u044c \u043e \u0440\u0430\u043d\u043d\u0435\u0439 MANGO-\u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u0430 \u0432 Distribution.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u0438\u0441\u043a\u0430 \u0438 \u0434\u0432\u043e\u0439\u043d\u0430\u044f \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u043e\u043a\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n\u0434\u0435\u043b\u044c\u0442\u043e\u0439 Source.\\n\\n\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u0432\u0441\u0435\u0445 67 legacy-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u043a issue #605 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432,\\n\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b FR/UC/NFR \u0438 TM Forum binding \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f\\n\u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043e\u0442 \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e baseline \u043a \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u043e\u0439 Release-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438,\\n\u0432\u043a\u043b\u044e\u0447\u0430\u044f NFR\u2192FR, \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u043f\u0440\u0438\u043d\u044f\u0442 \u0432\\n[RFC Working Document \u2192 Release Document](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md).\\n\u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u0441\u043a\u0432\u043e\u0437\u043d\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 Source \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0435\u0434\u0438\u043d\u043e\u0433\u043e Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 GigaCode CLI \u0438 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md)\\n\u043f\u043e issue #630 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 20 \u0442\u043e\u0447\u0435\u043a \u0442\u0440\u0435\u043d\u0438\u044f \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430; \u043f\u0430\u0440\u043d\u044b\u0435 \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n\\n\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0440\u0435\u0434\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432\\n[`docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md).\\nIssue [#593](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/593)\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432 Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439\\n`mango-ba-ai-runtime-cli`.\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b **\u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f**: \u043e\u043d\u0438\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 [`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md)\\n\u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430. \u041c\u043e\u0434\u0443\u043b\u0438 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445,\\n\u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442:\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md);\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md);\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md);\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\\n- [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\\n  \u2014 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438;\\n- [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b;\\n- [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md)\\n  \u2014 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430;\\n- [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)\\n  \u2014 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e;\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n  \u2014 \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 Source, Distribution, Runtime \u0438 Feedback.\\n- [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode CLI.\\n- [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 Cline \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI.\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL), \u043a\u0430\u043a \u0438 \u0432\u043e \u0432\u0441\u0451\u043c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 `ba-requirements`.\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n`40-practice-and-cases.md`, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 P2\\n([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh)).\\n./ba-meta-model/10-theory.md\\n./ba-meta-model/20-taxonomy.md\\n./ba-meta-model/50-open-research.md\\n./ba-meta-model/30-decision-framework.md\\n./ba-meta-model/00-introduction.md\\n./ba-meta-model/40-practice-and-cases.md\\n./ba-meta-model/product-taxonomy/telecom-products.yaml\\n./ba-meta-model/product-taxonomy/mango-products.yaml\\n./ba-meta-model/operation-taxonomy/10-theory.md\\n./ba-meta-model/operation-taxonomy/20-taxonomy.md\\n./ba-meta-model/operation-taxonomy/50-open-research.md\\n./ba-meta-model/operation-taxonomy/30-decision-framework.md\\n./ba-meta-model/operation-taxonomy/00-introduction.md\\n./ba-meta-model/operation-taxonomy/40-practice-and-cases.md\\n./ba-meta-model/process-taxonomy/10-theory.md\\n./ba-meta-model/process-taxonomy/20-taxonomy.md\\n./ba-meta-model/process-taxonomy/50-open-research.md\\n./ba-meta-model/process-taxonomy/30-decision-framework.md\\n./ba-meta-model/process-taxonomy/00-introduction.md\\n./ba-meta-model/process-taxonomy/40-practice-and-cases.md\\n./decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n./decisions/2026-09-adr-020-clean-distribution-package.md\\n./README.md\\n./experiments/.gitkeep\\n./experiments/issue_638_gigacode_input_checks.log\\n./experiments/issue_636_real_task_flow.sh\\n./experiments/issue_638_gigacode_smoke_guide.py\\n./experiments/issue_638_gigacode_full_route.log\\n./experiments/issue_638_gigacode_deploy_check.log\\n./experiments/issue_605_run_inventory.py\\n./experiments/issue_638_update_manifest_hashes.py\\n./experiments/issue_638_gigacode_full_route.py\\n./experiments/issue_638_gigacode_input_checks.py\\n./experiments/issue_639_runner_probes.log\\n./experiments/issue_636_seal.log\\n./experiments/issue_638_gigacode_kb_copy_check.log\\n./experiments/issue_636_check_links.py\\n./experiments/issue_639_runner_probes.py\\n./experiments/issue_639_gap_probes.log\\n./experiments/issue_638_gigacode_smoke_guide.log\\n./experiments/issue_636_real_task_flow.log\\n./experiments/issue_638_gigacode_smoke_flow.py\\n./experiments/issue_639_gap_probes.sh\\n./experiments/issue_638_gigacode_smoke_flow_data.py\\n./experiments/issue_638_windows_autocrlf.sh\\n./experiments/issue_638_gigacode_deploy_check.sh\\n./experiments/issue_638_gigacode_smoke_flow.log\\n./experiments/issue_636_seal.ps1\\n./experiments/issue_638_gigacode_kb_copy_check.sh\\n./docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md\\n./docs/rfc/2026-09-bcreq-working-release-pipeline.md\\n./docs/rfc/2026-09-source-pilot-verification.md\\n./docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md\\n./docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\n./docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\n./docs/analysis/2026-09-24-architecture-convergence-and-readiness.md\\n./docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\n./docs/analysis/2026-09-23-requirements-run-forensics.md\\n./docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n./docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\n./meta-model-guides/README.md\\n./meta-model-guides/qwen-chat-runtime-migration-instruction.md\\n./meta-model-guides/gigacode-cli/mango-ba-ai-runtime-cli-user-guide.html\\n./meta-model-guides/gigacode-cli/screenshots/mango-ba-ai-runtime-cli-user-guide-preview.png\\n./tests/cline-package/test_package.py\\n./tests/execution-package/README.md\\n./tests/execution-package/fixtures/working-valid.json\\n./tests/execution-package/fixtures/straight-through.yaml\\n./tests/execution-package/fixtures/human-gate.yaml\\n./tests/execution-package/assertions/straight-through.yaml\\n./tests/execution-package/assertions/human-gate.yaml\\n./tests/execution-package/tests/test_guides.py\\n./tests/execution-package/tests/test_semantic_regression.py\\n./tests/execution-package/tests/test_runner.py\\n./tests/execution-package/tests/test_emulation.py\\n./tests/execution-package/tools/emulate-route.py\\n215\",\n[2026-09-29T07:44:33.428Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:33.428Z] [INFO]       }\n[2026-09-29T07:44:33.428Z] [INFO]     ]\n[2026-09-29T07:44:33.428Z] [INFO]   },\n[2026-09-29T07:44:33.428Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:33.428Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:33.428Z] [INFO]   \"uuid\": \"0af178e9-74b4-4808-9c46-ec09865abb46\",\n[2026-09-29T07:44:33.428Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:33.384Z\",\n[2026-09-29T07:44:33.428Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:33.428Z] [INFO]     \"stdout\": \"---\\nstatus: canonical\\nversion: 1.6\\nupdated: 2026-09-28\\ntemperature: 0.1\\nscope: mango-only\\ntype: research\\n---\\n\\n# BA AI Process \u2014 Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 **\u00ab\u043a\u0430\u043a \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0434\u043b\u044f \u0432\u0441\u0435\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e\\n\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044f MANGO \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0445 \u0441\u0440\u0435\u0434\u0430\u0445\u00bb**: \u043a\u0430\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0440\u0430\u0431\u043e\u0442\u0443, \u043a\u0430\u043a\u0438\u043c\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u043e\u043d\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u0438 \u0432 \u043a\u0430\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0435\\n\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0430\u0433\u0435\u043d\u0442\u0443. GigaCode CLI \u2014 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0430; Cline \u0441 Mango AI\\n\u0438 Qwen Chat \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0435 \u0441\u0440\u0435\u0434\u044b \u043f\u043e\\n[issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615).\\n\\n\u042d\u0442\u043e **\u0434\u043e\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432**, \u0430 \u043d\u0435 \u043e\u0431\u0449\u0430\u044f \u0440\u0430\u043c\u043a\u0430. \u0412\u0441\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u043c\u043e\u0434\u0443\u043b\u044f \u043d\u0435\u0441\u0443\u0442\\n`scope: mango-only`. \u0417\u0434\u0435\u0441\u044c `mango-only` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 **\u0432\u0435\u0441\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c\\nMANGO** (\u0432\u0441\u0435 \u0434\u043e\u043c\u0435\u043d\u044b \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0441\u043d\u0438\u043c\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438), \u0430 \u043d\u0435 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u044b\u0439 \u0446\u0435\u043d\u0442\u0440 \u0438\u043b\u0438 \u043b\u044e\u0431\u043e\u0439\\n\u0434\u0440\u0443\u0433\u043e\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0434\u043e\u043c\u0435\u043d. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438/\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044e;\\n\u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 \u0434\u0440\u0443\u0433\u0438\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 (\u0437\u0430\u0434\u0430\u0447\u0430 `B-158`), \u0430 \u043d\u0435\\n\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n[`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md).\\n\\n## \u041f\u043e\u0447\u0435\u043c\u0443 \u043c\u043e\u0434\u0443\u043b\u0438 \u0436\u0438\u0432\u0443\u0442 \u0437\u0434\u0435\u0441\u044c\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d\u043e\\n[`standards/project-structure-inheritance.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/project-structure-inheritance.md):\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0436\u0438\u0432\u0451\u0442 \u0432 `projects/<\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435>/`, \u0430 \u043e\u0431\u0449\u0438\u0439\\n\u043a\u0430\u0442\u0430\u043b\u043e\u0433 `research/` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0439 \u0440\u0430\u043c\u043a\u043e\u0439. \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e \u0432\\n[PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572),\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0437\u0430\u0434\u0430\u0447\u0435\u0439 `B-155`\\n([#573](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/573)).\\n\\n\u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0443\\n[Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md),\\n\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0442\u0435\u0441\u0442\u044b \u0438 \u043f\u0430\u043a\u0435\u0442 \u0438\u043c\u0435\u044e\u0442 \u0444\u043e\u0440\u043c\u0443 \u0441\u0432\u043e\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432\u043b\u043e\u0436\u0435\u043d\u044b \u0432 `ba-meta-model/`: \u044d\u0442\u043e \u0447\u0430\u0441\u0442\u0438 \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435\\n\u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438.\\n\\n## \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Source\\n\\n- [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md)\\n  \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 (issue\\n  [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563),\\n  \u0432\u0435\u0440\u0441\u0438\u044f 0.2 \u2014 [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n  \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 `MM-1`\u2026`MM-4`,\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u0440\u0435\u0435\u0441\u0442\u0440 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n  `DP-1`\u2026`DP-5`, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435\u043c `LG-1`\u2026`LG-6`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n  `SKILL.md` (`SK-0`\u2026`SK-10`), \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442, Golden Set \u0438 \u043f\u043b\u0430\u043d \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n  MVP-\u0441\u0440\u0435\u0437\u0430 \u0441 \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438 `M-1`\u2026`M-5`. \u0412\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435\\n  [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/00-introduction.md)\\n  \u0438 [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md)\\n  \u0437\u0430\u0434\u0430\u044e\u0442 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e;\\n  [`product-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/product-taxonomy)\\n  \u0445\u0440\u0430\u043d\u0438\u0442 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 capabilities MANGO \u0438 \u0438\u0445 42\\n  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0439 \u0418\u0422/\u0442\u0435\u043b\u0435\u043a\u043e\u043c \u0434\u043b\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0432 Distribution.\\n- [`meta-model-guides/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/meta-model-guides/README.md)\\n  \u2014 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443: \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u0447\u0438\u0441\u0442\u043e\u0439 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB,\\n  Confluence MCP, \u0437\u0430\u043f\u0443\u0441\u043a/\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 task \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 debug.\\n- [`tests/execution-package/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/tests/execution-package/README.md)\\n  \u2014 mock-fixtures, assertions \u0438 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0433\u0440\u0430\u0444\u0430 \u0431\u0435\u0437 LLM \u0438 MCP.\\n- [`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md)\\n  \u2014 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u0441 `.gigacode/skills/`, \u044f\u0432\u043d\u044b\u043c dispatcher, debug-\u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438, \u0433\u0440\u0430\u0444\u043e\u043c, Golden Set \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c `G-mach`.\\n- [`dist/execution-package-cline-vscode/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-621-bd8c46c08849/projects/ba-ai-process/dist/execution-package-cline-vscode/README.md)\\n  \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0438\u043b\u043e\u0442 Cline \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e BCREQ Working \u2192 Release \u0441 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u043c\u0438\\n  hooks, \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c runner, CI gate, trace \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u043e\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u044f; Source\\n  \u0441\u0431\u043e\u0440\u043a\u0438 \u2014 `build/common/` \u0438 `build/adapters/cline-vscode/`.\\n- [`meta-model-guides/qwen-chat-runtime-migration-instruction.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/meta-model-guides/qwen-chat-runtime-migration-instruction.md)\\n  \u2014 \u043c\u0430\u043d\u0434\u0430\u0442 \u0434\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0430 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0443 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runtime \u043a \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u043c\u0443\\n  quick-check \u0432 Qwen Chat; \u044d\u0442\u043e \u043d\u0435 execution package.\\n\\n\u041f\u0430\u043a\u0435\u0442 \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 RRP-\u043c\u043e\u0434\u0443\u043b\u044c. \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e,\\n\u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432\\n[\u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml).\\n\u0415\u0433\u043e `docs/kb/.gitkeep` \u0438 `meta-model/.gitkeep` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u044e\u0442 copy-time \u0432\u0445\u043e\u0434\u044b; \u043f\u0430\u043a\u0435\u0442\\n\u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0432\u043e \u0432\u0440\u0435\u043c\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\nProject-scoped \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n[`decisions/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/decisions),\\nRFC \u2014 \u0432\\n[`docs/rfc/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/docs/rfc),\\n\u043e\u0442\u043b\u0430\u0434\u043a\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0438\u0437\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `experiments/`, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 Distribution \u2014\\n\u0432 `dist/`. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0430 \u0432\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md).\\n\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0434\u043b\u044f API, \u041b\u041a \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md).\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0433\u0435\u0439\u0442\u043e\u0432 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\\n[RFC](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md);\\n\u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f issue #603 \u0447\u0430\u0441\u0442\u044c \u043e \u0440\u0430\u043d\u043d\u0435\u0439 MANGO-\u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u0430 \u0432 Distribution.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u0438\u0441\u043a\u0430 \u0438 \u0434\u0432\u043e\u0439\u043d\u0430\u044f \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u043e\u043a\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n\u0434\u0435\u043b\u044c\u0442\u043e\u0439 Source.\\n\\n\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u0432\u0441\u0435\u0445 67 legacy-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u043a issue #605 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432,\\n\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b FR/UC/NFR \u0438 TM Forum binding \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f\\n\u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043e\u0442 \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e baseline \u043a \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u043e\u0439 Release-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438,\\n\u0432\u043a\u043b\u044e\u0447\u0430\u044f NFR\u2192FR, \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u043f\u0440\u0438\u043d\u044f\u0442 \u0432\\n[RFC Working Document \u2192 Release Document](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md).\\n\u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u0441\u043a\u0432\u043e\u0437\u043d\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 Source \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0435\u0434\u0438\u043d\u043e\u0433\u043e Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 GigaCode CLI \u0438 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md)\\n\u043f\u043e issue #630 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 20 \u0442\u043e\u0447\u0435\u043a \u0442\u0440\u0435\u043d\u0438\u044f \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430; \u043f\u0430\u0440\u043d\u044b\u0435 \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n\\n\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0440\u0435\u0434\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432\\n[`docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md).\\nIssue [#593](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/593)\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432 Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439\\n`mango-ba-ai-runtime-cli`.\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b **\u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f**: \u043e\u043d\u0438\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 [`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md)\\n\u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430. \u041c\u043e\u0434\u0443\u043b\u0438 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445,\\n\u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442:\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md);\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md);\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md);\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\\n- [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\\n  \u2014 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438;\\n- [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b;\\n- [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md)\\n  \u2014 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430;\\n- [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)\\n  \u2014 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e;\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n  \u2014 \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 Source, Distribution, Runtime \u0438 Feedback.\\n- [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode CLI.\\n- [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 Cline \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI.\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL), \u043a\u0430\u043a \u0438 \u0432\u043e \u0432\u0441\u0451\u043c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 `ba-requirements`.\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n`40-practice-and-cases.md`, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 P2\\n([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh)).\\n./ba-meta-model/10-theory.md\\n./ba-meta-model/20-taxonomy.md\\n./ba-meta-model/50-open-research.md\\n./ba-meta-model/30-decision-framework.md\\n./ba-meta-model/00-introduction.md\\n./ba-meta-model/40-practice-and-cases.md\\n./ba-meta-model/product-taxonomy/telecom-products.yaml\\n./ba-meta-model/product-taxonomy/mango-products.yaml\\n./ba-meta-model/operation-taxonomy/10-theory.md\\n./ba-meta-model/operation-taxonomy/20-taxonomy.md\\n./ba-meta-model/operation-taxonomy/50-open-research.md\\n./ba-meta-model/operation-taxonomy/30-decision-framework.md\\n./ba-meta-model/operation-taxonomy/00-introduction.md\\n./ba-meta-model/operation-taxonomy/40-practice-and-cases.md\\n./ba-meta-model/process-taxonomy/10-theory.md\\n./ba-meta-model/process-taxonomy/20-taxonomy.md\\n./ba-meta-model/process-taxonomy/50-open-research.md\\n./ba-meta-model/process-taxonomy/30-decision-framework.md\\n./ba-meta-model/process-taxonomy/00-introduction.md\\n./ba-meta-model/process-taxonomy/40-practice-and-cases.md\\n./decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n./decisions/2026-09-adr-020-clean-distribution-package.md\\n./README.md\\n./experiments/.gitkeep\\n./experiments/issue_638_gigacode_input_checks.log\\n./experiments/issue_636_real_task_flow.sh\\n./experiments/issue_638_gigacode_smoke_guide.py\\n./experiments/issue_638_gigacode_full_route.log\\n./experiments/issue_638_gigacode_deploy_check.log\\n./experiments/issue_605_run_inventory.py\\n./experiments/issue_638_update_manifest_hashes.py\\n./experiments/issue_638_gigacode_full_route.py\\n./experiments/issue_638_gigacode_input_checks.py\\n./experiments/issue_639_runner_probes.log\\n./experiments/issue_636_seal.log\\n./experiments/issue_638_gigacode_kb_copy_check.log\\n./experiments/issue_636_check_links.py\\n./experiments/issue_639_runner_probes.py\\n./experiments/issue_639_gap_probes.log\\n./experiments/issue_638_gigacode_smoke_guide.log\\n./experiments/issue_636_real_task_flow.log\\n./experiments/issue_638_gigacode_smoke_flow.py\\n./experiments/issue_639_gap_probes.sh\\n./experiments/issue_638_gigacode_smoke_flow_data.py\\n./experiments/issue_638_windows_autocrlf.sh\\n./experiments/issue_638_gigacode_deploy_check.sh\\n./experiments/issue_638_gigacode_smoke_flow.log\\n./experiments/issue_636_seal.ps1\\n./experiments/issue_638_gigacode_kb_copy_check.sh\\n./docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md\\n./docs/rfc/2026-09-bcreq-working-release-pipeline.md\\n./docs/rfc/2026-09-source-pilot-verification.md\\n./docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md\\n./docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\n./docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\n./docs/analysis/2026-09-24-architecture-convergence-and-readiness.md\\n./docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\n./docs/analysis/2026-09-23-requirements-run-forensics.md\\n./docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n./docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\n./meta-model-guides/README.md\\n./meta-model-guides/qwen-chat-runtime-migration-instruction.md\\n./meta-model-guides/gigacode-cli/mango-ba-ai-runtime-cli-user-guide.html\\n./meta-model-guides/gigacode-cli/screenshots/mango-ba-ai-runtime-cli-user-guide-preview.png\\n./tests/cline-package/test_package.py\\n./tests/execution-package/README.md\\n./tests/execution-package/fixtures/working-valid.json\\n./tests/execution-package/fixtures/straight-through.yaml\\n./tests/execution-package/fixtures/human-gate.yaml\\n./tests/execution-package/assertions/straight-through.yaml\\n./tests/execution-package/assertions/human-gate.yaml\\n./tests/execution-package/tests/test_guides.py\\n./tests/execution-package/tests/test_semantic_regression.py\\n./tests/execution-package/tests/test_runner.py\\n./tests/execution-package/tests/test_emulation.py\\n./tests/execution-package/tools/emulate-route.py\\n215\",\n[2026-09-29T07:44:33.428Z] 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   [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:33.972Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:33.997Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:34.003Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:34.006Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:34.010Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:34.022Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:34.025Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:34.033Z] [STDOUT]     },\n[2026-09-29T07:44:34.037Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:34.042Z] [STDOUT]   },\n[2026-09-29T07:44:34.045Z] [STDOUT]   headers: {\n[2026-09-29T07:44:34.049Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:34.059Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:34.066Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:34.075Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:34.085Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:34.088Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:34.094Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:34.098Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:34.104Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:34.108Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:34.115Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:34.120Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1582\",\n[2026-09-29T07:44:34.128Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:34.132Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:34.135Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:34.138Z] [STDOUT]     \"x-client-request-id\": \"7a3e1c7a-0410-437f-a881-39c48013037e\",\n[2026-09-29T07:44:34.143Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:34.151Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:34.157Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:34.164Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:34.167Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:34.173Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:34.175Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:34.181Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:34.187Z] [STDOUT]   },\n[2026-09-29T07:44:34.191Z] [STDOUT] }\n[2026-09-29T07:44:34.255Z] [INFO] {\n[2026-09-29T07:44:34.255Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"message\": {\n[2026-09-29T07:44:34.255Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:34.255Z] [INFO]     \"content\": [\n[2026-09-29T07:44:34.255Z] [INFO]       {\n[2026-09-29T07:44:34.255Z] [INFO]         \"tool_use_id\": \"toolu_01A73dqsbXiEYapSgnuqqTLL\",\n[2026-09-29T07:44:34.255Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:34.255Z] [INFO]         \"content\": \"---\\nstatus: canonical\\nversion: 2.4\\nupdated: 2026-08-21\\ntemperature: 0.1\\nowner: G-Ivan-A\\nresearch_deps:\\n  - \\\"docs/hub-research-dependencies.md#adr-009-repo-split\\\"\\n  - \\\"docs/hub-research-dependencies.md#separation-readiness\\\"\\n---\\n\\n# Mango BA Prompts\\n\\n> **\u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0435 \u041c\u0430\u043d\u0433\u043e (\u0442\u0435\u043b\u0435\u043a\u043e\u043c).**\\n> \u0417\u0434\u0435\u0441\u044c \u0436\u0438\u0432\u0443\u0442 **\u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0438 \u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043f\u0430\u043c\u044f\u0442\u044c**: \u043f\u0440\u043e\u043c\u043f\u0442\u044b,\\n> \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u044b, \u0431\u0430\u0437\u0430 \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0411\u0410.\\n\\n`mango_ba_prompts` \u2014 standalone-\u043f\u0440\u043e\u0435\u043a\u0442 (\u0441\u043f\u043e\u043a), \u0432\u044b\u0440\u043e\u0441\u0448\u0438\u0439 \u0438\u0437 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 Mango \u0432\\n\u043c\u043e\u043d\u043e\u0440\u0435\u043f\u043e-\u0425\u0430\u0431\u0435 \u0438 \u0442\u0435\u043f\u0435\u0440\u044c \u0436\u0438\u0432\u0443\u0449\u0438\u0439 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e. \u0421\u043f\u043e\u043a \u043d\u0435\u0441\u0451\u0442 **\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u0443\u044e\\n\u0446\u0435\u043d\u043d\u043e\u0441\u0442\u044c** (\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u0438\u0445 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442). \u0424\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 \u0425\u0430\u0431\u0435 \u2014 \u0441\u043f\u043e\u043a \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445 \u0438\u0437 **\u043e\u0434\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0438**:\\n`docs/hub-research-dependencies.md` (\u0435\u0434\u0438\u043d\u044b\u0439 \u0440\u0435\u0435\u0441\u0442\u0440 research-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439).\\n\\n## \ud83d\udd12 \u0420\u043e\u043b\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n\\n| \u0412\u043e\u043f\u0440\u043e\u0441 | \u041e\u0442\u0432\u0435\u0442 |\\n| --- | --- |\\n| \u0427\u0442\u043e \u044d\u0442\u043e \u0437\u0430 \u043f\u0440\u043e\u0435\u043a\u0442? | \u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0435 \u041c\u0430\u043d\u0433\u043e (\u0442\u0435\u043b\u0435\u043a\u043e\u043c). \u0420\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u043e \u0432\u0438\u0434\u0435\u043d\u0438\u044e \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u043c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c. |\\n| \u041f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 \u0438\u043b\u0438 \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u044b\u0439? | \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0432\u0438\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u2014 **Private** (\u0440\u0435\u0448\u0435\u043d\u0438\u0435 ADR-009 v0.3). \u0421\u043c\u0435\u043d\u0430 \u0432\u0438\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u2014 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f; \u0434\u043e \u043d\u0435\u0451 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u043c, \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f \u0441\u0442\u0440\u043e\u0433\u043e. |\\n| \u041d\u0430 \u0447\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442? | **GitHub \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430** (issues, PR, Markdown) + **AI-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c** \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442. |\\n| \u0427\u0435\u0433\u043e \u0437\u0434\u0435\u0441\u044c \u043d\u0435\u0442? | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b (serverless/VPS), \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043b\u043e\u0439 \u2014 \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u044d\u0442\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. |\\n| \u0413\u0434\u0435 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u0430\u044f \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f? | \u0412 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 [`ai-ba-playbooks`](https://github.com/G-Ivan-A/ai-ba-playbooks): \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u043b\u0435\u0439\u0431\u0443\u043a\u0438 \u0434\u043b\u044f \u0411\u0410. |\\n| \u041a\u0430\u043a \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0442\u0443\u0434\u0430? | **\u041e\u0434\u043d\u043e\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0439 \u043d\u0435\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439** \u043f\u043e\u0442\u043e\u043a `\u043f\u0440\u0438\u0432\u0430\u0442\u043d\u044b\u0439 \u2192 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439` \u0441 \u043e\u0442\u0431\u043e\u0440\u043e\u043c \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c; \u043e\u0431\u0440\u0430\u0442\u043d\u044b\u0439 \u043f\u043e\u0442\u043e\u043a \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2014 \u0432 [`docs/rfc-hub-integration.md`](docs/rfc-hub-integration.md). |\\n| \u0427\u0442\u043e \u0431\u0443\u0434\u0435\u0442 \u0441 \u0432\u0435\u0431-\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u043c \u043f\u043e\u0441\u043b\u0435 Private? | GitHub Pages \u043d\u0430 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e\u043c \u043f\u043b\u0430\u043d\u0435 \u0434\u043b\u044f \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u044b\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u2014 \u044d\u0442\u043e \u0431\u043b\u043e\u043a\u0435\u0440 Q1. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f (\u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u043f\u043e\u0440\u0442\u0430\u043b, \u043f\u043e\u044d\u0442\u0430\u043f\u043d\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f, \u0432\u044b\u0432\u043e\u0434 \u0447\u0435\u0440\u0435\u0437 `ai-ba-playbooks`) \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md#\u0432\u0435\u0431-\u0440\u0435\u0441\u0443\u0440\u0441-app-\u043f\u043e\u0441\u043b\u0435-\u043f\u0440\u0438\u0432\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438); \u0432\u044b\u0431\u043e\u0440 \u2014 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f. |\\n\\n\u041f\u043e\u043b\u043d\u044b\u0435 \u043d\u043e\u0440\u043c\u044b \u0438 \u043a\u0430\u0440\u0442\u0430 \u00ab\u0447\u0442\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e / \u0447\u0442\u043e \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u043e\u00bb \u2014 \u0432\\n[`ai-governance/ai-governance.md`](ai-governance/ai-governance.md) (\u0440\u0430\u0437\u0434\u0435\u043b\u044b \u00ab\u0420\u043e\u043b\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0438 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f\\n\u043c\u043e\u0434\u0435\u043b\u044c\u00bb \u0438 \u00ab\u041f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u043a \u043f\u0440\u0438\u0432\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438\u00bb).\\n\\n## \u2696\ufe0f \u041f\u0440\u0438\u043d\u0446\u0438\u043f \u00ab\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f > \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c\u00bb\\n\\n\u041d\u0430\u0434\u0451\u0436\u043d\u043e\u0441\u0442\u044c, \u0432\u0435\u0440\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c \u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439 \u0432\u0430\u0436\u043d\u0435\u0435 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0438 \u0442\u043e\u043a\u0435\u043d\u043e\u0432\\n\u0438 \u0443\u043f\u0440\u043e\u0449\u0435\u043d\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. \u041f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u0414\u041e\u0414:\\n\\n> \u041a\u0430\u0436\u0434\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0411\u0410 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u2014\\n> \u0447\u0435\u043a-\u043b\u0438\u0441\u0442, evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u0438\u043b\u0438 human-in-the-loop gate.\\n> **\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0439.**\\n\\n\u0424\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0441\u0442\u0430\u0442\u0443\u0441: \u0447\u0435\u043a-\u043b\u0438\u0441\u0442\u044b \u0438 human-in-the-loop gate \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u0435\u0441\u0442\u044c,\\n**evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442** \u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0447\u0435\u0441\u0442\u043d\u043e \u0432\\n[`ai-governance/ai-governance.md`](ai-governance/ai-governance.md#\u0441\u0442\u0430\u0442\u0443\u0441-\u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432-\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438-\u043d\u0430-\u0441\u0435\u0433\u043e\u0434\u043d\u044f) \u0438\\n[`pr-ops/BACKLOG.md`](pr-ops/BACKLOG.md).\\n\\n\u041d\u043e\u0440\u043c\u0430 \u0438 \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b\u0435 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u2014 \u0432\\n[`ai-governance/ai-governance.md`](ai-governance/ai-governance.md#\u043f\u0440\u0438\u043d\u0446\u0438\u043f-\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e-\u0441\u0438\u0441\u0442\u0435\u043c\u044b-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f--\u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c);\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043a \u0414\u041e\u0414 (\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 D1\u2013D10) \u2014 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410 \u0425\u0430\u0431\u0430 \u0447\u0435\u0440\u0435\u0437\\n[`docs/hub-research-dependencies.md#ba-process-ontology`](docs/hub-research-dependencies.md#ba-process-ontology).\\n\\n## \ud83e\udded \u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f \u0438 \u0442\u0430\u043a\u0442\u0438\u043a\u0430\\n\\n- **\u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0446\u0435\u043b\u044c** \u2014 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 Mango.\\n- **\u0422\u0430\u043a\u0442\u0438\u043a\u0430** \u2014 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 **\u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432** ([`patterns/`](patterns/)) \u0438\\n  **\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432** ([`prompts/`](prompts/)), \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0435\u0439\\n  13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410\\n  ([`docs/taxonomy.md`](docs/taxonomy.md)); \u043c\u0430\u043f\u043f\u0438\u043d\u0433 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2194 \u043f\u0430\u0442\u0442\u0435\u0440\u043d \u2194\\n  \u043f\u0440\u043e\u043c\u043f\u0442 \u0432\u0435\u0434\u0451\u0442\u0441\u044f \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e \u0432\\n  [`docs/ba-processes/00-index.md`](docs/ba-processes/00-index.md), \u0430\\n  \u0433\u0440\u0430\u0444 \u0441\u0432\u044f\u0437\u0435\u0439, \u043c\u0430\u0442\u0440\u0438\u0446\u044b, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u2014 \u0432\\n  [`docs/ba-ecosystem.md`](docs/ba-ecosystem.md).\\n- **\u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435** \u2014 \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0437\u0440\u0435\u043b\u044b\u0445 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u043d\u0430\u0440\u0443\u0436\u0443: \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u2014\\n  \u0432 \u0425\u0430\u0431, \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u043b\u0435\u0439\u0431\u0443\u043a\u0438 \u2014 \u0432 `ai-ba-playbooks`.\\n  \u041e\u0431\u0430 \u043f\u043e\u0442\u043e\u043a\u0430\\n  \u043e\u0434\u043d\u043e\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0435 \u0438 \u043d\u0435\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435; \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 RFC\\n  [`docs/rfc-hub-integration.md`](docs/rfc-hub-integration.md).\\n\\n## \ud83c\udfaf \u0427\u0442\u043e \u044d\u0442\u043e \u0437\u0430 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430\\n\\n| \u0412\u043e\u043f\u0440\u043e\u0441 | \u041e\u0442\u0432\u0435\u0442 |\\n| --- | --- |\\n| **\u0427\u0442\u043e \u044d\u0442\u043e?** | \u041d\u0430\u0431\u043e\u0440 \u0433\u043e\u0442\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0434\u043b\u044f \u0442\u0438\u043f\u043e\u0432\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango Office: \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0422\u0417-\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438, use-case'\u043e\u0432, user story. |\\n| **\u0427\u0435\u043c \u044d\u0442\u043e _\u043d\u0435_ \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f?** | \u042d\u0442\u043e **\u043d\u0435** \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0438 **\u043d\u0435** \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u0430\u044f \u0432\u0438\u0442\u0440\u0438\u043d\u0430 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438. \u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u0432 \u0425\u0430\u0431\u0435 (\u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435), \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0435 \u043f\u043b\u0435\u0439\u0431\u0443\u043a\u0438 \u2014 \u0432 `ai-ba-playbooks`; \u0437\u0434\u0435\u0441\u044c \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410 \u0432 \u041c\u0430\u043d\u0433\u043e. |\\n| **\u041a\u043e\u043c\u0443 \u043f\u043e\u043b\u0435\u0437\u043d\u043e?** | \u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u043c, \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u043d\u0443\u0436\u0435\u043d \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u043f\u043e\u0434 \u0437\u0430\u0434\u0430\u0447\u0443\u00bb, \u0438 AI-\u0430\u0433\u0435\u043d\u0442\u0430\u043c, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u043c \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0435\u043a\u0442\u0430. |\\n\\n## \ud83d\ude80 Quickstart: \u043a\u0430\u043a \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438\\n\\n0. **\u041e\u0442\u043a\u0440\u043e\u0439 \u0432\u0435\u0431-\u043a\u0430\u0442\u0430\u043b\u043e\u0433.** GitHub Pages \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0436\u0438\u0432\u0451\u0442 \u0432 [`site/`](site/) \u0438\\n   \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0438\u0437 Markdown source of truth \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439\\n   `node scripts/generate-pages-data.mjs`. \u0414\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0430 \u043b\u0435\u0436\u0430\u0442 \u0432\\n   [`site/data/`](site/data/), \u0434\u0435\u043f\u043b\u043e\u0439 \u0432 `gh-pages` \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n   [`.github/workflows/github-pages.yml`](.github/workflows/github-pages.yml).\\n   \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u2014 \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u0438\u0439 SPA \u0438\u0437 \u043f\u044f\u0442\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 (\u0432\u0435\u0440\u0445\u043d\u0435\u0435 \u043c\u0435\u043d\u044e): **\u041a\u0430\u0442\u0430\u043b\u043e\u0433**\\n   (\u0433\u043b\u0430\u0432\u043d\u0430\u044f), **\u0414\u0430\u0448\u0431\u043e\u0440\u0434**, **Roadmap**, **\u041f\u0440\u043e\u0446\u0435\u0441\u0441\u044b** \u0438 **\u041f\u0430\u0442\u0442\u0435\u0440\u043d\u044b**. \u0412 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435\\n   \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u043f\u043e\u0438\u0441\u043a \u0441 \u0430\u0432\u0442\u043e\u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\u043c, \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u043a\u0430, \u0444\u0438\u043b\u044c\u0442\u0440\u044b (\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438,\\n   \u0440\u0435\u0436\u0438\u043c\u044b, \u0441\u0442\u0430\u0442\u0443\u0441), \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0432\u044b\u0431\u043e\u0440\u043a\u0438 \u0432 Markdown \u0438 \u0442\u0451\u043c\u043d\u0430\u044f \u0442\u0435\u043c\u0430; \u043a\u043d\u043e\u043f\u043a\u0430 \u00ab\u0421\u0441\u044b\u043b\u043a\u0430\u00bb \u043d\u0430\\n   \u043a\u0430\u0440\u0442\u043e\u0447\u043a\u0435 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u043f\u0440\u044f\u043c\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443 \u0432\u0438\u0434\u0430 `#prompt=`.\\n1. **\u041d\u0430\u0439\u0434\u0438 \u043f\u0440\u043e\u043c\u043f\u0442.** \u0410\u043a\u0442\u0438\u0432\u043d\u044b\u0435, \u0433\u043e\u0442\u043e\u0432\u044b\u0435 \u043a \u0440\u0430\u0431\u043e\u0442\u0435 \u0430\u0441\u0441\u0435\u0442\u044b \u043b\u0435\u0436\u0430\u0442 \u0432 `prompts/`\\n   (\u0438\u043c\u0435\u043d\u0430 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 `[biz-process]-[purpose].md`, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440\\n   `prompts/tz-stats-generator.md`).\\n2. **\u041f\u0440\u043e\u0447\u0438\u0442\u0430\u0439 frontmatter.** \u041a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441 YAML-\u0431\u043b\u043e\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439\\n   \u0433\u043e\u0432\u043e\u0440\u0438\u0442, \u043a\u0430\u043a \u0435\u0433\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0438 \u043e\u0442\u043a\u0443\u0434\u0430 \u043e\u043d \u0432\u0437\u044f\u043b\u0441\u044f:\\n\\n   | \u041f\u043e\u043b\u0435 | \u0417\u0430\u0447\u0435\u043c |\\n   | --- | --- |\\n   | `status` | \u0417\u0440\u0435\u043b\u043e\u0441\u0442\u044c: `draft` / `canonical` (\u0433\u043e\u0442\u043e\u0432) / `archived`. **\u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435.** |\\n   | `version` | \u0412\u0435\u0440\u0441\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0433\u043e. **\u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435.** |\\n   | `updated` | \u0414\u0430\u0442\u0430 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0433\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f. **\u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435.** |\\n   | `temperature` | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u043c\u0430\u044f \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 (\u043e\u0431\u044b\u0447\u043d\u043e `0.1`). **\u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435.** |\\n   | `source_hub` / `source_sha` / `based_on` | \u041f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u0438\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 (provenance). *\u041e\u043f\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0435.* |\\n\\n   \u0422\u043e\u043b\u044c\u043a\u043e 4 \u043f\u043e\u043b\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b ([`standards/prompt-standard.md`](standards/prompt-standard.md)).\\n   \u041c\u0430\u043f\u043f\u0438\u043d\u0433 \u043d\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0438 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u044b \u2014 \u0432\\n   [`docs/ba-processes/00-index.md`](docs/ba-processes/00-index.md),\\n   research-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u2014 \u0432\\n   [`docs/hub-research-dependencies.md`](docs/hub-research-dependencies.md):\\n   frontmatter \u0438\u043c\u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0433\u0440\u0443\u0436\u0430\u0435\u0442\u0441\u044f.\\n\\n3. **\u0417\u0430\u043f\u0443\u0441\u0442\u0438 \u043f\u0440\u043e\u043c\u043f\u0442** \u0432 \u0441\u0432\u043e\u0435\u0439 LLM \u0441 \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0439 \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u043e\u0439 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442\u043e\u043c \u0432\u044b\u0432\u043e\u0434\u0430;\\n   \u0441\u043b\u0435\u0434\u0443\u0439 \u0440\u0430\u0437\u0434\u0435\u043b\u0443 **\u00ab\u0424\u041e\u0420\u041c\u0410\u0422 \u0412\u042b\u0412\u041e\u0414\u0410\u00bb** \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430.\\n4. **\u041d\u0443\u0436\u0435\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a?** \u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0438 \u0435\u0449\u0451 \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2014\\n   \u0432 `prompts/drafts/`. \u0418\u0445 \u043c\u043e\u0436\u043d\u043e \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0431\u0435\u0437 human review\\n   (\u0441\u043c. capability boundaries \u0432 [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md)).\\n   \u041f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432 `prompts/` (canonical) \u2014 \u0447\u0435\u0440\u0435\u0437 issue \u2192 PR \u2192 review.\\n\\n## \ud83d\uddc2\ufe0f \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 `prompts/`\\n\\n| \u041f\u0443\u0442\u044c | \u0420\u043e\u043b\u044c |\\n| --- | --- |\\n| `prompts/` | \u0410\u043a\u0442\u0438\u0432\u043d\u044b\u0435, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2014 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0411\u0410. |\\n| `prompts/drafts/` | \u0427\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0438 \u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b (\u0431\u0435\u0437 human review). |\\n| `prompts/archive/` | \u0423\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b, \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u043d\u044b\u0435 \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f. |\\n\\n\u0415\u0434\u0438\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\\nself-test evidence \u0436\u0438\u0432\u0451\u0442 \u0432 [`runs/`](runs/).\\n\\n## \ud83d\udcd0 \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n\\n| \u041f\u0443\u0442\u044c | \u0420\u043e\u043b\u044c |\\n| --- | --- |\\n| `ai-governance/ai-governance.md` | \u041a\u043e\u043d\u0441\u0442\u0438\u0442\u0443\u0446\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430: \u0440\u043e\u043b\u0438, \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u044f, capability taxonomy, DoD. |\\n| `ai-rules/ai-quick-rules.md` | \u041e\u0434\u043d\u043e\u0441\u0442\u0440\u0430\u043d\u0438\u0447\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0434\u043b\u044f AI-\u0430\u0433\u0435\u043d\u0442\u0430 (\u0432\u043a\u043b\u044e\u0447\u0430\u044f fail-closed semantics). |\\n| `ai-rules/AI_SESSION_HANDOVER_PROMPT.md` | \u0413\u043e\u0442\u043e\u0432\u044b\u0439 prompt \u0434\u043b\u044f Runtime-\u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430 \u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0447\u0430\u0442\u0430\u043c\u0438 (full-\u0441\u043b\u043e\u0439). |\\n| `prompts/AI_SESSION_HANDOVER_PROMPT.executable.md` | Executable-\u0441\u043b\u043e\u0439 \u0442\u043e\u0433\u043e \u0436\u0435 prompt: \u0433\u0440\u0443\u0437\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c, full \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e escalation triggers. |\\n| `ai-rules/agent-onboarding-protocol.md` | \u0410\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430 \u0430\u0433\u0435\u043d\u0442\u0430 (v1.5, \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0425\u0430\u0431\u0430). |\\n| `CONTRIBUTING.md` | Workflow \u0432\u043a\u043b\u0430\u0434\u0430: issue \u2192 PR \u2192 review. |\\n| `CHANGELOG.md` | \u041f\u0430\u043c\u044f\u0442\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430: \u0436\u0443\u0440\u043d\u0430\u043b \u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0445 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439. |\\n| `LICENSE` | \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 (MIT). |\\n| `pr-ops/artifact-map.md` | \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, \u0441\u0432\u044f\u0437\u0435\u0439 \u0438 Smart Sync snapshot. |\\n| `pr-ops/BACKLOG.md` | \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0431\u044d\u043a\u043b\u043e\u0433 \u0438 \u0435\u0434\u0438\u043d\u044b\u0439 \u0442\u0440\u0435\u043a\u0435\u0440 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0430. |\\n| `pr-ops/session-digests.md` | \u0418\u043d\u0434\u0435\u043a\u0441 \u0441\u0443\u043c\u043c\u0430\u0440\u0438\u0439 \u0434\u043b\u0438\u043d\u043d\u044b\u0445 \u0441\u0435\u0441\u0441\u0438\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0447\u0430\u0442\u0430\u043c\u0438. |\\n| `.gitignore` | \u0418\u0433\u043d\u043e\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0438 \u041e\u0421. |\\n| `.github/workflows/github-pages.yml` | \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044f \u0441\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0432 `gh-pages`. |\\n| `scripts/` | \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u044b, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0443 JSON \u0434\u043b\u044f GitHub Pages. |\\n| `tools/` | \u0420\u0430\u0431\u043e\u0447\u0438\u0435 \u043a\u043e\u043f\u0438\u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432 \u0425\u0430\u0431\u0430 (`make validate`): frontmatter, \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0438 \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u0435\u043b\u044c\u0442\u044b \u2014 [`tools/README.md`](tools/README.md). |\\n| `.archive/` | \u0421\u043a\u0440\u044b\u0442\u044b\u0439 \u0430\u0440\u0445\u0438\u0432 `superseded`-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432: \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0434\u0438 traceability, \u0442\u043e\u0447\u043a\u0430\u043c\u0438 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f ([`.archive/README.md`](.archive/README.md)). |\\n| `.github/workflows/validate.yml` | CI: \u043f\u0440\u043e\u0433\u043e\u043d \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432 \u0425\u0430\u0431\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u044b\u0439 PR \u0438 push \u0432 `main`. |\\n| `site/` | \u0421\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 SPA-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441: \u041a\u0430\u0442\u0430\u043b\u043e\u0433, \u0414\u0430\u0448\u0431\u043e\u0440\u0434, Roadmap, \u041f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0438 \u041f\u0430\u0442\u0442\u0435\u0440\u043d\u044b. |\\n| `patterns/` | \u041f\u0430\u0442\u0442\u0435\u0440\u043d\u044b \u0411\u0410: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0437\u0430\u0434\u0430\u0447 (8 \u043f\u043e\u043b\u0435\u0439, [`standards/pattern-standard.md`](standards/pattern-standard.md)). |\\n| `prompts/` | \u0410\u043a\u0442\u0438\u0432\u043d\u044b\u0435 prompt assets \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 Mango. |\\n| `prompts/archive/` | \u0410\u0440\u0445\u0438\u0432\u043d\u044b\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0438\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b. |\\n| `runs/` | \u0415\u0434\u0438\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432: `runs/YYYY/RUN-XXXX/` \u0441 `metadata.yaml`, `inputs/`, `outputs/`, `feedback/`, `logs/`. |\\n| `standards/` | \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u043f\u0440\u043e\u0435\u043a\u0442\u0430: \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0438 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u0430. |\\n| `kb/` | \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438 \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a\u0438, \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0449\u0438\u0435\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\u043c\u0438. |\\n| `docs/taxonomy.md` | \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f: 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410. |\\n| `docs/ba-ecosystem.md` | \u042d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0411\u0410: \u0433\u0440\u0430\u0444 \u0441\u0432\u044f\u0437\u0435\u0439, \u043c\u0430\u0442\u0440\u0438\u0446\u044b, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0438 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043a \u0430\u0433\u0435\u043d\u0442\u0430\u043c. |\\n| `docs/rfc-hub-integration.md` | RFC: \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u0432 \u0425\u0430\u0431. |\\n| `docs/ba-processes/` | \u0418\u043d\u0434\u0435\u043a\u0441 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410 \u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u043c\u0430\u043f\u043f\u0438\u043d\u0433 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2194 \u043f\u0430\u0442\u0442\u0435\u0440\u043d \u2194 \u043f\u0440\u043e\u043c\u043f\u0442. |\\n| `docs/adr/` | Architecture Decision Records \u2014 \u00ab\u043f\u043e\u0447\u0435\u043c\u0443\u00bb, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u00ab\u0447\u0442\u043e\u00bb. |\\n| `docs/audit/` | \u0420\u0435\u0432\u0438\u0437\u0438\u0438, \u0430\u0443\u0434\u0438\u0442\u044b \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f. |\\n| `docs/analysis/` | RFC \u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u0442\u0447\u0451\u0442\u044b (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0425\u0430\u0431\u0430). |\\n\\n`standards/` \u2014 \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u043a\u043e\u043f\u0438\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432. Source of truth \u0434\u043b\u044f \u043e\u0431\u0449\u0438\u0445 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432\\n\u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0425\u0430\u0431\u0435; \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043a\u043e\u043f\u0438\u0438 \u2014 **\u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u043e\u0435** \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441\u043f\u043e\u043a\u0430\\n(\u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 [`CHANGELOG.md`](CHANGELOG.md)).\\n\\n| \u041f\u0443\u0442\u044c | \u0420\u043e\u043b\u044c |\\n| --- | --- |\\n| `standards/GLOSSARY.md` | \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432 (\u0440\u0430\u0431\u043e\u0447\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u043e\u0431\u0449\u0435\u0433\u043e \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u044f \u0425\u0430\u0431\u0430). |\\n| `standards/product-classification-contract.md` | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 Mango: `Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function`. \u042d\u0442\u043e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f, **\u043d\u0435** \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439. |\\n| `standards/prompt-standard.md` | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u0430: 4 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u044f frontmatter, \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435, RAG-\u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043e\u043a. |\\n| `standards/pattern-standard.md` | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u0430: 8 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439, \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0439 `prompt_template`. |\\n| `standards/ba-ontology.md` *(+ `artifact-naming`, `team-directory`, `kb`, `industry-standards`, `bcreq-process`, `pages-ux`)* | \u0424\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u0411\u0410 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b (issue #97); \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b-\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u0438 \u2014 [ADR-003\u2026010](docs/adr/). |\\n\\n> \u2139\ufe0f \u041a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f **\u0442\u043e\u043b\u044c\u043a\u043e** \u043f\u043e\u0434 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u2014 \u0441\u043f\u043e\u043a \u043d\u0435 \u043d\u043e\u0441\u0438\u0442 \u0441\\n> \u0441\u043e\u0431\u043e\u0439 \u043f\u0443\u0441\u0442\u044b\u0445 \u00ab\u043e\u0440\u0433\u0430\u043d\u0435\u043b\u043b\u00bb (Anti-Inflation principle).\\n\\n## \ud83d\udd17 \u0421\u0432\u044f\u0437\u044c \u0441 \u0425\u0430\u0431\u043e\u043c \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043c\u043e\u0441\u0442\\n\\n\u0421\u043f\u043e\u043a **\u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442** \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0425\u0430\u0431\u0430, \u0447\u0442\u043e\u0431\u044b \u0438\u0437\u0431\u0435\u0436\u0430\u0442\u044c \u0434\u0440\u0435\u0439\u0444\u0430. \u0412\u0441\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438\\n\u043e\u0442 research-\u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0425\u0430\u0431\u0430 \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 **\u043e\u0434\u043d\u043e\u043c** \u0444\u0430\u0439\u043b\u0435 \u2014\\n`docs/hub-research-dependencies.md`, \u2014 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445 \u0447\u0435\u0440\u0435\u0437\\n`research_dep: docs/hub-research-dependencies.md#`.\\n\u042d\u0442\u043e **\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439** \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043c\u043e\u0441\u0442 \u043c\u0435\u0436\u0434\u0443 \u0441\u043f\u043e\u043a\u043e\u043c \u0438 \u0425\u0430\u0431\u043e\u043c; \u043f\u0440\u044f\u043c\u044b\u0445\\nhub-\u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a (`../../standards/...`, `../../research/...`) \u0432 \u0441\u043f\u043e\u043a\u0435\\n\u0431\u044b\u0442\u044c \u043d\u0435 \u0434\u043e\u043b\u0436\u043d\u043e.\\n\\n## \ud83e\udded \u041d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430\\n\\n| \u041d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c | \u041a\u0443\u0434\u0430 \u0438\u0434\u0442\u0438 |\\n| --- | --- |\\n| \u0427\u0442\u043e \u0437\u0430 \u043f\u0440\u043e\u0435\u043a\u0442 \u0438 \u0437\u0430\u0447\u0435\u043c \u043e\u043d \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 | \u042d\u0442\u043e\u0442 `README.md` |\\n| \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410 | [`docs/taxonomy.md`](docs/taxonomy.md) |\\n| \u041a\u0430\u043a \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u0448\u0430\u0431\u043b\u043e\u043d\u044b, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u044b | [`docs/ba-ecosystem.md`](docs/ba-ecosystem.md) |\\n| \u041a\u0430\u043a\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0431\u0440\u0430\u0442\u044c \u043f\u043e\u0434 \u043c\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 | [`docs/ba-processes/00-index.md`](docs/ba-processes/00-index.md) |\\n| \u041a\u0430\u043a \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 \u0425\u0430\u0431 \u0438 \u0432 `ai-ba-playbooks` | [`docs/rfc-hub-integration.md`](docs/rfc-hub-integration.md) |\\n| \u0420\u043e\u043b\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043f\u0440\u0438\u0432\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f | [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md) |\\n| \u041f\u043e\u0447\u0435\u043c\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0435 \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0430 | [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md#\u043f\u0440\u0438\u043d\u0446\u0438\u043f-\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e-\u0441\u0438\u0441\u0442\u0435\u043c\u044b-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f--\u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c), [`docs/ba-ecosystem.md`](docs/ba-ecosystem.md) |\\n| \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u043f\u0440\u043e\u043c\u043f\u0442\u0443 / \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u0443 | [`standards/prompt-standard.md`](standards/prompt-standard.md), [`standards/pattern-standard.md`](standards/pattern-standard.md) |\\n| \u041e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u0411\u0410, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043d\u0435\u0439\u043c\u0438\u043d\u0433, KB, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, UX Pages | [`standards/ba-ontology.md`](standards/ba-ontology.md), [`docs/adr/`](docs/adr/) |\\n| \u041a\u0443\u0434\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 | [`pr-ops/BACKLOG.md`](pr-ops/BACKLOG.md#5-\u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435-\u0432\u043e\u043f\u0440\u043e\u0441\u044b) |\\n| \u041a\u0430\u043a \u0418\u0418 \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043c\u043e\u0433\u0430\u0442\u044c \u0438 \u0433\u0434\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b | [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md) |\\n| \u041a\u0430\u043a \u0432\u043d\u043e\u0441\u0438\u0442\u044c \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f | [CONTRIBUTING.md](CONTRIBUTING.md) |\\n| \u0413\u0434\u0435 \u043f\u043e\u044f\u0432\u044f\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 | `standards/` |\\n| \u041f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0435\u043a\u0442 \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0435\u0439 | \u0420\u0430\u0437\u0434\u0435\u043b [\u00ab\u0421\u0432\u044f\u0437\u044c \u0441 \u0425\u0430\u0431\u043e\u043c\u00bb](#-\u0441\u0432\u044f\u0437\u044c-\u0441-\u0445\u0430\u0431\u043e\u043c) |\\n| \u041a\u0430\u043a \u0432\u043d\u043e\u0441\u0438\u0442\u044c \u0432\u043a\u043b\u0430\u0434 (\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 workflow) | [`CONTRIBUTING.md`](CONTRIBUTING.md) |\\n| \u041a\u0430\u043a \u0418\u0418 \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043c\u043e\u0433\u0430\u0442\u044c \u0438 \u0433\u0434\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b | [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md) |\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0432\u044b\u0436\u0438\u0432\u0430\u043d\u0438\u044f \u0430\u0433\u0435\u043d\u0442\u0430 (fail-closed) | [`ai-rules/ai-quick-rules.md`](ai-rules/ai-quick-rules.md) |\\n| \u041a\u0430\u043a \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0418\u0418-\u0430\u0433\u0435\u043d\u0442\u0430 \u0432 \u043d\u043e\u0432\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 (\u0433\u043e\u0442\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442) | [`ai-rules/AI_SESSION_HANDOVER_PROMPT.md`](ai-rules/AI_SESSION_HANDOVER_PROMPT.md) |\\n| \u041f\u0440\u043e\u0442\u043e\u043a\u043e\u043b \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430 \u0430\u0433\u0435\u043d\u0442\u0430 (\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u043f\u0435\u0440\u0435\u0434 \u0441\u0442\u0430\u0440\u0442\u043e\u043c), v1.5 | [`ai-rules/agent-onboarding-protocol.md`](ai-rules/agent-onboarding-protocol.md) |\\n| \u0410\u0440\u0445\u0438\u0432 \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430 v1.2 (superseded, \u0434\u043b\u044f traceability) | [`.archive/ai-rules/agent-onboarding-protocol_old.md`](.archive/ai-rules/agent-onboarding-protocol_old.md) |\\n| \u041f\u043e\u0447\u0435\u043c\u0443 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 `AI_*.md` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 \u043a\u043e\u0440\u043d\u0435, \u0430 \u0430\u0440\u0445\u0438\u0432 \u0443\u0448\u0451\u043b \u0432 `.archive/` | [`docs/audit/2026-08-21-root-structure-audit.md`](docs/audit/2026-08-21-root-structure-audit.md) |\\n| \u041a\u0430\u0440\u0442\u0430 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0441\u0432\u044f\u0437\u0435\u0439 | [`pr-ops/artifact-map.md`](pr-ops/artifact-map.md) |\\n| \u0421\u0443\u043c\u043c\u0430\u0440\u0438\u0438 \u0434\u043b\u0438\u043d\u043d\u044b\u0445 \u0441\u0435\u0441\u0441\u0438\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 | [`pr-ops/session-digests.md`](pr-ops/session-digests.md) |\\n| \u0416\u0443\u0440\u043d\u0430\u043b \u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0445 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 | [`CHANGELOG.md`](CHANGELOG.md) |\\n| \u0421\u043d\u0438\u043c\u043e\u043a \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0425\u0430\u0431\u0430 (\u0447\u0442\u043e \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e / \u043e\u0441\u0442\u0430\u043b\u043e\u0441\u044c / \u0430\u0440\u0445\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043e) | [`pr-ops/migration-manifest.md`](pr-ops/migration-manifest.md) |\\n\\n## \ud83d\udc65 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u044b \u0438 \u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435\\n\\n\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0440\u043e\u043b\u0435\u0439 \u0438 \u043f\u0440\u0430\u0432\u043e \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u2014 \u0432\\n[`ai-governance/ai-governance.md`](ai-governance/ai-governance.md).\\n\\n| \u0420\u043e\u043b\u044c | \u041a\u0442\u043e | \u041e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c |\\n| --- | --- | --- |\\n| \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c | \u0418\u0432\u0430\u043d \u0413\u0443\u043b\u0438\u0435\u043d\u043a\u043e ([@G-Ivan-A](https://github.com/G-Ivan-A)) | Vision, \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u044b, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. |\\n| Human reviewer | \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0430 issue/PR | \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, \u0440\u0438\u0441\u043a\u0438 \u0438 \u043f\u043e\u043b\u0435\u0437\u043d\u043e\u0441\u0442\u044c \u0434\u043e merge. |\\n| Contributor | \u043b\u044e\u0431\u043e\u0439 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a | \u0421\u043e\u0437\u0434\u0430\u0451\u0442 issues, \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0438 pull requests \u0432\u043d\u0443\u0442\u0440\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430. |\\n| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c / AI agent | \u043f\u043e issue | \u0413\u043e\u0442\u043e\u0432\u0438\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0438, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438 summaries \u0432 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u0445 scope issue. |\\n\\n\u0412\u043e\u043f\u0440\u043e\u0441\u044b \u0438 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u2014 \u0447\u0435\u0440\u0435\u0437 [GitHub Issues](https://github.com/G-Ivan-A/mango_ba_prompts/issues).\\n\\n## \ud83d\udcc4 \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f\\n\\n[MIT](LICENSE).\",\n[2026-09-29T07:44:34.255Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:34.255Z] [INFO]       }\n[2026-09-29T07:44:34.255Z] [INFO]     ]\n[2026-09-29T07:44:34.255Z] [INFO]   },\n[2026-09-29T07:44:34.255Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"uuid\": \"bff55721-f916-4685-8f64-62e06212fcbd\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:34.247Z\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:34.255Z] [INFO] }\n[2026-09-29T07:44:34.405Z] [STDOUT] [log_e25721, request-id: \"req_011CfXMgyn1gNi8PveuHzSkm\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 886ms\n[2026-09-29T07:44:34.408Z] [STDOUT] [log_e25721] response start {\n[2026-09-29T07:44:34.410Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:34.413Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:34.416Z] [STDOUT]   headers: {\n[2026-09-29T07:44:34.423Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:34.428Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:34.434Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:34.440Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:34.446Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:34.451Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:34.455Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:34.458Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:34.461Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:34.465Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:34.467Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:34.470Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:34.472Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:34.474Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:34.478Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:34.480Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:34.483Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:34.485Z] [STDOUT]     \"cf-ray\": \"a4295d018ffc29ad-FRA\",\n[2026-09-29T07:44:34.487Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:34.491Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:34.494Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:34.497Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:34.502Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:34 GMT\",\n[2026-09-29T07:44:34.506Z] [STDOUT]     \"request-id\": \"req_011CfXMgyn1gNi8PveuHzSkm\",\n[2026-09-29T07:44:34.507Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:34.510Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:34.512Z] [STDOUT]     traceresponse: \"00-37e0d0145ce00ce264ca8f360aaa5e41-8b923ed52b67b116-01\",\n[2026-09-29T07:44:34.517Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:34.521Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:34.526Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:34.531Z] [STDOUT]   },\n[2026-09-29T07:44:34.537Z] [STDOUT]   durationMs: 886,\n[2026-09-29T07:44:34.540Z] [STDOUT] }\n[2026-09-29T07:44:34.544Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:34.549Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:34 GMT\",\n[2026-09-29T07:44:34.551Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:34.553Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:34.555Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:34.560Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:34.564Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:34.568Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:34.571Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:34.576Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:34.579Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:34.586Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:34.591Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:34.594Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:34.598Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:34.603Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:34.612Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:34.617Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:34.624Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:34.629Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:34.633Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:34.636Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:34.638Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:34.642Z] [STDOUT]   \"request-id\": \"req_011CfXMgyn1gNi8PveuHzSkm\",\n[2026-09-29T07:44:34.646Z] [STDOUT]   \"traceresponse\": \"00-37e0d0145ce00ce264ca8f360aaa5e41-8b923ed52b67b116-01\",\n[2026-09-29T07:44:34.651Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:34.658Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:34.661Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:34.663Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:34.668Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:34.673Z] [STDOUT]   \"cf-ray\": \"a4295d018ffc29ad-FRA\",\n[2026-09-29T07:44:34.676Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:34.681Z] [STDOUT] [log_e25721] response parsed {\n[2026-09-29T07:44:34.685Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:34.690Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:34.695Z] [STDOUT]   body: X {\n[2026-09-29T07:44:34.701Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:34.707Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:34.710Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:34.714Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:34.718Z] [STDOUT]     },\n[2026-09-29T07:44:34.722Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:34.727Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:34.734Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:34.739Z] [STDOUT]   },\n[2026-09-29T07:44:34.742Z] [STDOUT]   durationMs: 887,\n[2026-09-29T07:44:34.744Z] [STDOUT] }\n[2026-09-29T07:44:34.752Z] [INFO] {\n[2026-09-29T07:44:34.752Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"message\": {\n[2026-09-29T07:44:34.752Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:34.752Z] [INFO]     \"content\": [\n[2026-09-29T07:44:34.752Z] [INFO]       {\n[2026-09-29T07:44:34.752Z] [INFO]         \"tool_use_id\": \"toolu_01Urgm1Cr3P4HtC49pT1ABmJ\",\n[2026-09-29T07:44:34.752Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:34.752Z] [INFO]         \"content\": \"\\nOutput too large (46.5KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bnrrmjq9l.txt\\n\\nPreview (first 2KB):\\n---\\nstatus: draft\\nversion: 0.7\\nupdated: 2026-09-28\\nai-generated: true\\ntype: registry\\nscope: runs\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/123\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/271\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/293\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/279\\\"\\nrelated_artifacts:\\n  - \\\"standards/runs-contract-standard.md\\\"\\n  - \\\"docs/analysis/2026-08-21-runs-type-gap-analysis.md\\\"\\n---\\n\\n# Runs: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n\\n`runs/` \u2014 \u0435\u0434\u0438\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u0417\u0434\u0435\u0441\u044c \u0445\u0440\u0430\u043d\u044f\u0442\u0441\u044f\\n\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u0430\u043d\u0430\u043b\u0438\u0437\u043e\u0432 \u0438 self-test \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432.\\n\u041c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 `docs/`, `prompts/`, `patterns/` \u0438\\n`standards/`; \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u044d\u0442\u0438\u0445 \u043f\u0440\u0430\u0432\u0438\u043b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u044e\u0434\u0430.\\n\\n## \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0437\u0430\u043f\u0438\u0441\u0438\\n\\n\u041a\u0430\u0436\u0434\u0430\u044f \u0437\u0430\u043f\u0438\u0441\u044c \u0436\u0438\u0432\u0451\u0442 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 `runs/YYYY/RUN-XXXX/`.\\n\\n```text\\nruns/\\n\u2514\u2500\u2500 YYYY/\\n    \u2514\u2500\u2500 RUN-XXXX/\\n        \u251c\u2500\u2500 metadata.yaml\\n        \u251c\u2500\u2500 inputs/\\n        \u251c\u2500\u2500 outputs/\\n        \u251c\u2500\u2500 feedback/\\n        \u2514\u2500\u2500 logs/\\n```\\n\\n`metadata.yaml` \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u043e\u043b\u0435\u0439:\\n\\n| \u041f\u043e\u043b\u0435 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- |\\n| `run_id` | \u0434\u0430 | \u0418\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0432\u0438\u0434\u0430 `RUN-XXXX`, \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0438\u043c\u0435\u043d\u0435\u043c \u043f\u0430\u043f\u043a\u0438. |\\n| `process` | \u0434\u0430 | \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438\u043b\u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0441\u044f. |\\n| `version` | \u0434\u0430 | \u0412\u0435\u0440\u0441\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0438 \u0438\u043b\u0438 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. |\\n| `date` | \u0434\u0430 | \u0414\u0430\u0442\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 `YYYY-MM-DD`. |\\n| `author` | \u0434\u0430 | \u0410\u0432\u0442\u043e\u0440 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u0411\u0410, \u0447\u0435\u043b\u043e\u0432\u0435\u043a+LLM \u0438\u043b\u0438 \u0430\u0433\u0435\u043d\u0442. |\\n| `model` | \u0434\u0430 | \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c; \u0435\u0441\u043b\u0438 \u043d\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u0430, \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f `not-recorded`. |\\n| `status` | \u0434\u0430 | \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440 `draft`, `experimental`, `success`, `partial-success`, `works-with-edits`. |\\n| `run_type` | \u0434\u0430 (\u043a\u0440\u043e\u043c\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0434\u043e issue #293) | \u0422\u0438\u043f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: `execution`, `statistics` \u0438\u043b\u0438 `legacy`. \u0415\u0441\u043b\u0438 \u043f\u043e\u043b\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442, \u0437\u0430\u043f\u0438\u0441\u044c \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `execution`. |\\n\\n\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u043b\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b: `source_paths`, `inputs`, `outputs`, `logs`,\\n...\\n\",\n[2026-09-29T07:44:34.752Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:34.752Z] [INFO]       }\n[2026-09-29T07:44:34.752Z] [INFO]     ]\n[2026-09-29T07:44:34.752Z] [INFO]   },\n[2026-09-29T07:44:34.752Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"uuid\": \"e06046b2-78dc-4b1e-9338-9c2c46b7a4a4\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:34.428Z\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:34.752Z] [INFO] }\n[2026-09-29T07:44:34.759Z] [STDOUT] [log_38365b] sending request {\n[2026-09-29T07:44:34.766Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:34.771Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:34.777Z] [STDOUT]   options: {\n[2026-09-29T07:44:34.796Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:34.805Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:34.811Z] [STDOUT]     body: {\n[2026-09-29T07:44:34.816Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:34.821Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:34.825Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:34.833Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:34.844Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:34.846Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:34.851Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:34.855Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:34.862Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:34.868Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:34.881Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:34.886Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:34.889Z] [STDOUT]     },\n[2026-09-29T07:44:34.894Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:34.898Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:34.901Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:34.908Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:34.912Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:34.918Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:34.923Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:34.929Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:34.937Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:34.940Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:34.948Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:34.952Z] [STDOUT]     },\n[2026-09-29T07:44:34.955Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:34.960Z] [STDOUT]   },\n[2026-09-29T07:44:34.964Z] [STDOUT]   headers: {\n[2026-09-29T07:44:34.969Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:34.974Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:34.979Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:34.992Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:34.999Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:35.002Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:35.006Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:35.010Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:35.017Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:35.020Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:35.027Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:35.032Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1584;Bash=1551\",\n[2026-09-29T07:44:35.036Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:35.039Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:35.043Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:35.053Z] [STDOUT]     \"x-client-request-id\": \"d8c33eab-8270-4f40-9335-42c24c12a99b\",\n[2026-09-29T07:44:35.056Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:35.061Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:35.065Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:35.073Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:35.079Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:35.082Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:35.087Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:35.091Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:35.094Z] [STDOUT]   },\n[2026-09-29T07:44:35.101Z] [STDOUT] }\n[2026-09-29T07:44:35.106Z] [STDOUT] [log_fddf89, request-id: \"req_011CfXMgzbd7kwZRJVEot1qg\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 820ms\n[2026-09-29T07:44:35.111Z] [STDOUT] [log_fddf89] response start {\n[2026-09-29T07:44:35.119Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:35.123Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:35.127Z] [STDOUT]   headers: {\n[2026-09-29T07:44:35.134Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:35.143Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:35.147Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:35.151Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:35.154Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:35.156Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:35.163Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:35.165Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:35.172Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:35.177Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:35.184Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:35.188Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:35.192Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:35.195Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:35.200Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:35.205Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:35.211Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:35.219Z] [STDOUT]     \"cf-ray\": \"a4295d02a8754d8b-FRA\",\n[2026-09-29T07:44:35.225Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:35.234Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:35.246Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:35.257Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:35.269Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:34 GMT\",\n[2026-09-29T07:44:35.278Z] [STDOUT]     \"request-id\": \"req_011CfXMgzbd7kwZRJVEot1qg\",\n[2026-09-29T07:44:35.287Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:35.300Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:35.310Z] [STDOUT]     traceresponse: \"00-a1d869ca60f2dee37b3de475a7a53b04-b3810c702757c436-01\",\n[2026-09-29T07:44:35.332Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:35.349Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:35.357Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:35.369Z] [STDOUT]   },\n[2026-09-29T07:44:35.372Z] [STDOUT]   durationMs: 820,\n[2026-09-29T07:44:35.375Z] [STDOUT] }\n[2026-09-29T07:44:35.377Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:35.387Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:34 GMT\",\n[2026-09-29T07:44:35.390Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:35.403Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:35.406Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:35.408Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:35.420Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:35.426Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:35.436Z] [STDOUT]   \"vary\": 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\"tool_result\",\n[2026-09-29T07:44:36.574Z] [INFO]         \"content\": \"\\nOutput too large (75.2KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/b7ejdco20.txt\\n\\nPreview (first 2KB):\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\u0417\u0434\u0435\u0441\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0441 \u0413-26.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n...\\n\",\n[2026-09-29T07:44:36.574Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:36.574Z] [INFO]       }\n[2026-09-29T07:44:36.574Z] [INFO]     ]\n[2026-09-29T07:44:36.574Z] [INFO]   },\n[2026-09-29T07:44:36.574Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:36.574Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:36.574Z] [INFO]   \"uuid\": \"96112096-0f8b-4056-81a8-873658f0da52\",\n[2026-09-29T07:44:36.574Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:36.559Z\",\n[2026-09-29T07:44:36.574Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:36.574Z] [INFO]     \"stdout\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\u0417\u0434\u0435\u0441\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0441 \u0413-26.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043b\u0435\u0436\u0438\u0442 \u043d\u0435 \u0432 Cline \u0438 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0443 \u0440\u043e\u043b\u0438\\n\u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443 \u0447\u0438\u0442\u0430\u0442\u044c\\n\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u043e \u0441\u0440\u0435\u0434\u0438 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n\u0435\u0433\u043e \u043d\u0435\u0442, \u0430 `Actor` \u2014 \u044d\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a ([\u0413-26](#\u0433-26)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\\n\u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043c\u043e\u043b\u0447\u0430 \u0432\u0437\u044f\u043b \u043d\u0430 \u0441\u0435\u0431\u044f \u043a\u0442\u043e-\u0442\u043e \u0434\u0440\u0443\u0433\u043e\u0439: \u0432 GigaCode CLI \u2014\\n\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b. \u041e\u0442\u0441\u044e\u0434\u0430 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b: \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437 YAML\\n\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f ([\u0413-28](#\u0433-28)), \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0433\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 ([\u0413-29](#\u0433-29)), \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\\n\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 ([\u0413-31](#\u0433-31)), \u0430 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u043d\u0430\u0432\u0441\u0435\u0433\u0434\u0430 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442\\n\u0437\u0430\u0434\u0430\u0447\u0443 ([\u0413-32](#\u0433-32)).\\n\\n**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0434\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u044f\u0434\u0440\u0435.**\\n\\n1. **\u0420\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410 (\u0441\u0440\u0435\u0434\u044b 1 \u0438 2).** \u041f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u0442\u044c `tools/run-task` \u0438\u0437\\n   \u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a\u0430 \u0432 \u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e: runner \u0441\u0430\u043c \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444 \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0438\u0437 Source,\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0442\u044c, \u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\\n   \u00ab\u0447\u0442\u043e \u0434\u0430\u043b\u044c\u0448\u0435\u00bb \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u044f\u0437\u044b\u043a\u043e\u043c. GigaCode CLI \u0438 Cline \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n   \u0442\u0435\u043c, \u0447\u0435\u043c \u043e\u043d\u0438 \u0441\u0438\u043b\u044c\u043d\u044b, \u2014 \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435\\n   \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440,\\n   \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0438 \u0442\u0435\u0441\u0442\u044b ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-1-\u0440\u0430\u0431\u043e\u0447\u0435\u0435-\u043c\u0435\u0441\u0442\u043e-\u0431\u0430)).\\n2. **\u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430: \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\\n   \u0432 Postgres, \u0432\u044b\u0437\u043e\u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435\\n   \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 \u0447\u0430\u0442 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0443, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438. \u0414\u0432\u0438\u0436\u043e\u043a \u2014\\n   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n   \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438. \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0434\u043b\u044f \u0411\u0410 \u2014 \u0442\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API\\n   runner ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-2-\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f-\u0441\u0440\u0435\u0434\u0430-4)).\\n\\n**\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u0440\u043e n8n \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e** ([\u0413-44](#\u0433-44)). n8n \u0445\u043e\u0440\u043e\u0448 \u043a\u0430\u043a\\n\u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0444\u043e\u0440\u043c\u044b, \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira, \u0432\u044b\u0437\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u0447\u0435\u0440\u0435\u0437\\nOpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d 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\u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n2026 \u0433\u043e\u0434\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u0438 \u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u044b \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439. \u0412\\n\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u043a\u0430\u043a \u0441\u043b\u043e\u0439 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u043f\u043e\u0432\u0435\u0440\u0445 API runner, \u043d\u043e \u043d\u0435\\n\u0432\u043c\u0435\u0441\u0442\u043e \u043d\u0435\u0433\u043e.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n- **\u0427\u0442\u043e \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n  [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n  \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n  [GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n  \u0438\\n  [Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-cline-vscode);\\n  \u0441\u0440\u0435\u0434\u044b 1\u20134 \u0438\u0437\\n  [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)\\n  \u0438 [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96);\\n  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n  \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.\\n- **\u0427\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c 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[`experiments/issue_639_runner_probes.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py)\\n   \u0441 [\u0436\u0443\u0440\u043d\u0430\u043b\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log);\\n   \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2014 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f, \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434\\n   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0435 2026-09-29. \u0412\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 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\u0443\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n4. **\u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0442\u0438\u043f \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438** \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438: \u0432\u044b\u0441\u043e\u043a\u0430\u044f,\\n   \u0441\u0440\u0435\u0434\u043d\u044f\u044f, \u043d\u0438\u0437\u043a\u0430\u044f; \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c, \u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c. \u0414\u043b\u044f \u0441\u043b\u043e\u044f 3\\n   \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0442\u0438\u043f **\u0432\u044b\u0431\u043e\u0440** \u2014 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 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\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:\\n\u043a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0433\u0440\u0430\u0444, \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c\u0441\u044f. \u042d\u0442\u0438\\n\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b. \u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u0441 \u0442\u0435\u043c,\\n\u0447\u0442\u043e \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\\n\\n| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0413\u0434\u0435 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | \u0421\u0440\u0435\u0434\u0430 1: \u043f\u0430\u043a\u0435\u0442 GigaCode | \u0421\u0440\u0435\u0434\u0430 2: \u043f\u0430\u043a\u0435\u0442 Cline | \u041a\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c |\\n|---------------|-------------------|--------------------------|----------------------|----------------------|\\n| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n| \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443 \u0440\u0435\u0431\u0440\u0430 (`EP-R3`, `EP-R5`) | [L227, L229](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L227-L229) | 17 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432 \u0432 YAML \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f; \u0432\u0435\u0442\u0432\u0438 \u043f\u0440\u043e\u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 (`P11`) | \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 | Runner ([\u0413-28](#\u0433-28)) |\\n| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0443\u0437\u043b\u0430 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 | [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50): `Gate` \u2014 \u00ab\u0432 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb | \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 (`P10`) | \u0422\u043e\u043b\u044c\u043a\u043e Working \u0438 Release | Runner ([\u0413-29](#\u0433-29)) |\\n| \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach (`EP-R7`) | [L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231) | \u041d\u043e\u043b\u044c \u043f\u043e\u043f\u044b\u0442\u043e\u043a; \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 (`P12`) | \u041f\u043e\u0432\u0442\u043e\u0440 \u2014 \u0441 \u043d\u043e\u0432\u044b\u043c TASK ID | Runner ([\u0413-32](#\u0433-32), [\u0413-33](#\u0433-33)) |\\n| \u0412\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (`EP-R8`) | [L232](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L232) | `halt` \u2014 \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | \u041d\u0435\u0442 | Runner ([\u0413-31](#\u0433-31)) |\\n| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 (G-human) | `Gate` \u0432 [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50) | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 `approval` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c ([\u0413-18 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-18)) | Runner + \u0447\u0435\u043b\u043e\u0432\u0435\u043a |\\n\\n\u0412\u044b\u0432\u043e\u0434 \u043f\u043e \u0441\u043b\u043e\u044e 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0437\u043d\u0430\u0442\u044c \u0430\u0433\u0435\u043d\u0442\u00bb, \u0430\\n\u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0430\u0433\u0435\u043d\u0442\u0430\u00bb. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b\\n\u0431\u0435\u0437 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438 \u043a \u0441\u0440\u0435\u0434\u0435, \u043a\u0440\u043e\u043c\u0435 `EP-R8`, \u0433\u0434\u0435 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435\u0439\\n\u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb ([\u0413-27](#\u0433-27)). \u0417\u043d\u0430\u0447\u0438\u0442, \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0438 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435, \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u2014 \u0435\u0441\u043b\u0438 \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.\\n\\n## \u0421\u043b\u043e\u0439 2. \u0421\u0440\u0435\u0434\u044b: \u043a\u0442\u043e \u043a\u0430\u043a\u0443\u044e \u0440\u043e\u043b\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\\n\u0421\u043b\u043e\u0432\u043e \u00ab\u0441\u0440\u0435\u0434\u0430\u00bb \u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u043d\u044b\u0445 \u0440\u043e\u043b\u0435\u0439. \u0412 \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0438 \u0438\u0445 \u043b\u0435\u0433\u043a\u043e\\n\u0441\u043c\u0435\u0448\u0430\u0442\u044c; \u043d\u0438\u0436\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u0440\u043e\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e.\\n\\n| \u0420\u043e\u043b\u044c | \u0421\u0440\u0435\u0434\u0430 1: GigaCode CLI | \u0421\u0440\u0435\u0434\u0430 2: Cline + Mango AI | \u0421\u0440\u0435\u0434\u0430 3: Qwen Chat | \u0421\u0440\u0435\u0434\u0430 4: \u0441\u0435\u0440\u0432\u0435\u0440 |\\n|------|-----------------------|---------------------------|--------------------|-----------------|\\n| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n| \u0410\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 | \u0410\u0433\u0435\u043d\u0442 GigaCode | \u0410\u0433\u0435\u043d\u0442 Cline | \u041c\u043e\u0434\u0435\u043b\u044c \u0432 \u0447\u0430\u0442\u0435 | \u0428\u0430\u0433 runner, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0439 \u043c\u043e\u0434\u0435\u043b\u044c |\\n| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u041f\u0430\u043d\u0435\u043b\u044c Cline \u0432 VS Code | \u0412\u0435\u0431-\u0447\u0430\u0442 | \u0412\u0435\u0431-\u0447\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 |\\n| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | **\u0411\u0410 \u0440\u0443\u043a\u0430\u043c\u0438** \u0447\u0435\u0440\u0435\u0437 `tools/run-task` | **\u041c\u043e\u0434\u0435\u043b\u044c** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 `AGENTS.md` | \u041c\u043e\u0434\u0435\u043b\u044c | Runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430 |\\n| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0438 \u0433\u0435\u0439\u0442\u043e\u0432 | `validate-package.py` \u0446\u0435\u043b\u0438\u043a\u043e\u043c | `run_task.py` \u0434\u043b\u044f Working \u0438 Release | \u041d\u0435\u0442 | \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source + CI \u0434\u043b\u044f Release |\\n| \u041a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 \u0432 JSON, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435\u0442 | \u041a\u043d\u043e\u043f\u043a\u0430 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 \u0441 \u0437\u0430\u043f\u0438\u0441\u044c\u044e \u0432 \u0436\u0443\u0440\u043d\u0430\u043b |\\n\\n\u0421\u0442\u0440\u043e\u043a\u0430 \u00ab\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u0438 \u0435\u0441\u0442\u044c \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432: \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439\\n\u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444. \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0435\u0451 \u0441\u0430\u043c\u0438: workflow, skill \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u2014 \u044d\u0442\u043e \u0442\u0435\u043a\u0441\u0442,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 hooks \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432, \u043d\u043e \u043d\u0435\\n\u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 ([\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0436\u0438\u0442\u044c \u0432 runner, \u0430 \u043a\u043b\u0438\u0435\u043d\u0442 \u2014 \u0431\u044b\u0442\u044c \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a.\\n\\n## \u0421\u043b\u043e\u0439 3. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n\\n### \u041f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440 \u043f\u0440\u0435\u0436\u043d\u0438\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439\\n\\n\u0414\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a\u0430\u0441\u0430\u044e\u0442\u0441\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u0440\u044f\u043c\u043e.\\n\\n- **\u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4`: \u00abbuild \u2014 YAML-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb**\\n  ([`research/ba-requirements/orchestration/30-decision-framework.md` L193](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)).\\n  YAML \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c YAML \u0432 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043d\u0435 \u0432\u043e\u0448\u0451\u043b: \u00ab\u043d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c\\n  \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043b\u043e\u0441\u044c \u043a\u0430\u043a \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\u00bb. \u0414\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u043d\u0430\\n  \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0432\u0435\u0440\u0435\u043d \u0438 \u0441\u0435\u0439\u0447\u0430\u0441. \u0414\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u044b\u043b\u043a\u0430\\n  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 \u2014 \u00ab\u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb\\n  ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)):\\n  \u043f\u043e\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438, \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u043e\u0431\u0449\u0438\u0439\\n  \u0436\u0443\u0440\u043d\u0430\u043b ([\u0413-36](#\u0433-36)).\\n- **\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C RFC GigaCode: \u00ab\u0412\u0432\u0435\u0441\u0442\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u2014\\n  \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb**\\n  ([RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375)).\\n  \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e, \u0430 \u043d\u0435 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e, \u0438 \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 ([\u0413-54](#\u0433-54)).\\n  \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u0446\u0435\u043b\u0438 \u043f\u043e\u043a\u0430 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442, \u043d\u043e \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0434\u0435\u0448\u0451\u0432\u044b\u0435 \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 runner, \u0431\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e\\n  \u0434\u0432\u0438\u0436\u043a\u0430. \u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0430\u043a: \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a\\n  \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043d\u0443\u0436\u043d\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f,\\n  \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0436\u0443\u0440\u043d\u0430\u043b, \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0440\u0438\\n  \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0432 \u0441\u0440\u0435\u0434\u0443 4.\\n- **\u041f\u043b\u0430\u043d n8n \u043c\u0430\u044f 2026.** \u042d\u0442\u0430\u043f 4 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b RAG \u2014\\n  \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb \u0441 human gates\\n  ([`2026-05-26-rag-mapping-roadmap.md` L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283))\\n  \u2014 \u0438 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u044d\u0442\u0430\u043f\u043e\u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043a \u0443\u0437\u043b\u0430\u043c n8n\\n  ([`2026-05-26-requirements-lifecycle-uncertainty.md` L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)).\\n  \u041f\u043e\u0437\u0436\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442, \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  \u043d\u0435\u0442 ([\u0413-50](#\u0433-50)). \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0430\u0451\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443.\\n\\n### \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n\\n\u041e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: \u25cf \u2014 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e, \u25d0 \u2014 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c, \u25cb \u2014 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e.\\n\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438:\\n\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n\u041a2 \u2014 \u043f\u0430\u0443\u0437\u0430 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u0434\u043d\u0438;\\n\u041a3 \u2014 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435;\\n\u041a4 \u2014 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u0411\u0410, \u043d\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0430;\\n\u041a5 \u2014 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430;\\n\u041a6 \u2014 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0434\u043b\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f;\\n\u041a7 \u2014 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u043e\u043c \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430\u043c\u0438;\\n\u041a8 \u2014 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438.\\n\\n| \u2116 | \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041a1 | \u041a2 | \u041a3 | \u041a4 | \u041a5 | \u041a6 | \u041a7 | \u041a8 | \u0418\u0442\u043e\u0433 |\\n|---|---------|----|----|----|----|----|----|----|----|------|\\n| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n| \u0412-1 | Runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25cf | \u25cf | \u25cf | \u25cf | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1** |\\n| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\n| \u0412-3 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner: FastAPI + \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 + Postgres | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25cf | \u25d0 | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2** |\\n| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n| \u0412-5 | Temporal | \u25d0 | \u25cf | \u25cf | \u25cb | \u25cb | \u25cf | \u25d0 | \u25d0 | \u0418\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 |\\n| \u0412-6 | n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25cb | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e |\\n| \u0412-7 | n8n \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0412-3 | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n| \u0412-9 | Windmill, Kestra \u0438\u043b\u0438 Prefect | \u25d0 | \u25d0 | \u25cf | \u25cb | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 |\\n| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n\\n\u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0446\u0435\u043d\u043e\u043a \u2014 \u0432 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u0445 \u0433\u0440\u0443\u043f\u043f\u044b\\n[\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430) \u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435\\n[\u00ab\u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\u00bb](#\u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435-\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b-\u0438-\u0438\u0445-\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f).\\n\\n## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: `G` \u2014 \u043f\u0430\u043a\u0435\u0442\\n[`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli),\\n`MM` \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n[`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n`P10`\u2026`P12` \u2014 \u043f\u0440\u043e\u0431\u044b \u0438\u0437\\n[\u0436\u0443\u0440\u043d\u0430\u043b\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n\\n### \u0415. \u0421\u043b\u043e\u0439 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0435\u0451 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n\\n| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n|---|----------|----------------|--------|-------------|--------------|\\n| \u0413-26 | \u0412 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e, \u043a\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 | `MM` \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u0447\u0442\u0435\u043d\u0438\u0435 `routes/` \u0438 \u0437\u0430\u043f\u0438\u0441\u044c \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49), [L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L154)), \u043d\u043e \u0441\u0440\u0435\u0434\u0438 [\u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L35-L53) \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442; `Actor` \u2014 \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb, \u0430 `System` \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c \u0431\u044b\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 ([`SY-1`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L65)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0440\u043e\u043b\u044c \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u043a\u0430\u043a `Actor`: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u0435\u0439\u0442 \u0438 \u043f\u0438\u0448\u0435\u0442 \u0436\u0443\u0440\u043d\u0430\u043b. \u041a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0435\u0451 \u0432 runner, \u0430 \u043d\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b |\\n| \u0413-27 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440 | `MM` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u043e\u0434 Mango \u0438 GigaCode ([`00-introduction.md` L69-L70](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md#L69-L70)), \u043d\u043e `EP-R1`\u2026`EP-R9` \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0447\u0435\u0440\u0435\u0437 \u0433\u0440\u0430\u0444, \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b ([L225-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L225-L233)); \u0442\u043e\u043b\u044c\u043a\u043e `EP-R8` \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` \u043a\u0430\u043a \u00ab\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043b\u0438\u0441\u0442\u0430\u00bb \u2014 \u0431\u0435\u0437 \u0447\u0430\u0442\u0430 \u043a\u0430\u043a \u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044f |\\n| \u0413-28 | \u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0440\u0451\u0431\u0435\u0440 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0430\u043a, \u043a\u0430\u043a \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 YAML | `P11`: \u0432 [`routes/rg-bcreq-v1.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) 17 \u043d\u0435\u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432, runner \u0438\u0445 \u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442; \u0432\u0435\u0442\u0432\u0438 \u0437\u0430\u043d\u043e\u0432\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 ([`run-task.py` L151-L187](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L151-L187)). \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432 Source \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 runner | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0431\u0435\u0437 `eval`; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0447\u0442\u043e \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f |\\n| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 |\",\n[2026-09-29T07:44:36.574Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:44:36.574Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:44:36.574Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:44:36.574Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:44:36.574Z] [INFO]     \"persistedOutputPath\": \"/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/b7ejdco20.txt\",\n[2026-09-29T07:44:36.574Z] [INFO]     \"persistedOutputSize\": 77050\n[2026-09-29T07:44:36.574Z] [INFO]   }\n[2026-09-29T07:44:36.574Z] [INFO] }\n[2026-09-29T07:44:36.632Z] [STDOUT] [log_8ec053] sending request {\n[2026-09-29T07:44:36.639Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:36.648Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:36.658Z] [STDOUT]   options: {\n[2026-09-29T07:44:36.663Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:36.671Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:36.674Z] [STDOUT]     body: {\n[2026-09-29T07:44:36.677Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:36.679Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:36.681Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:36.685Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:36.689Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:36.693Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:36.696Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:36.702Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:36.710Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:36.714Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:36.720Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:36.725Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:36.730Z] [STDOUT]     },\n[2026-09-29T07:44:36.734Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:36.742Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:36.746Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:36.753Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:36.766Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:36.774Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:36.779Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:36.783Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:36.785Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:36.788Z] [STDOUT]     },\n[2026-09-29T07:44:36.794Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:36.801Z] [STDOUT]   },\n[2026-09-29T07:44:36.804Z] [STDOUT]   headers: {\n[2026-09-29T07:44:36.808Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:36.814Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:36.819Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:36.830Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:36.836Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:36.843Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:36.849Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:36.851Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:36.854Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:36.858Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1344\",\n[2026-09-29T07:44:36.861Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:36.865Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:44:36.868Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:36.870Z] [STDOUT]     \"x-client-request-id\": \"d657f733-0f20-45ae-9ec3-9df40d96b70f\",\n[2026-09-29T07:44:36.873Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:36.876Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:36.884Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:36.888Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:36.891Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:36.893Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:36.895Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:36.897Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:36.898Z] [STDOUT]   },\n[2026-09-29T07:44:36.900Z] [STDOUT] }\n[2026-09-29T07:44:37.432Z] [STDOUT] [log_8ec053, request-id: \"req_011CfXMhD1VmhHqvxSAEwVmu\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 801ms\n[2026-09-29T07:44:37.435Z] [STDOUT] [log_8ec053] response start {\n[2026-09-29T07:44:37.438Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:37.446Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:37.452Z] [STDOUT]   headers: {\n[2026-09-29T07:44:37.457Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:37.468Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:37.473Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:37.478Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:37.484Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:37.487Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:37.495Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:37.502Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:37.509Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:37.515Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:37.519Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:37.523Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:37.528Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:37.535Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:37.539Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:37.543Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:37.551Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:37.555Z] [STDOUT]     \"cf-ray\": \"a4295d14f9e429ad-FRA\",\n[2026-09-29T07:44:37.560Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:37.567Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:37.569Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:37.573Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:37.578Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:37 GMT\",\n[2026-09-29T07:44:37.583Z] [STDOUT]     \"request-id\": \"req_011CfXMhD1VmhHqvxSAEwVmu\",\n[2026-09-29T07:44:37.586Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:37.589Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:37.594Z] [STDOUT]     traceresponse: \"00-5fd2821eed4c77f8eb06eced6efe1ecf-a9c9fab7d4f1ad74-01\",\n[2026-09-29T07:44:37.600Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:37.604Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:37.608Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:37.611Z] [STDOUT]   },\n[2026-09-29T07:44:37.615Z] [STDOUT]   durationMs: 801,\n[2026-09-29T07:44:37.619Z] [STDOUT] }\n[2026-09-29T07:44:37.625Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:37.628Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:37 GMT\",\n[2026-09-29T07:44:37.630Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:37.639Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:37.646Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:37.651Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:37.659Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:37.668Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:37.670Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:37.676Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:37.680Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:37.683Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:37.691Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:37.698Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:37.703Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:37.711Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:37.716Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:37.721Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:37.725Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:37.730Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:37.735Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:37.746Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:37.751Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:37.757Z] [STDOUT]   \"request-id\": \"req_011CfXMhD1VmhHqvxSAEwVmu\",\n[2026-09-29T07:44:37.759Z] [STDOUT]   \"traceresponse\": \"00-5fd2821eed4c77f8eb06eced6efe1ecf-a9c9fab7d4f1ad74-01\",\n[2026-09-29T07:44:37.763Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:37.766Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:37.768Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:37.770Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:37.773Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:37.776Z] [STDOUT]   \"cf-ray\": \"a4295d14f9e429ad-FRA\",\n[2026-09-29T07:44:37.778Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:37.784Z] [STDOUT] [log_8ec053] response parsed {\n[2026-09-29T07:44:37.788Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:37.795Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:37.797Z] [STDOUT]   body: X {\n[2026-09-29T07:44:37.802Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:37.806Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:37.811Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:37.814Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:37.822Z] [STDOUT]     },\n[2026-09-29T07:44:37.827Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:37.832Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:37.838Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:37.842Z] [STDOUT]   },\n[2026-09-29T07:44:37.846Z] [STDOUT]   durationMs: 802,\n[2026-09-29T07:44:37.850Z] [STDOUT] }\n[2026-09-29T07:44:37.855Z] [INFO] {\n[2026-09-29T07:44:37.855Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"message\": {\n[2026-09-29T07:44:37.855Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:37.855Z] [INFO]     \"content\": [\n[2026-09-29T07:44:37.855Z] [INFO]       {\n[2026-09-29T07:44:37.855Z] [INFO]         \"tool_use_id\": \"toolu_01KRn1KiWJP4NxGpjFNx2JRS\",\n[2026-09-29T07:44:37.855Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:37.855Z] [INFO]         \"content\": \"\\nOutput too large (42.6KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bd81ljdck.txt\\n\\nPreview (first 2KB):\\n`metadata.yaml` \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u043e\u043b\u0435\u0439:\\n\\n| \u041f\u043e\u043b\u0435 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- |\\n| `run_id` | \u0434\u0430 | \u0418\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0432\u0438\u0434\u0430 `RUN-XXXX`, \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0438\u043c\u0435\u043d\u0435\u043c \u043f\u0430\u043f\u043a\u0438. |\\n| `process` | \u0434\u0430 | \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438\u043b\u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0441\u044f. |\\n| `version` | \u0434\u0430 | \u0412\u0435\u0440\u0441\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0438 \u0438\u043b\u0438 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. |\\n| `date` | \u0434\u0430 | \u0414\u0430\u0442\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 `YYYY-MM-DD`. |\\n| `author` | \u0434\u0430 | \u0410\u0432\u0442\u043e\u0440 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u0411\u0410, \u0447\u0435\u043b\u043e\u0432\u0435\u043a+LLM \u0438\u043b\u0438 \u0430\u0433\u0435\u043d\u0442. |\\n| `model` | \u0434\u0430 | \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c; \u0435\u0441\u043b\u0438 \u043d\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u0430, \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f `not-recorded`. |\\n| `status` | \u0434\u0430 | \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440 `draft`, `experimental`, `success`, `partial-success`, `works-with-edits`. |\\n| `run_type` | \u0434\u0430 (\u043a\u0440\u043e\u043c\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0434\u043e issue #293) | \u0422\u0438\u043f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: `execution`, `statistics` \u0438\u043b\u0438 `legacy`. \u0415\u0441\u043b\u0438 \u043f\u043e\u043b\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442, \u0437\u0430\u043f\u0438\u0441\u044c \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `execution`. |\\n\\n\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u043b\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b: `source_paths`, `inputs`, `outputs`, `logs`,\\n`feedback`, `metrics`, `related_issues`, `related_artifacts`, `related_runs`.\\n\\n`metrics` \u2014 \u0431\u043b\u043e\u043a \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u044b\u0445 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (\u0432\u0432\u0435\u0434\u0451\u043d\\n[issue #271](https://github.com/G-Ivan-A/mango_ba_prompts/issues/271), \u043a\u043e\u0442\u043e\u0440\u044b\u0439\\n\u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u043e\u043a\u0435\u043d\u044b, \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, `eval`/\u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0438 `success_rate`).\\n\u0417\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043f\u0440\u043e\u0433\u043e\u043d \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435; \u043f\u0440\u0438 \u0443\u043a\u0430\u0437\u0430\u043d\u0438\u0438\\n\u0442\u043e\u043a\u0435\u043d\u043e\u0432 MUST \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c\u0441\u044f `token_method`, \u0430 \u043f\u0440\u0438 `success_rate` \u2014\\n`success_rate_basis` (\u043d\u0430 \u0447\u0451\u043c \u043f\u043e\u0441\u0447\u0438\u0442\u0430\u043d\u0430 \u0434\u043e\u043b\u044f). \u041f\u0440\u0438\u043c\u0435\u0440 \u2014\\n[`2026/RUN-0018/metadata.yaml`](2026/RUN-0018/metadata.yaml).\\n\\n## \u0422\u0438\u043f\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\n\\n| `run_type` | \u0417\u0430\u0447\u0435\u043c \u043f\u0440\u043e\u0433\u043e\u043d | \u0427\u0442\u043e \u043a\u043b\u0430\u0434\u0451\u043c \u0432 `outputs/` | \u041f\u043e \u0447\u0435\u043c\u0443 \u0441\u0443\u0434\u0438\u043c \u043e\u0431 \u0443\u0441\u043f\u0435\u0445\u0435 | \u041f\u0440\u0438\u043c\u0435\u0440 |\\n| --- | --- | --- | --- | --- |\\n| `execution` | \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442. | \u0424\u0422, \u0422\u0417, User Story, \u043c\u0430\u0442\u0440\u0438\u0446\u0430 UC, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442. | \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 acceptance criteria. | [`RUN-0012`](2026/RUN-0012/metadata.yaml) \u2014 \u0424\u0422 \u043f\u043e BCREQ-1069. |\\n...\\n\",\n[2026-09-29T07:44:37.855Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:37.855Z] [INFO]       }\n[2026-09-29T07:44:37.855Z] [INFO]     ]\n[2026-09-29T07:44:37.855Z] [INFO]   },\n[2026-09-29T07:44:37.855Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"uuid\": \"97784288-1acb-477b-b172-e4b28878ad05\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:37.486Z\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:37.855Z] [INFO] }\n[2026-09-29T07:44:37.862Z] [STDOUT] [log_29545a] sending request {\n[2026-09-29T07:44:37.867Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:37.871Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:37.877Z] [STDOUT]   options: {\n[2026-09-29T07:44:37.882Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:37.887Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:37.892Z] [STDOUT]     body: {\n[2026-09-29T07:44:37.895Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:37.900Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:37.905Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:37.911Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:37.917Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:37.924Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:37.928Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:37.948Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:37.954Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:37.958Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:37.962Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:37.967Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:37.970Z] [STDOUT]     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 },\n[2026-09-29T07:44:38.572Z] [STDOUT]   headers: {\n[2026-09-29T07:44:38.574Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:38.578Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:44:38.582Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:38.588Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:38.593Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:38.596Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:38.600Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:38.603Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:38.606Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:44:38.609Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:38.615Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:38.619Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:38.622Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:38.626Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:38.631Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:38.635Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:38.637Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:38.641Z] [STDOUT]   },\n[2026-09-29T07:44:38.645Z] [STDOUT] }\n[2026-09-29T07:44:38.647Z] [STDOUT] [log_29545a, request-id: \"req_011CfXMhGuttdFCJU6UvCmRk\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 831ms\n[2026-09-29T07:44:38.649Z] [STDOUT] [log_29545a] response start {\n[2026-09-29T07:44:38.653Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:38.656Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:38.659Z] [STDOUT]   headers: {\n[2026-09-29T07:44:38.661Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:38.663Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:38.667Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:38.669Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:38.674Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:38.679Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:38.688Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:38.693Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:38.697Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:38.703Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:38.714Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:38.720Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:38.723Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:38.727Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:38.730Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:38.732Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:38.735Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:38.738Z] [STDOUT]     \"cf-ray\": \"a4295d1a9b72dbb5-FRA\",\n[2026-09-29T07:44:38.743Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:38.746Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:38.749Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:38.753Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:38.756Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:38 GMT\",\n[2026-09-29T07:44:38.760Z] [STDOUT]     \"request-id\": \"req_011CfXMhGuttdFCJU6UvCmRk\",\n[2026-09-29T07:44:38.764Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:38.770Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:38.775Z] [STDOUT]     traceresponse: \"00-a7d13742c80c0f5a806ddda3407e3c3a-35367d64086e7b59-01\",\n[2026-09-29T07:44:38.780Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:38.786Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:38.789Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:38.794Z] [STDOUT]   },\n[2026-09-29T07:44:38.797Z] [STDOUT]   durationMs: 831,\n[2026-09-29T07:44:38.802Z] [STDOUT] }\n[2026-09-29T07:44:38.806Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:38.808Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:38 GMT\",\n[2026-09-29T07:44:38.810Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:38.813Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:38.816Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:38.820Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:38.825Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:38.832Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:38.839Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:38.842Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:38.849Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:38.852Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:38.854Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:38.859Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:38.866Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:38.869Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:38.872Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:38.877Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:38.884Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:38.889Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:38.894Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:38.898Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:38.902Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:38.909Z] [STDOUT]   \"request-id\": \"req_011CfXMhGuttdFCJU6UvCmRk\",\n[2026-09-29T07:44:38.912Z] [STDOUT]   \"traceresponse\": \"00-a7d13742c80c0f5a806ddda3407e3c3a-35367d64086e7b59-01\",\n[2026-09-29T07:44:38.915Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:38.918Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:38.921Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:38.924Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:38.926Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:38.927Z] [STDOUT]   \"cf-ray\": \"a4295d1a9b72dbb5-FRA\",\n[2026-09-29T07:44:38.930Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:38.935Z] [STDOUT] [log_29545a] response parsed {\n[2026-09-29T07:44:38.943Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:38.945Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:38.949Z] [STDOUT]   body: X {\n[2026-09-29T07:44:38.953Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:38.955Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:38.957Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:38.958Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:38.961Z] [STDOUT]     },\n[2026-09-29T07:44:38.963Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:38.964Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:38.969Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:38.972Z] [STDOUT]   },\n[2026-09-29T07:44:38.977Z] [STDOUT]   durationMs: 832,\n[2026-09-29T07:44:38.980Z] [STDOUT] }\n[2026-09-29T07:44:38.983Z] [STDOUT] [log_ea59bf, request-id: \"req_011CfXMhHTPdDqPpMcvXMSf1\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 816ms\n[2026-09-29T07:44:38.985Z] [STDOUT] [log_ea59bf] response start {\n[2026-09-29T07:44:38.988Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:38.990Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:38.995Z] [STDOUT]   headers: {\n[2026-09-29T07:44:38.997Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:38.999Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:39.002Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:39.004Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:39.008Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:39.012Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:39.017Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:39.019Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:39.022Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:39.037Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:39.041Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:39.052Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:39.055Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:39.060Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:39.066Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:39.069Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:39.074Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:39.083Z] [STDOUT]     \"cf-ray\": \"a4295d1b7c6a4d8b-FRA\",\n[2026-09-29T07:44:39.087Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:39.090Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:39.094Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:39.098Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:39.103Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:38 GMT\",\n[2026-09-29T07:44:39.106Z] [STDOUT]     \"request-id\": \"req_011CfXMhHTPdDqPpMcvXMSf1\",\n[2026-09-29T07:44:39.109Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:39.114Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:39.120Z] [STDOUT]     traceresponse: \"00-5db8cd5a1b7f5910703379dcec6a74f3-9db79cf561b2c586-01\",\n[2026-09-29T07:44:39.123Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:39.126Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:39.134Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:39.137Z] [STDOUT]   },\n[2026-09-29T07:44:39.143Z] [STDOUT]   durationMs: 816,\n[2026-09-29T07:44:39.146Z] [STDOUT] }\n[2026-09-29T07:44:39.151Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:39.156Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:38 GMT\",\n[2026-09-29T07:44:39.159Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:39.161Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:39.166Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:39.172Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:39.174Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:39.180Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:39.183Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:39.191Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:39.195Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:39.200Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:39.202Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:39.205Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:39.208Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:39.211Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:39.216Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:39.220Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:39.224Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:39.229Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:39.233Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:39.235Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:39.242Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:39.247Z] [STDOUT]   \"request-id\": \"req_011CfXMhHTPdDqPpMcvXMSf1\",\n[2026-09-29T07:44:39.252Z] [STDOUT]   \"traceresponse\": \"00-5db8cd5a1b7f5910703379dcec6a74f3-9db79cf561b2c586-01\",\n[2026-09-29T07:44:39.255Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:39.262Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:39.267Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:39.271Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:39.274Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:39.277Z] [STDOUT]   \"cf-ray\": \"a4295d1b7c6a4d8b-FRA\",\n[2026-09-29T07:44:39.280Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:39.283Z] [STDOUT] [log_ea59bf] response parsed {\n[2026-09-29T07:44:39.287Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:39.290Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:39.294Z] [STDOUT]   body: X {\n[2026-09-29T07:44:39.297Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:39.306Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:39.309Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:39.313Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:39.318Z] [STDOUT]     },\n[2026-09-29T07:44:39.321Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:39.327Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:39.332Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:39.338Z] [STDOUT]   },\n[2026-09-29T07:44:39.341Z] [STDOUT]   durationMs: 817,\n[2026-09-29T07:44:39.345Z] [STDOUT] }\n[2026-09-29T07:44:39.349Z] [STDOUT] [log_4c945e, request-id: \"req_011CfXMhL9ccbVo8VKTgFjnc\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 211ms\n[2026-09-29T07:44:39.351Z] [STDOUT] [log_4c945e] response start {\n[2026-09-29T07:44:39.355Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:44:39.356Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:39.361Z] [STDOUT]   headers: {\n[2026-09-29T07:44:39.365Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:39.368Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:39.371Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:39.374Z] [STDOUT]     \"cf-ray\": \"a4295d1f9fa029ad-FRA\",\n[2026-09-29T07:44:39.380Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:39.386Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:44:39.390Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:39.393Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:39.398Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:38 GMT\",\n[2026-09-29T07:44:39.400Z] [STDOUT]     \"request-id\": \"req_011CfXMhL9ccbVo8VKTgFjnc\",\n[2026-09-29T07:44:39.404Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:39.407Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=97\",\n[2026-09-29T07:44:39.408Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:39.414Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:39.422Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:39.428Z] [STDOUT]   },\n[2026-09-29T07:44:39.431Z] [STDOUT]   durationMs: 211,\n[2026-09-29T07:44:39.441Z] [STDOUT] }\n[2026-09-29T07:44:39.447Z] [STDOUT] [log_4c945e] response parsed {\n[2026-09-29T07:44:39.453Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:44:39.458Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:39.467Z] [STDOUT]   body: {\n[2026-09-29T07:44:39.470Z] [STDOUT]     input_tokens: 26140,\n[2026-09-29T07:44:39.479Z] [STDOUT]     _request_id: \"req_011CfXMhL9ccbVo8VKTgFjnc\",\n[2026-09-29T07:44:39.483Z] [STDOUT]   },\n[2026-09-29T07:44:39.493Z] [STDOUT]   durationMs: 211,\n[2026-09-29T07:44:39.498Z] [STDOUT] }\n[2026-09-29T07:44:39.536Z] [INFO] {\n[2026-09-29T07:44:39.536Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:39.536Z] [INFO]   \"message\": {\n[2026-09-29T07:44:39.536Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:39.536Z] [INFO]     \"content\": [\n[2026-09-29T07:44:39.536Z] [INFO]       {\n[2026-09-29T07:44:39.536Z] [INFO]         \"tool_use_id\": \"toolu_01USrv2PLdukipf1vY1Gb2cY\",\n[2026-09-29T07:44:39.536Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:39.536Z] [INFO]         \"content\": \"1\\t---\\n2\\tstatus: draft\\n3\\tversion: 0.1\\n4\\tupdated: 2026-09-29\\n5\\ttemperature: 0.1\\n6\\ttype: analysis\\n7\\tscope: mango-only\\n8\\tsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\n9\\tbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\n10\\trelated_artifacts:\\n11\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n12\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n13\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n14\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n15\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n16\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n17\\t---\\n18\\t\\n19\\t# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n20\\t\\n21\\t\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n22\\t[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n23\\t\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\n24\\tCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n25\\t\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n26\\t\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n27\\t\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n28\\t\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n29\\t\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n30\\t[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n31\\t\u0417\u0434\u0435\u0441\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0441 \u0413-26.\\n32\\t\\n33\\t## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n34\\t\\n35\\t**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043b\u0435\u0436\u0438\u0442 \u043d\u0435 \u0432 Cline \u0438 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0443 \u0440\u043e\u043b\u0438\\n36\\t\u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443 \u0447\u0438\u0442\u0430\u0442\u044c\\n37\\t\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u043e \u0441\u0440\u0435\u0434\u0438 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n38\\t\u0435\u0433\u043e \u043d\u0435\u0442, \u0430 `Actor` \u2014 \u044d\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a ([\u0413-26](#\u0433-26)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\\n39\\t\u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043c\u043e\u043b\u0447\u0430 \u0432\u0437\u044f\u043b \u043d\u0430 \u0441\u0435\u0431\u044f \u043a\u0442\u043e-\u0442\u043e \u0434\u0440\u0443\u0433\u043e\u0439: \u0432 GigaCode CLI \u2014\\n40\\t\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n41\\t\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b. \u041e\u0442\u0441\u044e\u0434\u0430 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b: \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437 YAML\\n42\\t\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f ([\u0413-28](#\u0433-28)), \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0433\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435\\n43\\t\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 ([\u0413-29](#\u0433-29)), \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\\n44\\t\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 ([\u0413-31](#\u0433-31)), \u0430 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u043d\u0430\u0432\u0441\u0435\u0433\u0434\u0430 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442\\n45\\t\u0437\u0430\u0434\u0430\u0447\u0443 ([\u0413-32](#\u0433-32)).\\n46\\t\\n47\\t**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0434\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u044f\u0434\u0440\u0435.**\\n48\\t\\n49\\t1. **\u0420\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410 (\u0441\u0440\u0435\u0434\u044b 1 \u0438 2).** \u041f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u0442\u044c `tools/run-task` \u0438\u0437\\n50\\t   \u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a\u0430 \u0432 \u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e: runner \u0441\u0430\u043c \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444 \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0438\u0437 Source,\\n51\\t   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0442\u044c, \u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\\n52\\t   \u00ab\u0447\u0442\u043e \u0434\u0430\u043b\u044c\u0448\u0435\u00bb \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u044f\u0437\u044b\u043a\u043e\u043c. GigaCode CLI \u0438 Cline \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n53\\t   \u0442\u0435\u043c, \u0447\u0435\u043c \u043e\u043d\u0438 \u0441\u0438\u043b\u044c\u043d\u044b, \u2014 \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435\\n54\\t   \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440,\\n55\\t   \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0438 \u0442\u0435\u0441\u0442\u044b ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-1-\u0440\u0430\u0431\u043e\u0447\u0435\u0435-\u043c\u0435\u0441\u0442\u043e-\u0431\u0430)).\\n56\\t2. **\u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430: \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\\n57\\t   \u0432 Postgres, \u0432\u044b\u0437\u043e\u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435\\n58\\t   \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 \u0447\u0430\u0442 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0443, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438. \u0414\u0432\u0438\u0436\u043e\u043a \u2014\\n59\\t   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n60\\t   \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438. \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0434\u043b\u044f \u0411\u0410 \u2014 \u0442\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API\\n61\\t   runner ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-2-\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f-\u0441\u0440\u0435\u0434\u0430-4)).\\n62\\t\\n63\\t**\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u0440\u043e n8n \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e** ([\u0413-44](#\u0433-44)). n8n \u0445\u043e\u0440\u043e\u0448 \u043a\u0430\u043a\\n64\\t\u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0444\u043e\u0440\u043c\u044b, \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira, \u0432\u044b\u0437\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u0447\u0435\u0440\u0435\u0437\\n65\\tOpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d \u0445\u0443\u0436\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e runner:\\n66\\t\u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432 n8n \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b\\n67\\t\u0440\u044f\u0434\u043e\u043c \u0441 Source; \u0443\u0437\u0435\u043b AI Agent \u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442, \u043a\u0430\u043a\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c, \u2014 \u0442\u0430\\n68\\t\u0436\u0435 \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c, \u0447\u0442\u043e \u0432 Cline; \u0430 \u043f\u043e\u0442\u043e\u043a \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n69\\t2026 \u0433\u043e\u0434\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u0438 \u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u044b \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439. \u0412\\n70\\t\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u043a\u0430\u043a \u0441\u043b\u043e\u0439 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u043f\u043e\u0432\u0435\u0440\u0445 API runner, \u043d\u043e \u043d\u0435\\n71\\t\u0432\u043c\u0435\u0441\u0442\u043e \u043d\u0435\u0433\u043e.\\n72\\t\\n73\\t## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n74\\t\\n75\\t- **\u0427\u0442\u043e \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n76\\t  [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n77\\t  \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n78\\t  [GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n79\\t  \u0438\\n80\\t  [Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-cline-vscode);\\n81\\t  \u0441\u0440\u0435\u0434\u044b 1\u20134 \u0438\u0437\\n82\\t  [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)\\n83\\t  \u0438 [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96);\\n84\\t  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n85\\t  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n86\\t  \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.\\n87\\t- **\u0427\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439,\\n88\\t  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u044b\u0434\u0430\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Mango: \u0441\u0435\u0442\u044c,\\n89\\t  \u043f\u0440\u0430\u0432\u0430, \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence. \u0416\u0438\u0432\u043e\u0439 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f \u043d\u0430 n8n \u0438\u043b\u0438 LangGraph\\n90\\t  \u043d\u0435 \u0441\u043e\u0431\u0438\u0440\u0430\u043b\u0441\u044f; \u0432\u044b\u0432\u043e\u0434\u044b \u043e \u043d\u0438\u0445 \u043e\u043f\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434.\\n91\\t- **\u0414\u043b\u044f \u043a\u043e\u0433\u043e.** \u0414\u043b\u044f \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0441\u0442\u0430\u0432\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0438 \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u0435\\n92\\t  \u043d\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u043c \u0443\u0440\u043e\u0432\u043d\u0435. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u043a\u043e\u043d\u0446\u0435 \u0435\u0441\u0442\u044c \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u0440\u0430\u0437\u0434\u0435\u043b: \u043a\u0430\u043a\\n93\\t  \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u043f\u0440\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0433\u0435\u0439\u0442 \u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c\\n94\\t  \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.\\n95\\t\\n96\\t## \u041c\u0435\u0442\u043e\u0434\\n97\\t\\n98\\t1. **\u0422\u0440\u0438 \u0441\u043b\u043e\u044f.** \u041a\u0430\u0436\u0434\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043e\u0434\u043d\u043e\u043c\u0443 \u0441\u043b\u043e\u044e: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n99\\t   (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0415](#\u0435-\u0441\u043b\u043e\u0439-1-\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c-\u0438-\u0435\u0451-\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f)),\\n100\\t   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[`experiments/issue_639_runner_probes.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py)\\n105\\t   \u0441 [\u0436\u0443\u0440\u043d\u0430\u043b\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log);\\n106\\t   \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2014 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f, \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434\\n107\\t   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0435 2026-09-29. \u0412\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u044b.\\n108\\t3. **\u0421\u0442\u0430\u0442\u0443\u0441\u044b.** \u00ab\u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e\u00bb \u0438 \u00ab\u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e\u00bb \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438.\\n109\\t   \u00ab\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e\u00bb \u2014 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u0432\\n110\\t   \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0435. \u00ab\u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\u00bb \u2014 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043d\u0435\u0442, \u0443\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a\\n111\\t   \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n112\\t4. **\u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0442\u0438\u043f \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438** \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438: \u0432\u044b\u0441\u043e\u043a\u0430\u044f,\\n113\\t   \u0441\u0440\u0435\u0434\u043d\u044f\u044f, \u043d\u0438\u0437\u043a\u0430\u044f; \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c, \u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c. \u0414\u043b\u044f \u0441\u043b\u043e\u044f 3\\n114\\t   \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0442\u0438\u043f **\u0432\u044b\u0431\u043e\u0440** \u2014 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\u044f\u0434\u0440\u043e, \u0435\u0441\u043b\u0438\\n121\\t   \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u043e: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c\\n122\\t   \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b; \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; \u043d\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a\\n123\\t   \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435; \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435\\n124\\t   \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u043b\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043b\u0430\u0442\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 \u0434\u043b\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438.\\n125\\t\\n126\\t## \u0421\u043b\u043e\u0439 1. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n127\\t\\n128\\t\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u043d\u043e \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:\\n129\\t\u043a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0433\u0440\u0430\u0444, \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c\u0441\u044f. \u042d\u0442\u0438\\n130\\t\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b. \u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u0441 \u0442\u0435\u043c,\\n131\\t\u0447\u0442\u043e \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\\n132\\t\\n133\\t| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0413\u0434\u0435 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | \u0421\u0440\u0435\u0434\u0430 1: \u043f\u0430\u043a\u0435\u0442 GigaCode | \u0421\u0440\u0435\u0434\u0430 2: \u043f\u0430\u043a\u0435\u0442 Cline | \u041a\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c |\\n134\\t|---------------|-------------------|--------------------------|----------------------|----------------------|\\n135\\t| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n136\\t| \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443 \u0440\u0435\u0431\u0440\u0430 (`EP-R3`, `EP-R5`) | [L227, L229](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L227-L229) | 17 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432 \u0432 YAML \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f; \u0432\u0435\u0442\u0432\u0438 \u043f\u0440\u043e\u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 (`P11`) | \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 | Runner ([\u0413-28](#\u0433-28)) |\\n137\\t| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0443\u0437\u043b\u0430 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 | [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50): `Gate` \u2014 \u00ab\u0432 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb | \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 (`P10`) | \u0422\u043e\u043b\u044c\u043a\u043e Working \u0438 Release | Runner ([\u0413-29](#\u0433-29)) |\\n138\\t| \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach (`EP-R7`) | [L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231) | \u041d\u043e\u043b\u044c \u043f\u043e\u043f\u044b\u0442\u043e\u043a; \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 (`P12`) | \u041f\u043e\u0432\u0442\u043e\u0440 \u2014 \u0441 \u043d\u043e\u0432\u044b\u043c TASK ID | Runner ([\u0413-32](#\u0433-32), [\u0413-33](#\u0433-33)) |\\n139\\t| \u0412\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (`EP-R8`) | [L232](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L232) | `halt` \u2014 \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | \u041d\u0435\u0442 | Runner ([\u0413-31](#\u0433-31)) |\\n140\\t| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n141\\t| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 (G-human) | `Gate` \u0432 [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50) | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 `approval` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c ([\u0413-18 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-18)) | Runner + \u0447\u0435\u043b\u043e\u0432\u0435\u043a |\\n142\\t\\n143\\t\u0412\u044b\u0432\u043e\u0434 \u043f\u043e \u0441\u043b\u043e\u044e 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0437\u043d\u0430\u0442\u044c \u0430\u0433\u0435\u043d\u0442\u00bb, \u0430\\n144\\t\u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0430\u0433\u0435\u043d\u0442\u0430\u00bb. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b\\n145\\t\u0431\u0435\u0437 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438 \u043a \u0441\u0440\u0435\u0434\u0435, \u043a\u0440\u043e\u043c\u0435 `EP-R8`, \u0433\u0434\u0435 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435\u0439\\n146\\t\u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb ([\u0413-27](#\u0433-27)). \u0417\u043d\u0430\u0447\u0438\u0442, \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0438 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n147\\t\u043c\u0435\u0441\u0442\u0435, \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u2014 \u0435\u0441\u043b\u0438 \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.\\n148\\t\\n149\\t## \u0421\u043b\u043e\u0439 2. \u0421\u0440\u0435\u0434\u044b: \u043a\u0442\u043e \u043a\u0430\u043a\u0443\u044e \u0440\u043e\u043b\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n150\\t\\n151\\t\u0421\u043b\u043e\u0432\u043e \u00ab\u0441\u0440\u0435\u0434\u0430\u00bb \u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u043d\u044b\u0445 \u0440\u043e\u043b\u0435\u0439. \u0412 \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0438 \u0438\u0445 \u043b\u0435\u0433\u043a\u043e\\n152\\t\u0441\u043c\u0435\u0448\u0430\u0442\u044c; \u043d\u0438\u0436\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u0440\u043e\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e.\\n153\\t\\n154\\t| \u0420\u043e\u043b\u044c | \u0421\u0440\u0435\u0434\u0430 1: GigaCode CLI | \u0421\u0440\u0435\u0434\u0430 2: Cline + Mango AI | \u0421\u0440\u0435\u0434\u0430 3: Qwen Chat | \u0421\u0440\u0435\u0434\u0430 4: \u0441\u0435\u0440\u0432\u0435\u0440 |\\n155\\t|------|-----------------------|---------------------------|--------------------|-----------------|\\n156\\t| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n157\\t| \u0410\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 | \u0410\u0433\u0435\u043d\u0442 GigaCode | \u0410\u0433\u0435\u043d\u0442 Cline | \u041c\u043e\u0434\u0435\u043b\u044c \u0432 \u0447\u0430\u0442\u0435 | \u0428\u0430\u0433 runner, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0439 \u043c\u043e\u0434\u0435\u043b\u044c |\\n158\\t| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u041f\u0430\u043d\u0435\u043b\u044c Cline \u0432 VS Code | \u0412\u0435\u0431-\u0447\u0430\u0442 | \u0412\u0435\u0431-\u0447\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 |\\n159\\t| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | **\u0411\u0410 \u0440\u0443\u043a\u0430\u043c\u0438** \u0447\u0435\u0440\u0435\u0437 `tools/run-task` | **\u041c\u043e\u0434\u0435\u043b\u044c** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 `AGENTS.md` | \u041c\u043e\u0434\u0435\u043b\u044c | Runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430 |\\n160\\t| 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|\\n162\\t\\n163\\t\u0421\u0442\u0440\u043e\u043a\u0430 \u00ab\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u0438 \u0435\u0441\u0442\u044c \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432: \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439\\n164\\t\u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444. \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n165\\t\u043c\u0435\u0441\u0442\u0435 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0435\u0451 \u0441\u0430\u043c\u0438: workflow, skill \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u2014 \u044d\u0442\u043e \u0442\u0435\u043a\u0441\u0442,\\n166\\t\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 hooks \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432, \u043d\u043e \u043d\u0435\\n167\\t\u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 ([\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n168\\t\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0436\u0438\u0442\u044c \u0432 runner, \u0430 \u043a\u043b\u0438\u0435\u043d\u0442 \u2014 \u0431\u044b\u0442\u044c \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f 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([`research/ba-requirements/orchestration/30-decision-framework.md` L193](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)).\\n178\\t  YAML \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c YAML \u0432 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043d\u0435 \u0432\u043e\u0448\u0451\u043b: \u00ab\u043d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c\\n179\\t  \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043b\u043e\u0441\u044c \u043a\u0430\u043a \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\u00bb. \u0414\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u043d\u0430\\n180\\t  \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0432\u0435\u0440\u0435\u043d \u0438 \u0441\u0435\u0439\u0447\u0430\u0441. \u0414\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u044b\u043b\u043a\u0430\\n181\\t  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 \u2014 \u00ab\u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb\\n182\\t  ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)):\\n183\\t  \u043f\u043e\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438, \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u043e\u0431\u0449\u0438\u0439\\n184\\t  \u0436\u0443\u0440\u043d\u0430\u043b ([\u0413-36](#\u0433-36)).\\n185\\t- **\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C RFC GigaCode: \u00ab\u0412\u0432\u0435\u0441\u0442\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u2014\\n186\\t  \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb**\\n187\\t  ([RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375)).\\n188\\t  \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e, \u0430 \u043d\u0435 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e, \u0438 \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 ([\u0413-54](#\u0433-54)).\\n189\\t  \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u0446\u0435\u043b\u0438 \u043f\u043e\u043a\u0430 \u043d\u0435\\n190\\t  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442, \u043d\u043e \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0434\u0435\u0448\u0451\u0432\u044b\u0435 \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 runner, \u0431\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e\\n191\\t  \u0434\u0432\u0438\u0436\u043a\u0430. \u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0430\u043a: \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a\\n192\\t  \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043d\u0443\u0436\u043d\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f,\\n193\\t  \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0436\u0443\u0440\u043d\u0430\u043b, \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0440\u0438\\n194\\t  \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0432 \u0441\u0440\u0435\u0434\u0443 4.\\n195\\t- **\u041f\u043b\u0430\u043d n8n \u043c\u0430\u044f 2026.** \u042d\u0442\u0430\u043f 4 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b RAG \u2014\\n196\\t  \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb \u0441 human gates\\n197\\t  ([`2026-05-26-rag-mapping-roadmap.md` L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283))\\n198\\t  \u2014 \u0438 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u044d\u0442\u0430\u043f\u043e\u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043a \u0443\u0437\u043b\u0430\u043c n8n\\n199\\t  ([`2026-05-26-requirements-lifecycle-uncertainty.md` L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)).\\n200\\t  \u041f\u043e\u0437\u0436\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442, \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n201\\t  \u043d\u0435\u0442 ([\u0413-50](#\u0433-50)). \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0430\u0451\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443.\\n202\\t\\n203\\t### \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n204\\t\\n205\\t\u041e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: \u25cf \u2014 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e, \u25d0 \u2014 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c, \u25cb \u2014 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e.\\n206\\t\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438:\\n207\\t\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n208\\t\u041a2 \u2014 \u043f\u0430\u0443\u0437\u0430 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u0434\u043d\u0438;\\n209\\t\u041a3 \u2014 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435;\\n210\\t\u041a4 \u2014 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u0411\u0410, \u043d\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0430;\\n211\\t\u041a5 \u2014 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430;\\n212\\t\u041a6 \u2014 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0434\u043b\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f;\\n213\\t\u041a7 \u2014 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u043e\u043c \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430\u043c\u0438;\\n214\\t\u041a8 \u2014 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438.\\n215\\t\\n216\\t| \u2116 | \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041a1 | \u041a2 | \u041a3 | \u041a4 | \u041a5 | \u041a6 | \u041a7 | \u041a8 | \u0418\u0442\u043e\u0433 |\\n217\\t|---|---------|----|----|----|----|----|----|----|----|------|\\n218\\t| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n219\\t| \u0412-1 | Runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25cf | \u25cf | \u25cf | \u25cf | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1** |\\n220\\t| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\n221\\t| \u0412-3 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner: FastAPI + \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 + Postgres | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25cf | \u25d0 | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2** |\\n222\\t| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n223\\t| \u0412-5 | Temporal | \u25d0 | \u25cf | \u25cf | \u25cb | \u25cb | \u25cf | \u25d0 | \u25d0 | \u0418\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 |\\n224\\t| \u0412-6 | n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25cb | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e |\\n225\\t| \u0412-7 | n8n \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0412-3 | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n226\\t| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n227\\t| \u0412-9 | Windmill, Kestra \u0438\u043b\u0438 Prefect | \u25d0 | \u25d0 | \u25cf | \u25cb | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 |\\n228\\t| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n229\\t\\n230\\t\u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0446\u0435\u043d\u043e\u043a \u2014 \u0432 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u0445 \u0433\u0440\u0443\u043f\u043f\u044b\\n231\\t[\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430) \u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435\\n232\\t[\u00ab\u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\u00bb](#\u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435-\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b-\u0438-\u0438\u0445-\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f).\\n233\\t\\n234\\t## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n235\\t\\n236\\t\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: `G` \u2014 \u043f\u0430\u043a\u0435\u0442\\n237\\t[`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli),\\n238\\t`MM` \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n239\\t[`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n240\\t`P10`\u2026`P12` \u2014 \u043f\u0440\u043e\u0431\u044b \u0438\u0437\\n241\\t[\u0436\u0443\u0440\u043d\u0430\u043b\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n242\\t\\n243\\t### \u0415. \u0421\u043b\u043e\u0439 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0435\u0451 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n244\\t\\n245\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n246\\t|---|----------|----------------|--------|-------------|--------------|\\n247\\t| \u0413-26 | \u0412 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e, \u043a\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 | `MM` \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u0447\u0442\u0435\u043d\u0438\u0435 `routes/` \u0438 \u0437\u0430\u043f\u0438\u0441\u044c \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49), [L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L154)), \u043d\u043e \u0441\u0440\u0435\u0434\u0438 [\u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L35-L53) \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442; `Actor` \u2014 \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb, \u0430 `System` \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c \u0431\u044b\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 ([`SY-1`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L65)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0440\u043e\u043b\u044c \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u043a\u0430\u043a `Actor`: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u0435\u0439\u0442 \u0438 \u043f\u0438\u0448\u0435\u0442 \u0436\u0443\u0440\u043d\u0430\u043b. \u041a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0435\u0451 \u0432 runner, \u0430 \u043d\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b |\\n248\\t| \u0413-27 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440 | `MM` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u043e\u0434 Mango \u0438 GigaCode ([`00-introduction.md` L69-L70](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md#L69-L70)), \u043d\u043e `EP-R1`\u2026`EP-R9` \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0447\u0435\u0440\u0435\u0437 \u0433\u0440\u0430\u0444, \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b ([L225-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L225-L233)); \u0442\u043e\u043b\u044c\u043a\u043e `EP-R8` \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` \u043a\u0430\u043a \u00ab\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043b\u0438\u0441\u0442\u0430\u00bb \u2014 \u0431\u0435\u0437 \u0447\u0430\u0442\u0430 \u043a\u0430\u043a \u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044f |\\n249\\t| \u0413-28 | \u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0440\u0451\u0431\u0435\u0440 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0430\u043a, \u043a\u0430\u043a \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 YAML | `P11`: \u0432 [`routes/rg-bcreq-v1.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) 17 \u043d\u0435\u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432, runner \u0438\u0445 \u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442; \u0432\u0435\u0442\u0432\u0438 \u0437\u0430\u043d\u043e\u0432\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 ([`run-task.py` L151-L187](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L151-L187)). \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432 Source \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 runner | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0431\u0435\u0437 `eval`; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0447\u0442\u043e \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f |\\n250\\t| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n251\\t| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 | `P10`: \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0451\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0440\u0430\u0432\u043d\u0430 `1.0`. [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L69) \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0448\u0430\u0433\u0438 \u0441\u043e `script_invoked`, \u0430 \u0441\u043a\u0440\u0438\u043f\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 ([\u0413-29](#\u0433-29)). \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 ADR-018 \u00ab\u043c\u0435\u043d\u044c\u0448\u0435 95% \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\u00bb ([L55](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L55)) \u043f\u0440\u0438 \u0442\u0430\u043a\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u0435\u0442\u0440\u0438\u043a\u0443.** \u0421\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0448\u0430\u0433\u0438, \u0433\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430 \u043f\u043e \u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 |\\n252\\t| \u0413-31 | \u041f\u0440\u043e\u0433\u043e\u043d, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c (`EP-R8`) | `halt` \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f ([`run-task.py` L30](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L30)); `advance` \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 \u043d\u0435 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441\u0435 `active` ([L199-L200](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L199-L200)); \u0440\u0435\u0431\u0440\u043e n7 \u2192 halt \u043f\u0440\u0438 `answers.count == 0` ([\u043c\u0430\u0440\u0448\u0440\u0443\u0442 L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `waiting` \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `resume` \u0441 \u043d\u043e\u0432\u044b\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c (\u043e\u0442\u0432\u0435\u0442\u044b \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430); \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043b\u0438\u0441\u0442\u0430 \u043f\u043e `EP-R8` |\\n253\\t| \u0413-32 | \u041e\u0448\u0438\u0431\u043a\u0443 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 runner \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 | `P12`: \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043a \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 \u0443\u0437\u043b\u0443 n9 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443, \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 `task is blocked or finished`. \u041b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0432 `blocked` ([L143-L147](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L143-L147)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0442\u043b\u0438\u0447\u0430\u0442\u044c \u043e\u0448\u0438\u0431\u043a\u0443 \u0432\u0432\u043e\u0434\u0430 (\u043d\u0435\u0442 \u0442\u0430\u043a\u043e\u0433\u043e \u0440\u0435\u0431\u0440\u0430, \u043d\u0435\u0442 \u0444\u0430\u0439\u043b\u0430) \u2014 \u0435\u0451 \u043d\u0435 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u043e\u0442\u043a\u0430\u0437 \u0433\u0435\u0439\u0442\u0430 \u2014 \u043e\u0442 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach. \u0414\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f: **\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435** \u2014 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u043d\u043e\u0432\u043e\u0433\u043e TASK ID |\\n254\\t| \u0413-33 | \u041f\u0430\u043a\u0435\u0442 \u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 (`EP-R7`) | `EP-R7` \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u0443 \u043f\u043e\u043f\u044b\u0442\u043a\u0443 ([L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231)); \u043c\u0430\u0440\u0448\u0440\u0443\u0442 GigaCode \u2014 `corrective_attempts: 0` \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `EP-R7` ([L66-L67](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L66-L67)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430.** \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435: \u043e\u0434\u043d\u0430 \u043f\u043e\u043f\u044b\u0442\u043a\u0430, \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u0430\u044f runner, \u2014 \u043e\u043d\u0430 \u043d\u0435 \u0441\u043a\u0440\u044b\u0442\u0430\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043d\u0435 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0443 ADR-018 |\\n255\\t| \u0413-34 | \u0423\u0437\u0435\u043b n7 \u00ab\u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443\u00bb \u043e\u043f\u0438\u0441\u0430\u043d \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e | \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0443\u0437\u043b\u0430: \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u0435\u0440\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435, \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442\u00bb ([L24](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L24)); \u043f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u0430: \u00ab\u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u2014 \u0440\u0435\u0431\u0440\u043e \u0433\u0440\u0430\u0444\u0430, \u0430 \u043d\u0435 \u043f\u0430\u0443\u0437\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c Source.** \u041e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u043e\u043c \u0433\u0440\u0430\u0444\u0430 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0435\u0433\u043e \u0447\u0435\u0440\u0435\u0437 `waiting` ([\u0413-31](#\u0433-31)) |\\n256\\t| \u0413-35 | \u0416\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 append-only \u0438 \u0437\u0430\u0449\u0438\u0449\u0451\u043d \u043e\u0442 \u043f\u043e\u0434\u043c\u0435\u043d\u044b (`EP-R9`) | Runner \u0434\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 \u0438 `recorded_by: runner` ([L132-L139](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L132-L139)) \u0438 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 ([L94-L122](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L94-L122)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c.** \u042d\u0442\u043e \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044f\u0434\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u043e\u0438\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043b\u044e\u0431\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0435\u0440\u0432\u0435\u0440 |\\n257\\t| \u0413-36 | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u00ab\u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | [\u0412\u0435\u0440\u0434\u0438\u043a\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193) \u0440\u0435\u0448\u0430\u0435\u0442 build \u043f\u0440\u043e\u0442\u0438\u0432 buy \u0434\u043b\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043d\u043e \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u043f\u043e\u0441\u044b\u043b\u043a\u0430 \u2014 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)) \u2014 \u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 1 \u0438 \u043d\u0435\u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u00ab\u041d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043d\u0435 \u0437\u043d\u0430\u0447\u0438\u0442 \u00ab\u043d\u0435 \u0438\u043c\u0435\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u00bb. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u2014 \u0441\u0432\u043e\u0439 runner |\\n258\\t\\n259\\t### \u0416. \u0421\u043b\u043e\u0439 2: \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442, \u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a)\\n260\\t\\n261\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n262\\t|---|----------|----------------|--------|-------------|--------------|\\n263\\t| \u0413-37 | \u041a\u043b\u0438\u0435\u043d\u0442 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 (Cline, GigaCode CLI, \u0430\u043d\u0430\u043b\u043e\u0433\u0438) \u043c\u043e\u0436\u0435\u0442 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | Workflow Cline \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432 \u0442\u0435\u043a\u0441\u0442 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u043b\u044f \u043c\u043e\u0434\u0435\u043b\u0438 ([\u0442\u0435\u0441\u0442 `slash-command-expansion`](https://github.com/cline/cline/blob/main/apps/vscode/src/sdk/slash-command-expansion.test.ts)); \u043a\u043e\u043c\u0430\u043d\u0434\u044b Kilo Code, Gemini CLI \u0438 Qwen Code \u2014 \u0442\u043e\u0436\u0435 \u0442\u0435\u043a\u0441\u0442 ([Kilo](https://kilo.ai/docs/customize/workflows), [Gemini](https://geminicli.com/docs/cli/custom-commands/), [Qwen](https://qwenlm.github.io/qwen-code-docs/en/users/features/commands/)). Skills GigaCode \u00ab\u043d\u0435 \u0434\u0430\u044e\u0442\u00bb \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0439 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 ([ADR-018 L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u041a\u043b\u0438\u0435\u043d\u0442 \u2014 \u043c\u0435\u0441\u0442\u043e, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0436\u0438\u0432\u0451\u0442 \u0432 runner |\\n264\\t| \u0413-38 | MCP-\u0441\u0435\u0440\u0432\u0435\u0440 runner \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c | \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f MCP: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u00abmodel-controlled\u00bb ([MCP 2025-11-25, tools](https://modelcontextprotocol.io/specification/2025-11-25/server/tools)); \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. ADR-018 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443 \u0436\u0435 ([L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)), ADR-019 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 MCP \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a ([L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043a\u0430\u043a \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0445\u043e\u0434, \u043d\u043e runner \u0432\u0441\u0451 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043d\u0435\u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 |\\n265\\t| \u0413-39 | Hooks \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u043c\u043e\u0433\u0443\u0442 \u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 | Hook \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432: Cline \u2014 `cancel: true` ([\u043f\u0440\u0438\u043c\u0435\u0440 SDK](https://github.com/cline/cline/blob/main/sdk/examples/hooks/PreToolUse_BlockDestructive.sh)), Gemini CLI \u2014 \u043a\u043e\u0434 \u0432\u044b\u0445\u043e\u0434\u0430 2 ([hooks](https://geminicli.com/docs/hooks/)), Qwen Code \u2014 `permissionDecision: deny` ([hooks](https://qwenlm.github.io/qwen-code-docs/en/users/features/hooks/)). \u0417\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433 hook \u043d\u0435 \u043c\u043e\u0436\u0435\u0442. \u0423 GigaCode CLI hooks \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b ([\u0413-42](#\u0433-42)); hooks \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043d\u0430 Windows \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f ([\u0413-10 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-10)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** Hook \u2014 \u0441\u0442\u0440\u0430\u0436, \u0430 \u043d\u0435 \u0432\u0435\u0434\u0443\u0449\u0438\u0439. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u043f\u0440\u0435\u0442\u0430 \u0437\u0430\u043f\u0438\u0441\u0438 \u0432 `runs/` \u043c\u0438\u043c\u043e runner |\\n266\\t| \u0413-40 | \u0421\u0440\u0435\u0434\u0430\u043c 1 \u0438 2 \u043d\u0443\u0436\u043d\u044b \u0440\u0430\u0437\u043d\u044b\u0435 runner'\u044b | \u0421\u0435\u0439\u0447\u0430\u0441 \u0438\u0445 \u0434\u0432\u0430: [`run-task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py) \u0441 \u0433\u0440\u0430\u0444\u043e\u043c RG-BCREQ-v1 \u0438 [`run_task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/run_task.py) \u0441 \u043e\u0434\u043d\u0438\u043c \u043e\u0442\u0440\u0435\u0437\u043a\u043e\u043c Working \u2192 Release. \u041b\u043e\u0433\u0438\u043a\u0430 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a; \u0441\u0440\u0435\u0434\u0430 4 \u0437\u0430\u0434\u0443\u043c\u0430\u043d\u0430 \u00ab\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0439 \u0441 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u043c\u0438\u00bb ([ADR-019 L94](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L94)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u043c\u043e\u0435 \u0432 \u043e\u0431\u0430 \u043f\u0430\u043a\u0435\u0442\u0430; \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u0434\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n267\\t| \u0413-41 | \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b, \u0432 \u043d\u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043b\u043e\u0433\u0438\u043a\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 | Roo Code \u0432 \u0430\u0440\u0445\u0438\u0432\u0435, \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0432\u044b\u043f\u0443\u0441\u043a v3.54.0 \u043e\u0442 2026-05-15 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/RooCodeInc/Roo-Code)); \u0440\u0435\u0436\u0438\u043c Orchestrator \u0432 Kilo Code \u0443\u0441\u0442\u0430\u0440\u0435\u043b ([docs](https://kilo.ai/docs/code-with-ai/agents/orchestrator-mode)); Gemini CLI \u0441 2026-06-18 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0442\u043d\u044b\u0435 \u0438 Enterprise-\u0430\u043a\u043a\u0430\u0443\u043d\u0442\u044b ([Google](https://developers.googleblog.com/an-important-update-transitioning-gemini-cli-to-antigravity-cli/)); Cline v4 \u0441\u043c\u0435\u043d\u0438\u043b \u0438\u043c\u0435\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0438 hook \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b \u0438\u0445 \u0443\u0437\u043d\u0430\u0432\u0430\u0442\u044c ([\u0413-11 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-11)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0412\u0441\u0451, \u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0436\u0438\u0442\u044c \u0441\u043c\u0435\u043d\u0443 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, \u0436\u0438\u0432\u0451\u0442 \u0432 Source \u0438 runner |\\n268\\t| \u0413-42 | \u041f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 GigaCode CLI \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b | \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 GigaCode \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0433\u0438\u043d\u044b IDE ([gitverse](https://gitverse.ru/features/gigacode/install/)); CLI \u0438\u0437\u0432\u0435\u0441\u0442\u0435\u043d \u043f\u043e \u0430\u043d\u043e\u043d\u0441\u0443 \u0432\u043e \u0432\u0442\u043e\u0440\u0438\u0447\u043d\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435 ([seonews](https://m.seonews.ru/events/sber-predstavil-gigacode-cli-ii-razrabotchik-teper-rabotaet-iz-komandnoy-stroki/)); \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 hooks \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e | \u041d\u0438\u0437\u043a\u0430\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u043d\u0430 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 \u0431\u0435\u0437 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f |\\n269\\t| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI \u0434\u043b\u044f Python \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 `base_url` ([openai-python](https://github.com/openai/openai-python)). \u0412 \u0441\u0440\u0435\u0434\u0435 1 API Mango AI \u043d\u0435\u0442 ([issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)). \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0441\u044f | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u0434\u043e\u0441\u0442\u0443\u043f \u043a endpoint Mango AI \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0434\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b 4 |\\n270\\t\\n271\\t### \u0417. \u0421\u043b\u043e\u0439 3: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n272\\t\\n273\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n274\\t|---|----------|----------------|--------|-------------|--------------|\\n275\\t| \u0413-44 | n8n \u2014 \u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 | \u0417\u0430: \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438 ([\u0413-46](#\u0433-46)), OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 ([\u0413-45](#\u0433-45)), \u0444\u043e\u0440\u043c\u044b, \u0447\u0430\u0442, Jira, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Server ([Jira](https://docs.n8n.io/integrations/builtin/credentials/jira.md)), Git ([docs](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.git.md)). \u041f\u0440\u043e\u0442\u0438\u0432: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 n8n ([\u0413-47](#\u0433-47)); Python \u0432 \u0443\u0437\u043b\u0435 Code \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 ([Code](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.code.md)); \u043f\u0430\u0440\u0441\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0432\u044b\u0432\u043e\u0434\u0430 \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 `$ref` ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.outputparserstructured.md)), \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430 \u043d\u0451\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u044b; \u0443\u0437\u0435\u043b Confluence \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f Cloud ([docs](https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.confluence.md)); \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 ([\u0413-48](#\u0433-48)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** n8n \u2014 \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u0438 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u043f\u043e\u0432\u0435\u0440\u0445 API runner (\u0412-7), \u043d\u0435 \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 |\\n276\\t| \u0413-45 | n8n \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 | \u0423\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 OpenAI \u0432 n8n \u0438\u043c\u0435\u044e\u0442 \u043f\u043e\u043b\u0435 `Base URL` ([\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434](https://github.com/n8n-io/n8n/blob/master/packages/nodes-base/credentials/OpenAiApi.credentials.ts)); \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044f \u043d\u0435\u0442. \u0420\u0430\u0431\u043e\u0442\u0430 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u0435\u043b\u044f \u00abUse Responses API\u00bb \u0441 `/chat/completions` \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u0414\u0435\u0440\u0436\u0430\u0442\u044c Responses API \u0432\u044b\u043a\u043b\u044e\u0447\u0435\u043d\u043d\u044b\u043c; \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043d\u0430 \u0441\u0442\u0435\u043d\u0434\u0435 |\\n277\\t| \u0413-46 | n8n \u0443\u043c\u0435\u0435\u0442 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u0430\u0443\u0437\u0443 \u0434\u043d\u044f\u043c\u0438 | \u0423\u0437\u0435\u043b Wait \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043f\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438, webhook \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0435; \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0434\u043e\u043b\u044c\u0448\u0435 65 \u0441 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0431\u0430\u0437\u0435 ([Wait](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.wait.md)); \u0447\u0430\u0442 \u0443\u043c\u0435\u0435\u0442 \u00abSend and Wait for Response\u00bb \u0441 \u043a\u043d\u043e\u043f\u043a\u0430\u043c\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f ([Chat](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-langchain.chat.md)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c** \u043a\u0430\u043a \u043a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u0412-7 |\\n278\\t| \u0413-47 | \u0412 n8n \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0418\u0418-\u0443\u0437\u043b\u043e\u0432 | \u0423\u0437\u0435\u043b AI Agent: \u00abthe agent decides which tools to call\u00bb ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.agent.md)). \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u2014 Basic LLM Chain \u0441\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u0432\u044b\u0432\u043e\u0434\u043e\u043c \u043f\u043b\u044e\u0441 \u0443\u0437\u043b\u044b \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.chainllm.md)), \u043d\u043e \u0442\u043e\u0433\u0434\u0430 \u0433\u0440\u0430\u0444 Source \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0432\u0442\u043e\u0440\u043e\u0439 \u0440\u0430\u0437 \u0432 JSON n8n ([\u044d\u043a\u0441\u043f\u043e\u0440\u0442](https://docs.n8n.io/build/manage-workflows/export-and-import.md)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u041d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c AI Agent \u0434\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430; \u0433\u0440\u0430\u0444 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 Source |\\n279\\t| \u0413-48 | n8n \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0440\u044f\u0434\u043e\u043c \u0441 Jira \u0438 Confluence \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0435\u0440 \u0437\u0430\u0449\u0438\u0442\u044b | CVE-2026-21858, CVSS 10.0, \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 ([Rapid7](https://www.rapid7.com/blog/post/etr-ni8mare-n8scape-flaws-multiple-critical-vulnerabilities-affecting-n8n/)); \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u041a\u0430\u043d\u0430\u0434\u044b ([AL26-001](https://www.cyber.gc.ca/en/alerts-advisories/al26-001-vulnerabilities-affecting-n8n-cve-2026-21858-cve-2026-21877-cve-2025-68613)); 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\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441 Git, SSO \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 Community \u043d\u0435\u0442 ([\u0444\u0443\u043d\u043a\u0446\u0438\u0438 Community](https://docs.n8n.io/deploy/host-n8n/community-edition-features.md)), \u0442\u0430\u0440\u0438\u0444 Business \u2014 667 \u20ac \u0432 \u043c\u0435\u0441\u044f\u0446 ([\u0446\u0435\u043d\u044b](https://n8n.io/pricing/)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0411\u0435\u0437 Git-\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0436\u0438\u0432\u0443\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 Source \u2014 \u044d\u0442\u043e \u0434\u043e\u0432\u043e\u0434 \u0437\u0430 \u0412-7, \u0430 \u043d\u0435 \u0412-6 |\\n281\\t| \u0413-50 | \u041f\u043b\u0430\u043d n8n \u0438\u0437 \u043c\u0430\u044f 2026 \u0431\u044b\u043b \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043f\u043e \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u043c | \u042d\u0442\u0430\u043f 4 \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb ([L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283)) \u0438 \u0443\u0437\u043b\u044b n8n \u043f\u043e \u044d\u0442\u0430\u043f\u0430\u043c ([L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)); \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 ([L191](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)); \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0418\u0434\u0435\u044f, \u0441\u043d\u044f\u0442\u0430\u044f \u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u2014 \u043a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441. \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c \u043d\u0443\u0436\u0435\u043d \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 |\\n282\\t| \u0413-51 | LangGraph \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0432 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e | \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u2014 MIT ([LICENSE](https://github.com/langchain-ai/langgraph/blob/main/LICENSE)), \u043f\u0430\u0443\u0437\u0430 `interrupt()` \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 `Command(resume=\u2026)` ([docs](https://docs.langchain.com/oss/python/langgraph/interrupts)), \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 Postgres ([persistence](https://docs.langchain.com/oss/python/langgraph/persistence)). LangGraph Server \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043d\u0430 `beacon.langchain.com` ([docs](https://docs.langchain.com/langsmith/deploy-standalone-server)). \u041f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0443\u0437\u0435\u043b \u0441 `interrupt()` \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e, \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0422\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0432\u043e\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430 (\u0412-4), \u043d\u0435 LangGraph Server |\\n283\\t| \u0413-52 | Low-code \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u0418\u0418 (Dify, Flowise) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e | Dify \u2014 \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u0430\u044f Apache \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 ([LICENSE](https://github.com/langgenius/dify/blob/main/LICENSE)), \u043a\u043e\u0434 \u0432 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0435 \u0431\u0435\u0437 \u0441\u0435\u0442\u0438 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 ([docs](https://docs.dify.ai/en/use-dify/nodes/code)) \u2014 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c; Flowise \u2014 Node.js ([LICENSE](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md)); \u0432 \u043e\u0431\u043e\u0438\u0445 \u0433\u0440\u0430\u0444 \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c \u043a\u0430\u043a \u044f\u0434\u0440\u043e; \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 |\\n284\\t| \u0413-53 | BPMN-\u0434\u0432\u0438\u0436\u043e\u043a \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0411\u0410 | Camunda 8 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044e \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 8.6 ([Camunda](https://camunda.com/blog/2024/04/licensing-update-camunda-8-self-managed/)); Operaton \u2014 Apache-2.0 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/operaton/operaton)), \u043d\u043e \u044d\u0442\u043e Java \u0438 BPMN: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 BPMN, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u043d\u0438\u043a\u0438 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c; \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c BPMN-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 |\\n285\\t| \u0413-54 | \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u00ab\u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u0438\u043c\u0435\u0435\u0442 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 | [RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375): \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb, \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u2014 \u0446\u0435\u043d\u0430; \u0443\u0441\u043b\u043e\u0432\u0438\u044f, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u043d\u0435\u0442 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442.** \u0417\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0440\u0438\u0433\u0433\u0435\u0440: \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0441\u0435\u0441\u0441\u0438\u0438, \u043e\u0431\u0449\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u0440\u0435\u0434\u0430 4 |\\n286\\t\\n287\\t## \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0445\u0435\u043c\u0430\\n288\\t\\n289\\t```mermaid\\n290\\tflowchart LR\\n291\\t  S[\\\"Source: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b\\\"] -->|\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f| PK[\\\"\u041f\u0430\u043a\u0435\u0442: \u0433\u0440\u0430\u0444 YAML, \u0441\u0445\u0435\u043c\u044b, \u0442\u0435\u043a\u0441\u0442\u044b\\\"]\\n292\\t  PK --> R[\\\"\u042f\u0434\u0440\u043e runner: \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0443\u0437\u043b\u043e\u0432, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435, \u0436\u0443\u0440\u043d\u0430\u043b\\\"]\\n293\\t  subgraph WS[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e\\\"]\\n294\\t    CLI[\\\"tools/run-task next\\\"]\\n295\\t    AG[\\\"GigaCode CLI \u0438\u043b\u0438 Cline: \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\\\"]\\n296\\t  end\\n297\\t  subgraph SRV[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0440\u0435\u0434\u0430 4\\\"]\\n298\\t    API[\\\"\u0421\u043b\u0443\u0436\u0431\u0430 runner + Postgres\\\"]\\n299\\t    UI[\\\"\u0427\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430; n8n \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e\\\"]\\n300\\t  end\\n301\\t  R --> CLI\\n302\\t  R --> API\\n303\\t  AG -->|\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a| CLI\\n304\\t  UI --> API\\n305\\t  API -->|\u0448\u0430\u0433| LLM[\\\"Mango AI: OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API\\\"]\\n306\\t  R --> V[\\\"\u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source\\\"]\\n307\\t  API --> CI[\\\"CI gate \u0434\u043b\u044f Release\\\"]\\n308\\t```\\n309\\t\\n310\\t## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410\\n311\\t\\n312\\t**\u0421\u0443\u0442\u044c.** Runner \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0432\u0435\u0434\u0443\u0449\u0438\u043c: \u043e\u043d \u0437\u043d\u0430\u0435\u0442, \u0433\u0434\u0435 \u0437\u0430\u0434\u0430\u0447\u0430, \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e\\n313\\t\u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u0435\u0439\u0447\u0430\u0441 \u0438 \u0447\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c. \u041c\u043e\u0434\u0435\u043b\u044c \u0432 GigaCode CLI \u0438\u043b\u0438 Cline \u043f\u0438\u0448\u0435\u0442\\n314\\t\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a, \u0411\u0410 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438 \u043e\u0442\u0434\u0430\u0451\u0442 \u0435\u0433\u043e runner \u043e\u0434\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439.\\n315\\t\\n316\\t| \u2116 | \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 | \u0427\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 |\\n317\\t|---|-----------|---------------|\\n318\\t| 1.1 | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0432 Python \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0430\u0437\u0431\u043e\u0440 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430 | [\u0413-28](#\u0433-28), `EP-R5` |\\n319\\t| 1.2 | \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430; \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0430\u043a\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 | [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30) |\\n320\\t| 1.3 | \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `waiting` \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `resume` \u0434\u043b\u044f \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | [\u0413-31](#\u0433-31), [\u0413-32](#\u0433-32), [\u0413-34](#\u0433-34), `EP-R8` |\\n321\\t| 1.4 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u043e `EP-R7`: \u043e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430, \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u0430\u044f runner, \u0438\u043b\u0438 \u043d\u043e\u043b\u044c \u0441 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | [\u0413-33](#\u0433-33) |\\n322\\t| 1.5 | \u041a\u043e\u043c\u0430\u043d\u0434\u0430 `next`: runner \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u043f\u043e-\u0440\u0443\u0441\u0441\u043a\u0438 \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u0443\u0437\u0435\u043b, \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430, \u0433\u0434\u0435 \u0448\u0430\u0431\u043b\u043e\u043d \u0438 \u043a\u0430\u043a\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0441\u0434\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 | [\u041e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 3 \u0438 4 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u043a\u0430\u0440\u0442\u0430-\u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439) |\\n323\\t| 1.6 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source \u0434\u043b\u044f \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432; \u0432 Cline \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u0438 hook, \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u043f\u0438\u0441\u044c \u0432 `runs/` \u043c\u0438\u043c\u043e runner | [\u0413-38](#\u0433-38)\u2026[\u0413-40](#\u0433-40) |\\n324\\t\\n325\\t**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.**\\n326\\t\u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u0441\u0451, \u0447\u0442\u043e \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442: \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b,\\n327\\t\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n328\\t\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434 1 \u0438 2\\n329\\t\u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u044b: \u0432 \u0441\u0440\u0435\u0434\u0435 1 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043a\u043e\u0434\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e API \u043d\u0435\u0442, \u0438\\n330\\trunner \u0432\u0435\u0434\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u043f\u0438\u0448\u0435\u0442 \u0430\u0433\u0435\u043d\u0442.\\n331\\t\\n332\\t**\u0427\u0435\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435 \u0434\u0430\u0451\u0442.** \u0411\u0410 \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u0441\u0430\u043c\\n333\\t\u043f\u0435\u0440\u0435\u0434\u0430\u0451\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0444\u0430\u0439\u043b\u0435 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435,\\n334\\t\u0431\u0435\u0437 \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439. \u042d\u0442\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u043c\u0435\u0441\u0442\u0430, \u0430 \u043d\u0435 \u0434\u0435\u0444\u0435\u043a\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n335\\t\\n336\\t**\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.** \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\\n337\\t\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n338\\t\u043f\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0443 runner \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n339\\t\\n340\\t## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4\\n341\\t\\n342\\t**\u0421\u0443\u0442\u044c.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430. \u041e\u043d\u0430 \u0441\u0430\u043c\u0430 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n343\\t\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435, \u0436\u0434\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043d\u0443\u0436\u043d\u043e \u0438 \u0445\u0440\u0430\u043d\u0438\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\\n344\\t\u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e. \u042d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435\\n345\\t[ADR-019, \u0441\u0440\u0435\u0434\u0430 4](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96):\\n346\\t\u00ab\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 runner \u0441 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u043e\u043c BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u043c\u044b\u0439 \u0432\u043d\u0435\\n347\\t\u043c\u043e\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e tool loop\u00bb.\\n348\\t\\n349\\t| \u0421\u043b\u043e\u0439 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 | \u041f\u043e\u0447\u0435\u043c\u0443 |\\n350\\t|------|---------|--------|\\n351\\t| \u042f\u0434\u0440\u043e | \u042f\u0434\u0440\u043e runner \u0438\u0437 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0435\u0440\u0432\u0438\u0441\u0430 \u043d\u0430 FastAPI | \u041e\u0434\u0438\u043d \u043a\u043e\u0434 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435; \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u2014 \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n352\\t| \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | Postgres: \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 append-only \u0436\u0443\u0440\u043d\u0430\u043b | `EP-R8`, `EP-R9`; \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 |\\n353\\t| \u041c\u043e\u0434\u0435\u043b\u044c | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 | \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0443\u0437\u043b\u0430, \u043d\u043e \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e |\\n354\\t| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 | \u041a\u043e\u043d\u0435\u0447\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 approval \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u043a\u0430\u043a \u0444\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441\u0435\u0439\u0447\u0430\u0441 | G-human \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 runner, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c |\\n355\\t| \u0414\u0432\u0438\u0436\u043e\u043a | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442: \u0432 \u0433\u0440\u0430\u0444\u0435 15 \u0443\u0437\u043b\u043e\u0432. \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0438\u043b\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u044b. Temporal \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u0431\u043e\u043b\u044c\u0448\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0430\u0443\u0434\u0438\u0442\u0430 | [\u0413-51](#\u0433-51); \u0446\u0435\u043d\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 |\\n356\\t| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410 | \u0422\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API runner: \u0432\u0435\u0431-\u0447\u0430\u0442 (Open WebUI \u0441 Pipe \u2014 \u0434\u043e 50 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0431\u0435\u0437 \u0441\u043c\u0435\u043d\u044b \u0431\u0440\u0435\u043d\u0434\u0438\u043d\u0433\u0430, [\u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f](https://docs.openwebui.com/license)), \u0431\u043e\u0442 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440\u0430 ([Mattermost](https://docs.mattermost.com/developers/integrate/webhooks/outgoing)) \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 \u0438 \u0447\u0430\u0442 n8n | \u0412\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 \u043a\u0430\u043d\u0430\u043b\u0443; \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0442 \u0432\u044b\u0431\u043e\u0440\u0430 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 |\\n357\\t| \u0418\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 | \u041f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e n8n (\u0412-7): \u0437\u0430\u0434\u0430\u0447\u0430 \u0432 Jira, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, \u0444\u043e\u0440\u043c\u044b, \u0432\u044b\u0437\u043e\u0432 API runner | [\u0413-44](#\u0433-44)\u2026[\u0413-49](#\u0433-49); \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440 |\\n358\\t| Release | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 CI gate runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f | ADR-019 |\\n359\\t\\n360\\t**\u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430.** \u0421\u0435\u0440\u0432\u0435\u0440 \u043e\u043f\u0440\u0430\u0432\u0434\u0430\u043d, \u043a\u043e\u0433\u0434\u0430 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430,\\n361\\t\u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0441\u0442\u043e\u044f\u0442 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0437\u0430\u0442\u0440\u0430\u0442\\n362\\t([ADR-019 L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)).\\n363\\t\u0414\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043d\u0443\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0442\u0440\u0438 \u0432\u0435\u0449\u0438: \u0434\u043e\u0441\u0442\u0443\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043a Mango AI\\n364\\t([\u0413-43](#\u0433-43)), \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0418\u0411 \u0438 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435 \u0437\u0435\u0440\u043a\u0430\u043b\u043e \u043e\u0431\u0440\u0430\u0437\u043e\u0432 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u043e\u0432:\\n365\\tDocker Hub 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\u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u043b\u0438 \u0418\u0411 \u043d\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u0443\u0435\u0442 \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u0435. \u0422\u043e\u0433\u0434\u0430\\n371\\t\u0441\u0440\u0435\u0434\u0430 4 \u0441\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043a CI gate \u043f\u043e\u0432\u0435\u0440\u0445 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1 \u2014 \u044d\u0442\u043e\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 ADR-019\\n372\\t\u0443\u0436\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442.\\n373\\t\\n374\\t## \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 \u0438\u0445 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\\n375\\t\\n376\\t| \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b |\\n377\\t|---------|-----------|----------|\\n378\\t| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP, skill \u0438\u043b\u0438 workflow \u043a\u043b\u0438\u0435\u043d\u0442\u0430 (\u0412-2) | \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; hooks \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0442 | [\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39) |\\n379\\t| n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e (\u0412-6) | \u0412\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430; AI Agent \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; \u043d\u0435\u0442 `$ref` \u0432 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u043c \u0432\u044b\u0432\u043e\u0434\u0435; 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\u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375), [Temporal](https://docs.temporal.io/develop/python/message-passing) |\\n382\\t| Dify, Flowise (\u0412-8) | \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Dify, \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0430 \u0431\u0435\u0437 \u0444\u0430\u0439\u043b\u043e\u0432, Node.js \u0443 Flowise, \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 | [\u0413-52](#\u0433-52) |\\n383\\t| Windmill, Kestra, Prefect (\u0412-9) | \u041e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445; \u0444\u043e\u0440\u043c\u044b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f Windmill \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 Enterprise ([docs](https://www.windmill.dev/docs/flows/flow_approval)); \u0443 Activepieces \u043f\u0430\u0443\u0437\u0430 \u043d\u0435 \u0431\u043e\u043b\u044c\u0448\u0435 30 \u0434\u043d\u0435\u0439 ([limits](https://www.activepieces.com/docs/flows/known-limits)) | \u2014 |\\n384\\t| Camunda 8, Operaton (\u0412-10) | \u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Camunda; Java \u0438 BPMN \u0443 Operaton | [\u0413-53](#\u0433-53) |\\n385\\t\\n386\\t## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n387\\t\\n388\\t- **\u0417\u0430 \u00ab\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u043a\u043e\u0434\u0435, \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435\u00bb.** Anthropic: workflow \u0434\u0430\u044e\u0442\\n389\\t  \u00abpredictability and consistency for well-defined tasks\u00bb\\n390\\t  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n391\\t  HumanLayer, \u0444\u0430\u043a\u0442\u043e\u0440 8 \u2014 \u00abOwn your control flow\u00bb\\n392\\t  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\\n393\\t  LangChain: \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u2014 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 workflow \u0438\\n394\\t  \u0430\u0433\u0435\u043d\u0442\u043e\u0432 ([How to think about agent frameworks](https://www.langchain.com/blog/how-to-think-about-agent-frameworks)).\\n395\\t  BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0441 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\u043a\u043b\u0438\u0435\u043d\u0442\u0430.\\n402\\t  \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 n8n ([\u0413-48](#\u0433-48)) \u2014 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439\\n403\\t  \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438. \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0443\u0437\u043b\u0430 \u043f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0432\\n404\\t  LangGraph ([\u0413-51](#\u0433-51)) \u2014 \u0434\u0432\u0438\u0436\u043e\u043a \u043d\u0435 \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\\n405\\t  \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0438. \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u2014 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 runner \u0442\u043e\u0436\u0435 \u043c\u043e\u0436\u0435\u0442\\n406\\t  \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u0436\u043d\u043e\u0435 \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438, \u0435\u0441\u043b\u0438 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n407\\t\\n408\\t## \u041a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b: \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\\n409\\t\\n410\\t\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u043f\u0440\u0438\u0447\u0438\u043d. \u0421\u043b\u043e\u0438 1\u20133 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 \u0442\u0440\u0438.\\n411\\t\\n412\\t7. **\u0423 \u0440\u043e\u043b\u0438 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043b\u0430 \u0440\u043e\u043b\u044c, \u043d\u043e\\n413\\t   \u043d\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0438 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u0440\u0435\u0448\u0438\u043b \u0432\u043e\u043f\u0440\u043e\u0441 \u043f\u043e\u043a\u0443\u043f\u043a\u0438\"\n[2026-09-29T07:44:39.536Z] [INFO]       }\n[2026-09-29T07:44:39.536Z] [INFO]     ]\n[2026-09-29T07:44:39.536Z] [INFO]   },\n[2026-09-29T07:44:39.536Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:39.536Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:39.536Z] [INFO]   \"uuid\": \"094b1a68-2ad2-40c9-afdb-7c53da4894e1\",\n[2026-09-29T07:44:39.536Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:38.547Z\",\n[2026-09-29T07:44:39.536Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:39.536Z] [INFO]     \"type\": \"text\",\n[2026-09-29T07:44:39.536Z] [INFO]     \"file\": {\n[2026-09-29T07:44:39.536Z] [INFO]       \"filePath\": \"/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/b7ejdco20.txt\",\n[2026-09-29T07:44:39.536Z] [INFO]       \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\u0417\u0434\u0435\u0441\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0441 \u0413-26.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043b\u0435\u0436\u0438\u0442 \u043d\u0435 \u0432 Cline \u0438 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0443 \u0440\u043e\u043b\u0438\\n\u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443 \u0447\u0438\u0442\u0430\u0442\u044c\\n\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u043e \u0441\u0440\u0435\u0434\u0438 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n\u0435\u0433\u043e \u043d\u0435\u0442, \u0430 `Actor` \u2014 \u044d\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a ([\u0413-26](#\u0433-26)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\\n\u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043c\u043e\u043b\u0447\u0430 \u0432\u0437\u044f\u043b \u043d\u0430 \u0441\u0435\u0431\u044f \u043a\u0442\u043e-\u0442\u043e \u0434\u0440\u0443\u0433\u043e\u0439: \u0432 GigaCode CLI \u2014\\n\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b. \u041e\u0442\u0441\u044e\u0434\u0430 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b: \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437 YAML\\n\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f ([\u0413-28](#\u0433-28)), \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0433\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 ([\u0413-29](#\u0433-29)), \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\\n\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 ([\u0413-31](#\u0433-31)), \u0430 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u043d\u0430\u0432\u0441\u0435\u0433\u0434\u0430 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442\\n\u0437\u0430\u0434\u0430\u0447\u0443 ([\u0413-32](#\u0433-32)).\\n\\n**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0434\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u044f\u0434\u0440\u0435.**\\n\\n1. **\u0420\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410 (\u0441\u0440\u0435\u0434\u044b 1 \u0438 2).** \u041f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u0442\u044c `tools/run-task` \u0438\u0437\\n   \u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a\u0430 \u0432 \u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e: runner \u0441\u0430\u043c \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444 \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0438\u0437 Source,\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0442\u044c, \u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\\n   \u00ab\u0447\u0442\u043e \u0434\u0430\u043b\u044c\u0448\u0435\u00bb \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u044f\u0437\u044b\u043a\u043e\u043c. GigaCode CLI \u0438 Cline \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n   \u0442\u0435\u043c, \u0447\u0435\u043c \u043e\u043d\u0438 \u0441\u0438\u043b\u044c\u043d\u044b, \u2014 \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435\\n   \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440,\\n   \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0438 \u0442\u0435\u0441\u0442\u044b ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-1-\u0440\u0430\u0431\u043e\u0447\u0435\u0435-\u043c\u0435\u0441\u0442\u043e-\u0431\u0430)).\\n2. **\u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430: \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\\n   \u0432 Postgres, \u0432\u044b\u0437\u043e\u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435\\n   \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 \u0447\u0430\u0442 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0443, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438. \u0414\u0432\u0438\u0436\u043e\u043a \u2014\\n   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n   \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438. \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0434\u043b\u044f \u0411\u0410 \u2014 \u0442\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API\\n   runner ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-2-\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f-\u0441\u0440\u0435\u0434\u0430-4)).\\n\\n**\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u0440\u043e n8n \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e** ([\u0413-44](#\u0433-44)). n8n \u0445\u043e\u0440\u043e\u0448 \u043a\u0430\u043a\\n\u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0444\u043e\u0440\u043c\u044b, \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira, \u0432\u044b\u0437\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u0447\u0435\u0440\u0435\u0437\\nOpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d \u0445\u0443\u0436\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e runner:\\n\u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432 n8n \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b\\n\u0440\u044f\u0434\u043e\u043c \u0441 Source; \u0443\u0437\u0435\u043b AI Agent \u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442, \u043a\u0430\u043a\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c, \u2014 \u0442\u0430\\n\u0436\u0435 \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c, \u0447\u0442\u043e \u0432 Cline; \u0430 \u043f\u043e\u0442\u043e\u043a \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n2026 \u0433\u043e\u0434\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u0438 \u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u044b \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439. \u0412\\n\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u043a\u0430\u043a \u0441\u043b\u043e\u0439 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u043f\u043e\u0432\u0435\u0440\u0445 API runner, \u043d\u043e \u043d\u0435\\n\u0432\u043c\u0435\u0441\u0442\u043e \u043d\u0435\u0433\u043e.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n- **\u0427\u0442\u043e \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n  [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n  \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n  [GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n  \u0438\\n  [Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-cline-vscode);\\n  \u0441\u0440\u0435\u0434\u044b 1\u20134 \u0438\u0437\\n  [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)\\n  \u0438 [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96);\\n  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n  \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.\\n- **\u0427\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439,\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u044b\u0434\u0430\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Mango: \u0441\u0435\u0442\u044c,\\n  \u043f\u0440\u0430\u0432\u0430, \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence. \u0416\u0438\u0432\u043e\u0439 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f \u043d\u0430 n8n \u0438\u043b\u0438 LangGraph\\n  \u043d\u0435 \u0441\u043e\u0431\u0438\u0440\u0430\u043b\u0441\u044f; \u0432\u044b\u0432\u043e\u0434\u044b \u043e \u043d\u0438\u0445 \u043e\u043f\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434.\\n- **\u0414\u043b\u044f \u043a\u043e\u0433\u043e.** \u0414\u043b\u044f \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0441\u0442\u0430\u0432\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0438 \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u0435\\n  \u043d\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u043c \u0443\u0440\u043e\u0432\u043d\u0435. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u043a\u043e\u043d\u0446\u0435 \u0435\u0441\u0442\u044c \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u0440\u0430\u0437\u0434\u0435\u043b: \u043a\u0430\u043a\\n  \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u043f\u0440\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0433\u0435\u0439\u0442 \u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c\\n  \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.\\n\\n## \u041c\u0435\u0442\u043e\u0434\\n\\n1. **\u0422\u0440\u0438 \u0441\u043b\u043e\u044f.** \u041a\u0430\u0436\u0434\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043e\u0434\u043d\u043e\u043c\u0443 \u0441\u043b\u043e\u044e: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n   (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0415](#\u0435-\u0441\u043b\u043e\u0439-1-\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c-\u0438-\u0435\u0451-\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f)),\\n   \u0441\u0440\u0435\u0434\u044b (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0416](#\u0436-\u0441\u043b\u043e\u0439-2-\u0441\u0440\u0435\u0434\u044b-\u0430\u0433\u0435\u043d\u0442-\u043a\u043b\u0438\u0435\u043d\u0442-\u043c\u043e\u0434\u0435\u043b\u044c-\u0447\u0435\u043b\u043e\u0432\u0435\u043a)),\\n   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430)).\\n2. **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430.** \u0421\u0442\u0440\u043e\u043a\u0438 \u043a\u043e\u0434\u0430 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 `main`; \u043f\u0440\u043e\u0431\u044b runner\\n   GigaCode `P10`\u2026`P12` \u0432\\n   [`experiments/issue_639_runner_probes.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py)\\n   \u0441 [\u0436\u0443\u0440\u043d\u0430\u043b\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log);\\n   \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2014 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f, \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434\\n   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0435 2026-09-29. \u0412\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u044b.\\n3. **\u0421\u0442\u0430\u0442\u0443\u0441\u044b.** \u00ab\u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e\u00bb \u0438 \u00ab\u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e\u00bb \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438.\\n   \u00ab\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e\u00bb \u2014 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u0432\\n   \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0435. \u00ab\u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\u00bb \u2014 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043d\u0435\u0442, \u0443\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n4. **\u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0442\u0438\u043f \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438** \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438: \u0432\u044b\u0441\u043e\u043a\u0430\u044f,\\n   \u0441\u0440\u0435\u0434\u043d\u044f\u044f, \u043d\u0438\u0437\u043a\u0430\u044f; \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c, \u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c. \u0414\u043b\u044f \u0441\u043b\u043e\u044f 3\\n   \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0442\u0438\u043f **\u0432\u044b\u0431\u043e\u0440** \u2014 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043c\u0435\u0436\u0434\u0443 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438.\\n5. **\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0443\u0441\u043f\u0435\u0445\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.** \u0412\u0430\u0440\u0438\u0430\u043d\u0442 \u0433\u043e\u0434\u0438\u0442\u0441\u044f \u043a\u0430\u043a \u044f\u0434\u0440\u043e, \u0435\u0441\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n   \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 (\u0433\u0440\u0430\u0444 \u0441 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430\u043c\u0438 `EP-R3`/`EP-R5`, \u0437\u0430\u043f\u0438\u0441\u044c\\n   \u0440\u0435\u0448\u0435\u043d\u0438\u0439 `EP-R6`, \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 `EP-R7`, \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 `EP-R8`,\\n   \u0436\u0443\u0440\u043d\u0430\u043b `EP-R9`, G-human) \u043a\u043e\u0434\u043e\u043c \u0432\u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u0438, \u0431\u0435\u0440\u0451\u0442 \u0433\u0440\u0430\u0444 \u0438\u0437 Source \u0431\u0435\u0437\\n   \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u0441\u0432\u043e\u0435\u0439 \u0441\u0440\u0435\u0434\u044b.\\n6. **\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.** \u0412\u0430\u0440\u0438\u0430\u043d\u0442 \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u044f\u0434\u0440\u043e, \u0435\u0441\u043b\u0438\\n   \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u043e: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c\\n   \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b; \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; \u043d\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a\\n   \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435; \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435\\n   \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u043b\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043b\u0430\u0442\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 \u0434\u043b\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438.\\n\\n## \u0421\u043b\u043e\u0439 1. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n\\n\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u043d\u043e \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:\\n\u043a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0433\u0440\u0430\u0444, \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c\u0441\u044f. \u042d\u0442\u0438\\n\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b. \u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u0441 \u0442\u0435\u043c,\\n\u0447\u0442\u043e \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\\n\\n| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0413\u0434\u0435 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | \u0421\u0440\u0435\u0434\u0430 1: \u043f\u0430\u043a\u0435\u0442 GigaCode | \u0421\u0440\u0435\u0434\u0430 2: \u043f\u0430\u043a\u0435\u0442 Cline | \u041a\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c |\\n|---------------|-------------------|--------------------------|----------------------|----------------------|\\n| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n| \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443 \u0440\u0435\u0431\u0440\u0430 (`EP-R3`, `EP-R5`) | [L227, L229](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L227-L229) | 17 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432 \u0432 YAML \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f; \u0432\u0435\u0442\u0432\u0438 \u043f\u0440\u043e\u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 (`P11`) | \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 | Runner ([\u0413-28](#\u0433-28)) |\\n| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0443\u0437\u043b\u0430 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 | [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50): `Gate` \u2014 \u00ab\u0432 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb | \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 (`P10`) | \u0422\u043e\u043b\u044c\u043a\u043e Working \u0438 Release | Runner ([\u0413-29](#\u0433-29)) |\\n| \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach (`EP-R7`) | [L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231) | \u041d\u043e\u043b\u044c \u043f\u043e\u043f\u044b\u0442\u043e\u043a; \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 (`P12`) | \u041f\u043e\u0432\u0442\u043e\u0440 \u2014 \u0441 \u043d\u043e\u0432\u044b\u043c TASK ID | Runner ([\u0413-32](#\u0433-32), [\u0413-33](#\u0433-33)) |\\n| \u0412\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (`EP-R8`) | [L232](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L232) | `halt` \u2014 \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | \u041d\u0435\u0442 | Runner ([\u0413-31](#\u0433-31)) |\\n| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 (G-human) | `Gate` \u0432 [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50) | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 `approval` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c ([\u0413-18 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-18)) | Runner + \u0447\u0435\u043b\u043e\u0432\u0435\u043a |\\n\\n\u0412\u044b\u0432\u043e\u0434 \u043f\u043e \u0441\u043b\u043e\u044e 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0437\u043d\u0430\u0442\u044c \u0430\u0433\u0435\u043d\u0442\u00bb, \u0430\\n\u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0430\u0433\u0435\u043d\u0442\u0430\u00bb. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b\\n\u0431\u0435\u0437 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438 \u043a \u0441\u0440\u0435\u0434\u0435, \u043a\u0440\u043e\u043c\u0435 `EP-R8`, \u0433\u0434\u0435 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435\u0439\\n\u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb ([\u0413-27](#\u0433-27)). \u0417\u043d\u0430\u0447\u0438\u0442, \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0438 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435, \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u2014 \u0435\u0441\u043b\u0438 \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.\\n\\n## \u0421\u043b\u043e\u0439 2. \u0421\u0440\u0435\u0434\u044b: \u043a\u0442\u043e \u043a\u0430\u043a\u0443\u044e \u0440\u043e\u043b\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\\n\u0421\u043b\u043e\u0432\u043e \u00ab\u0441\u0440\u0435\u0434\u0430\u00bb \u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u043d\u044b\u0445 \u0440\u043e\u043b\u0435\u0439. \u0412 \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0438 \u0438\u0445 \u043b\u0435\u0433\u043a\u043e\\n\u0441\u043c\u0435\u0448\u0430\u0442\u044c; \u043d\u0438\u0436\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u0440\u043e\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e.\\n\\n| \u0420\u043e\u043b\u044c | \u0421\u0440\u0435\u0434\u0430 1: GigaCode CLI | \u0421\u0440\u0435\u0434\u0430 2: Cline + Mango AI | \u0421\u0440\u0435\u0434\u0430 3: Qwen Chat | \u0421\u0440\u0435\u0434\u0430 4: \u0441\u0435\u0440\u0432\u0435\u0440 |\\n|------|-----------------------|---------------------------|--------------------|-----------------|\\n| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n| \u0410\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 | \u0410\u0433\u0435\u043d\u0442 GigaCode | \u0410\u0433\u0435\u043d\u0442 Cline | \u041c\u043e\u0434\u0435\u043b\u044c \u0432 \u0447\u0430\u0442\u0435 | \u0428\u0430\u0433 runner, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0439 \u043c\u043e\u0434\u0435\u043b\u044c |\\n| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u041f\u0430\u043d\u0435\u043b\u044c Cline \u0432 VS Code | \u0412\u0435\u0431-\u0447\u0430\u0442 | \u0412\u0435\u0431-\u0447\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 |\\n| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | **\u0411\u0410 \u0440\u0443\u043a\u0430\u043c\u0438** \u0447\u0435\u0440\u0435\u0437 `tools/run-task` | **\u041c\u043e\u0434\u0435\u043b\u044c** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 `AGENTS.md` | \u041c\u043e\u0434\u0435\u043b\u044c | Runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430 |\\n| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0438 \u0433\u0435\u0439\u0442\u043e\u0432 | `validate-package.py` \u0446\u0435\u043b\u0438\u043a\u043e\u043c | `run_task.py` \u0434\u043b\u044f Working \u0438 Release | \u041d\u0435\u0442 | \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source + CI \u0434\u043b\u044f Release |\\n| \u041a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 \u0432 JSON, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435\u0442 | \u041a\u043d\u043e\u043f\u043a\u0430 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 \u0441 \u0437\u0430\u043f\u0438\u0441\u044c\u044e \u0432 \u0436\u0443\u0440\u043d\u0430\u043b |\\n\\n\u0421\u0442\u0440\u043e\u043a\u0430 \u00ab\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u0438 \u0435\u0441\u0442\u044c \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432: \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439\\n\u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444. \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0435\u0451 \u0441\u0430\u043c\u0438: workflow, skill \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u2014 \u044d\u0442\u043e \u0442\u0435\u043a\u0441\u0442,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 hooks \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432, \u043d\u043e \u043d\u0435\\n\u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 ([\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0436\u0438\u0442\u044c \u0432 runner, \u0430 \u043a\u043b\u0438\u0435\u043d\u0442 \u2014 \u0431\u044b\u0442\u044c \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a.\\n\\n## \u0421\u043b\u043e\u0439 3. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n\\n### \u041f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440 \u043f\u0440\u0435\u0436\u043d\u0438\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439\\n\\n\u0414\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a\u0430\u0441\u0430\u044e\u0442\u0441\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u0440\u044f\u043c\u043e.\\n\\n- **\u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4`: \u00abbuild \u2014 YAML-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb**\\n  ([`research/ba-requirements/orchestration/30-decision-framework.md` L193](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)).\\n  YAML \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c YAML \u0432 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043d\u0435 \u0432\u043e\u0448\u0451\u043b: \u00ab\u043d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c\\n  \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043b\u043e\u0441\u044c \u043a\u0430\u043a \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\u00bb. \u0414\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u043d\u0430\\n  \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0432\u0435\u0440\u0435\u043d \u0438 \u0441\u0435\u0439\u0447\u0430\u0441. \u0414\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u044b\u043b\u043a\u0430\\n  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 \u2014 \u00ab\u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb\\n  ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)):\\n  \u043f\u043e\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438, \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u043e\u0431\u0449\u0438\u0439\\n  \u0436\u0443\u0440\u043d\u0430\u043b ([\u0413-36](#\u0433-36)).\\n- **\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C RFC GigaCode: \u00ab\u0412\u0432\u0435\u0441\u0442\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u2014\\n  \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb**\\n  ([RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375)).\\n  \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e, \u0430 \u043d\u0435 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e, \u0438 \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 ([\u0413-54](#\u0433-54)).\\n  \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u0446\u0435\u043b\u0438 \u043f\u043e\u043a\u0430 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442, \u043d\u043e \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0434\u0435\u0448\u0451\u0432\u044b\u0435 \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 runner, \u0431\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e\\n  \u0434\u0432\u0438\u0436\u043a\u0430. \u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0430\u043a: \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a\\n  \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043d\u0443\u0436\u043d\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f,\\n  \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0436\u0443\u0440\u043d\u0430\u043b, \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0440\u0438\\n  \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0432 \u0441\u0440\u0435\u0434\u0443 4.\\n- **\u041f\u043b\u0430\u043d n8n \u043c\u0430\u044f 2026.** \u042d\u0442\u0430\u043f 4 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b RAG \u2014\\n  \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb \u0441 human gates\\n  ([`2026-05-26-rag-mapping-roadmap.md` L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283))\\n  \u2014 \u0438 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u044d\u0442\u0430\u043f\u043e\u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043a \u0443\u0437\u043b\u0430\u043c n8n\\n  ([`2026-05-26-requirements-lifecycle-uncertainty.md` L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)).\\n  \u041f\u043e\u0437\u0436\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442, \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  \u043d\u0435\u0442 ([\u0413-50](#\u0433-50)). \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0430\u0451\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443.\\n\\n### \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n\\n\u041e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: \u25cf \u2014 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e, \u25d0 \u2014 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c, \u25cb \u2014 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e.\\n\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438:\\n\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n\u041a2 \u2014 \u043f\u0430\u0443\u0437\u0430 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u0434\u043d\u0438;\\n\u041a3 \u2014 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435;\\n\u041a4 \u2014 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u0411\u0410, \u043d\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0430;\\n\u041a5 \u2014 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430;\\n\u041a6 \u2014 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0434\u043b\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f;\\n\u041a7 \u2014 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u043e\u043c \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430\u043c\u0438;\\n\u041a8 \u2014 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438.\\n\\n| \u2116 | \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041a1 | \u041a2 | \u041a3 | \u041a4 | \u041a5 | \u041a6 | \u041a7 | \u041a8 | \u0418\u0442\u043e\u0433 |\\n|---|---------|----|----|----|----|----|----|----|----|------|\\n| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n| \u0412-1 | Runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25cf | \u25cf | \u25cf | \u25cf | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1** |\\n| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\n| \u0412-3 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner: FastAPI + \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 + Postgres | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25cf | \u25d0 | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2** |\\n| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n| \u0412-5 | Temporal | \u25d0 | \u25cf | \u25cf | \u25cb | \u25cb | \u25cf | \u25d0 | \u25d0 | \u0418\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 |\\n| \u0412-6 | n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25cb | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e |\\n| \u0412-7 | n8n \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0412-3 | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n| \u0412-9 | Windmill, Kestra \u0438\u043b\u0438 Prefect | \u25d0 | \u25d0 | \u25cf | \u25cb | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 |\\n| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n\\n\u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0446\u0435\u043d\u043e\u043a \u2014 \u0432 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u0445 \u0433\u0440\u0443\u043f\u043f\u044b\\n[\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430) \u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435\\n[\u00ab\u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\u00bb](#\u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435-\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b-\u0438-\u0438\u0445-\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f).\\n\\n## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: `G` \u2014 \u043f\u0430\u043a\u0435\u0442\\n[`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli),\\n`MM` \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n[`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n`P10`\u2026`P12` \u2014 \u043f\u0440\u043e\u0431\u044b \u0438\u0437\\n[\u0436\u0443\u0440\u043d\u0430\u043b\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n\\n### \u0415. \u0421\u043b\u043e\u0439 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0435\u0451 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n\\n| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n|---|----------|----------------|--------|-------------|--------------|\\n| \u0413-26 | \u0412 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e, \u043a\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 | `MM` \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u0447\u0442\u0435\u043d\u0438\u0435 `routes/` \u0438 \u0437\u0430\u043f\u0438\u0441\u044c \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49), [L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L154)), \u043d\u043e \u0441\u0440\u0435\u0434\u0438 [\u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L35-L53) \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442; `Actor` \u2014 \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb, \u0430 `System` \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c \u0431\u044b\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 ([`SY-1`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L65)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0440\u043e\u043b\u044c \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u043a\u0430\u043a `Actor`: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u0435\u0439\u0442 \u0438 \u043f\u0438\u0448\u0435\u0442 \u0436\u0443\u0440\u043d\u0430\u043b. \u041a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0435\u0451 \u0432 runner, \u0430 \u043d\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b |\\n| \u0413-27 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440 | `MM` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u043e\u0434 Mango \u0438 GigaCode ([`00-introduction.md` L69-L70](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md#L69-L70)), \u043d\u043e `EP-R1`\u2026`EP-R9` \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0447\u0435\u0440\u0435\u0437 \u0433\u0440\u0430\u0444, \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b ([L225-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L225-L233)); \u0442\u043e\u043b\u044c\u043a\u043e `EP-R8` \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` \u043a\u0430\u043a \u00ab\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043b\u0438\u0441\u0442\u0430\u00bb \u2014 \u0431\u0435\u0437 \u0447\u0430\u0442\u0430 \u043a\u0430\u043a \u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044f |\\n| \u0413-28 | \u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0440\u0451\u0431\u0435\u0440 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0430\u043a, \u043a\u0430\u043a \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 YAML | `P11`: \u0432 [`routes/rg-bcreq-v1.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) 17 \u043d\u0435\u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432, runner \u0438\u0445 \u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442; \u0432\u0435\u0442\u0432\u0438 \u0437\u0430\u043d\u043e\u0432\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 ([`run-task.py` L151-L187](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L151-L187)). \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432 Source \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 runner | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0431\u0435\u0437 `eval`; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0447\u0442\u043e \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f |\\n| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 | `P10`: \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0451\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0440\u0430\u0432\u043d\u0430 `1.0`. [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L69) \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0448\u0430\u0433\u0438 \u0441\u043e `script_invoked`, \u0430 \u0441\u043a\u0440\u0438\u043f\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 ([\u0413-29](#\u0433-29)). \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 ADR-018 \u00ab\u043c\u0435\u043d\u044c\u0448\u0435 95% \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\u00bb ([L55](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L55)) \u043f\u0440\u0438 \u0442\u0430\u043a\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u0435\u0442\u0440\u0438\u043a\u0443.** \u0421\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0448\u0430\u0433\u0438, \u0433\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430 \u043f\u043e \u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 |\\n| \u0413-31 | \u041f\u0440\u043e\u0433\u043e\u043d, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c (`EP-R8`) | `halt` \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f ([`run-task.py` L30](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L30)); `advance` \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 \u043d\u0435 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441\u0435 `active` ([L199-L200](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L199-L200)); \u0440\u0435\u0431\u0440\u043e n7 \u2192 halt \u043f\u0440\u0438 `answers.count == 0` ([\u043c\u0430\u0440\u0448\u0440\u0443\u0442 L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `waiting` \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `resume` \u0441 \u043d\u043e\u0432\u044b\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c (\u043e\u0442\u0432\u0435\u0442\u044b \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430); \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043b\u0438\u0441\u0442\u0430 \u043f\u043e `EP-R8` |\\n| \u0413-32 | \u041e\u0448\u0438\u0431\u043a\u0443 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 runner \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 | `P12`: \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043a \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 \u0443\u0437\u043b\u0443 n9 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443, \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 `task is blocked or finished`. \u041b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0432 `blocked` ([L143-L147](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L143-L147)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0442\u043b\u0438\u0447\u0430\u0442\u044c \u043e\u0448\u0438\u0431\u043a\u0443 \u0432\u0432\u043e\u0434\u0430 (\u043d\u0435\u0442 \u0442\u0430\u043a\u043e\u0433\u043e \u0440\u0435\u0431\u0440\u0430, \u043d\u0435\u0442 \u0444\u0430\u0439\u043b\u0430) \u2014 \u0435\u0451 \u043d\u0435 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u043e\u0442\u043a\u0430\u0437 \u0433\u0435\u0439\u0442\u0430 \u2014 \u043e\u0442 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach. \u0414\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f: **\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435** \u2014 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u043d\u043e\u0432\u043e\u0433\u043e TASK ID |\\n| \u0413-33 | \u041f\u0430\u043a\u0435\u0442 \u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 (`EP-R7`) | `EP-R7` \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u0443 \u043f\u043e\u043f\u044b\u0442\u043a\u0443 ([L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231)); \u043c\u0430\u0440\u0448\u0440\u0443\u0442 GigaCode \u2014 `corrective_attempts: 0` \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `EP-R7` ([L66-L67](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L66-L67)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430.** \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435: \u043e\u0434\u043d\u0430 \u043f\u043e\u043f\u044b\u0442\u043a\u0430, \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u0430\u044f runner, \u2014 \u043e\u043d\u0430 \u043d\u0435 \u0441\u043a\u0440\u044b\u0442\u0430\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043d\u0435 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0443 ADR-018 |\\n| \u0413-34 | \u0423\u0437\u0435\u043b n7 \u00ab\u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443\u00bb \u043e\u043f\u0438\u0441\u0430\u043d \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e | \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0443\u0437\u043b\u0430: \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u0435\u0440\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435, \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442\u00bb ([L24](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L24)); \u043f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u0430: \u00ab\u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u2014 \u0440\u0435\u0431\u0440\u043e \u0433\u0440\u0430\u0444\u0430, \u0430 \u043d\u0435 \u043f\u0430\u0443\u0437\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c Source.** \u041e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u043e\u043c \u0433\u0440\u0430\u0444\u0430 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0435\u0433\u043e \u0447\u0435\u0440\u0435\u0437 `waiting` ([\u0413-31](#\u0433-31)) |\\n| \u0413-35 | \u0416\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 append-only \u0438 \u0437\u0430\u0449\u0438\u0449\u0451\u043d \u043e\u0442 \u043f\u043e\u0434\u043c\u0435\u043d\u044b (`EP-R9`) | Runner \u0434\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 \u0438 `recorded_by: runner` ([L132-L139](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L132-L139)) \u0438 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 ([L94-L122](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L94-L122)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c.** \u042d\u0442\u043e \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044f\u0434\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u043e\u0438\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043b\u044e\u0431\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0435\u0440\u0432\u0435\u0440 |\\n| \u0413-36 | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u00ab\u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | [\u0412\u0435\u0440\u0434\u0438\u043a\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193) \u0440\u0435\u0448\u0430\u0435\u0442 build \u043f\u0440\u043e\u0442\u0438\u0432 buy \u0434\u043b\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043d\u043e \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u043f\u043e\u0441\u044b\u043b\u043a\u0430 \u2014 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)) \u2014 \u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 1 \u0438 \u043d\u0435\u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u00ab\u041d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043d\u0435 \u0437\u043d\u0430\u0447\u0438\u0442 \u00ab\u043d\u0435 \u0438\u043c\u0435\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u00bb. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u2014 \u0441\u0432\u043e\u0439 runner |\\n\\n### \u0416. \u0421\u043b\u043e\u0439 2: \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442, \u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a)\\n\\n| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n|---|----------|----------------|--------|-------------|--------------|\\n| \u0413-37 | \u041a\u043b\u0438\u0435\u043d\u0442 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 (Cline, GigaCode CLI, \u0430\u043d\u0430\u043b\u043e\u0433\u0438) \u043c\u043e\u0436\u0435\u0442 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | Workflow Cline \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432 \u0442\u0435\u043a\u0441\u0442 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u043b\u044f \u043c\u043e\u0434\u0435\u043b\u0438 ([\u0442\u0435\u0441\u0442 `slash-command-expansion`](https://github.com/cline/cline/blob/main/apps/vscode/src/sdk/slash-command-expansion.test.ts)); \u043a\u043e\u043c\u0430\u043d\u0434\u044b Kilo Code, Gemini CLI \u0438 Qwen Code \u2014 \u0442\u043e\u0436\u0435 \u0442\u0435\u043a\u0441\u0442 ([Kilo](https://kilo.ai/docs/customize/workflows), [Gemini](https://geminicli.com/docs/cli/custom-commands/), [Qwen](https://qwenlm.github.io/qwen-code-docs/en/users/features/commands/)). Skills GigaCode \u00ab\u043d\u0435 \u0434\u0430\u044e\u0442\u00bb \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0439 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 ([ADR-018 L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u041a\u043b\u0438\u0435\u043d\u0442 \u2014 \u043c\u0435\u0441\u0442\u043e, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0436\u0438\u0432\u0451\u0442 \u0432 runner |\\n| \u0413-38 | MCP-\u0441\u0435\u0440\u0432\u0435\u0440 runner \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c | \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f MCP: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u00abmodel-controlled\u00bb ([MCP 2025-11-25, tools](https://modelcontextprotocol.io/specification/2025-11-25/server/tools)); \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. ADR-018 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443 \u0436\u0435 ([L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)), ADR-019 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 MCP \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a ([L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043a\u0430\u043a \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0445\u043e\u0434, \u043d\u043e runner \u0432\u0441\u0451 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043d\u0435\u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 |\\n| \u0413-39 | Hooks \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u043c\u043e\u0433\u0443\u0442 \u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 | Hook \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432: Cline \u2014 `cancel: true` ([\u043f\u0440\u0438\u043c\u0435\u0440 SDK](https://github.com/cline/cline/blob/main/sdk/examples/hooks/PreToolUse_BlockDestructive.sh)), Gemini CLI \u2014 \u043a\u043e\u0434 \u0432\u044b\u0445\u043e\u0434\u0430 2 ([hooks](https://geminicli.com/docs/hooks/)), Qwen Code \u2014 `permissionDecision: deny` ([hooks](https://qwenlm.github.io/qwen-code-docs/en/users/features/hooks/)). \u0417\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433 hook \u043d\u0435 \u043c\u043e\u0436\u0435\u0442. \u0423 GigaCode CLI hooks \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b ([\u0413-42](#\u0433-42)); hooks \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043d\u0430 Windows \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f ([\u0413-10 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-10)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** Hook \u2014 \u0441\u0442\u0440\u0430\u0436, \u0430 \u043d\u0435 \u0432\u0435\u0434\u0443\u0449\u0438\u0439. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u043f\u0440\u0435\u0442\u0430 \u0437\u0430\u043f\u0438\u0441\u0438 \u0432 `runs/` \u043c\u0438\u043c\u043e runner |\\n| \u0413-40 | \u0421\u0440\u0435\u0434\u0430\u043c 1 \u0438 2 \u043d\u0443\u0436\u043d\u044b \u0440\u0430\u0437\u043d\u044b\u0435 runner'\u044b | \u0421\u0435\u0439\u0447\u0430\u0441 \u0438\u0445 \u0434\u0432\u0430: [`run-task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py) \u0441 \u0433\u0440\u0430\u0444\u043e\u043c RG-BCREQ-v1 \u0438 [`run_task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/run_task.py) \u0441 \u043e\u0434\u043d\u0438\u043c \u043e\u0442\u0440\u0435\u0437\u043a\u043e\u043c Working \u2192 Release. \u041b\u043e\u0433\u0438\u043a\u0430 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a; \u0441\u0440\u0435\u0434\u0430 4 \u0437\u0430\u0434\u0443\u043c\u0430\u043d\u0430 \u00ab\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0439 \u0441 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u043c\u0438\u00bb ([ADR-019 L94](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L94)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u043c\u043e\u0435 \u0432 \u043e\u0431\u0430 \u043f\u0430\u043a\u0435\u0442\u0430; \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u0434\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n| \u0413-41 | \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b, \u0432 \u043d\u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043b\u043e\u0433\u0438\u043a\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 | Roo Code \u0432 \u0430\u0440\u0445\u0438\u0432\u0435, \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0432\u044b\u043f\u0443\u0441\u043a v3.54.0 \u043e\u0442 2026-05-15 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/RooCodeInc/Roo-Code)); \u0440\u0435\u0436\u0438\u043c Orchestrator \u0432 Kilo Code \u0443\u0441\u0442\u0430\u0440\u0435\u043b ([docs](https://kilo.ai/docs/code-with-ai/agents/orchestrator-mode)); Gemini CLI \u0441 2026-06-18 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0442\u043d\u044b\u0435 \u0438 Enterprise-\u0430\u043a\u043a\u0430\u0443\u043d\u0442\u044b ([Google](https://developers.googleblog.com/an-important-update-transitioning-gemini-cli-to-antigravity-cli/)); Cline v4 \u0441\u043c\u0435\u043d\u0438\u043b \u0438\u043c\u0435\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0438 hook \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b \u0438\u0445 \u0443\u0437\u043d\u0430\u0432\u0430\u0442\u044c ([\u0413-11 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-11)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0412\u0441\u0451, \u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0436\u0438\u0442\u044c \u0441\u043c\u0435\u043d\u0443 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, \u0436\u0438\u0432\u0451\u0442 \u0432 Source \u0438 runner |\\n| \u0413-42 | \u041f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 GigaCode CLI \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b | \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 GigaCode \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0433\u0438\u043d\u044b IDE ([gitverse](https://gitverse.ru/features/gigacode/install/)); CLI \u0438\u0437\u0432\u0435\u0441\u0442\u0435\u043d \u043f\u043e \u0430\u043d\u043e\u043d\u0441\u0443 \u0432\u043e \u0432\u0442\u043e\u0440\u0438\u0447\u043d\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435 ([seonews](https://m.seonews.ru/events/sber-predstavil-gigacode-cli-ii-razrabotchik-teper-rabotaet-iz-komandnoy-stroki/)); \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 hooks \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e | \u041d\u0438\u0437\u043a\u0430\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u043d\u0430 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 \u0431\u0435\u0437 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f |\\n| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI \u0434\u043b\u044f Python \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 `base_url` ([openai-python](https://github.com/openai/openai-python)). \u0412 \u0441\u0440\u0435\u0434\u0435 1 API Mango AI \u043d\u0435\u0442 ([issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)). \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0441\u044f | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u0434\u043e\u0441\u0442\u0443\u043f \u043a endpoint Mango AI \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0434\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b 4 |\\n\\n### \u0417. \u0421\u043b\u043e\u0439 3: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n\\n| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n|---|----------|----------------|--------|-------------|--------------|\\n| \u0413-44 | n8n \u2014 \u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 | \u0417\u0430: \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438 ([\u0413-46](#\u0433-46)), OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 ([\u0413-45](#\u0433-45)), \u0444\u043e\u0440\u043c\u044b, \u0447\u0430\u0442, Jira, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Server ([Jira](https://docs.n8n.io/integrations/builtin/credentials/jira.md)), Git ([docs](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.git.md)). \u041f\u0440\u043e\u0442\u0438\u0432: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 n8n ([\u0413-47](#\u0433-47)); Python \u0432 \u0443\u0437\u043b\u0435 Code \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 ([Code](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.code.md)); \u043f\u0430\u0440\u0441\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0432\u044b\u0432\u043e\u0434\u0430 \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 `$ref` ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.outputparserstructured.md)), \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430 \u043d\u0451\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u044b; \u0443\u0437\u0435\u043b Confluence \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f Cloud ([docs](https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.confluence.md)); \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 ([\u0413-48](#\u0433-48)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** n8n \u2014 \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u0438 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u043f\u043e\u0432\u0435\u0440\u0445 API runner (\u0412-7), \u043d\u0435 \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 |\\n| \u0413-45 | n8n \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 | \u0423\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 OpenAI \u0432 n8n \u0438\u043c\u0435\u044e\u0442 \u043f\u043e\u043b\u0435 `Base URL` ([\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434](https://github.com/n8n-io/n8n/blob/master/packages/nodes-base/credentials/OpenAiApi.credentials.ts)); \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044f \u043d\u0435\u0442. \u0420\u0430\u0431\u043e\u0442\u0430 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u0435\u043b\u044f \u00abUse Responses API\u00bb \u0441 `/chat/completions` \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u0414\u0435\u0440\u0436\u0430\u0442\u044c Responses API \u0432\u044b\u043a\u043b\u044e\u0447\u0435\u043d\u043d\u044b\u043c; \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043d\u0430 \u0441\u0442\u0435\u043d\u0434\u0435 |\\n| \u0413-46 | n8n \u0443\u043c\u0435\u0435\u0442 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u0430\u0443\u0437\u0443 \u0434\u043d\u044f\u043c\u0438 | \u0423\u0437\u0435\u043b Wait \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043f\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438, webhook \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0435; \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0434\u043e\u043b\u044c\u0448\u0435 65 \u0441 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0431\u0430\u0437\u0435 ([Wait](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.wait.md)); \u0447\u0430\u0442 \u0443\u043c\u0435\u0435\u0442 \u00abSend and Wait for Response\u00bb \u0441 \u043a\u043d\u043e\u043f\u043a\u0430\u043c\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f ([Chat](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-langchain.chat.md)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c** \u043a\u0430\u043a \u043a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u0412-7 |\\n| \u0413-47 | \u0412 n8n \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0418\u0418-\u0443\u0437\u043b\u043e\u0432 | \u0423\u0437\u0435\u043b AI Agent: \u00abthe agent decides which tools to call\u00bb ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.agent.md)). \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u2014 Basic LLM Chain \u0441\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u0432\u044b\u0432\u043e\u0434\u043e\u043c \u043f\u043b\u044e\u0441 \u0443\u0437\u043b\u044b \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.chainllm.md)), \u043d\u043e \u0442\u043e\u0433\u0434\u0430 \u0433\u0440\u0430\u0444 Source \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0432\u0442\u043e\u0440\u043e\u0439 \u0440\u0430\u0437 \u0432 JSON n8n ([\u044d\u043a\u0441\u043f\u043e\u0440\u0442](https://docs.n8n.io/build/manage-workflows/export-and-import.md)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u041d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c AI Agent \u0434\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430; \u0433\u0440\u0430\u0444 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 Source |\\n| \u0413-48 | n8n \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0440\u044f\u0434\u043e\u043c \u0441 Jira \u0438 Confluence \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0435\u0440 \u0437\u0430\u0449\u0438\u0442\u044b | CVE-2026-21858, CVSS 10.0, \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 ([Rapid7](https://www.rapid7.com/blog/post/etr-ni8mare-n8scape-flaws-multiple-critical-vulnerabilities-affecting-n8n/)); \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u041a\u0430\u043d\u0430\u0434\u044b ([AL26-001](https://www.cyber.gc.ca/en/alerts-advisories/al26-001-vulnerabilities-affecting-n8n-cve-2026-21858-cve-2026-21877-cve-2025-68613)); \u0441\u0435\u0440\u0438\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u043c\u0430\u0440\u0442\u0430 2026 ([The Hacker News](https://thehackernews.com/2026/03/critical-n8n-flaws-allow-remote-code.html)); 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\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441 Git, SSO \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 Community \u043d\u0435\u0442 ([\u0444\u0443\u043d\u043a\u0446\u0438\u0438 Community](https://docs.n8n.io/deploy/host-n8n/community-edition-features.md)), \u0442\u0430\u0440\u0438\u0444 Business \u2014 667 \u20ac \u0432 \u043c\u0435\u0441\u044f\u0446 ([\u0446\u0435\u043d\u044b](https://n8n.io/pricing/)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0411\u0435\u0437 Git-\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0436\u0438\u0432\u0443\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 Source \u2014 \u044d\u0442\u043e \u0434\u043e\u0432\u043e\u0434 \u0437\u0430 \u0412-7, \u0430 \u043d\u0435 \u0412-6 |\\n| \u0413-50 | \u041f\u043b\u0430\u043d n8n \u0438\u0437 \u043c\u0430\u044f 2026 \u0431\u044b\u043b \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043f\u043e \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u043c | \u042d\u0442\u0430\u043f 4 \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb ([L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283)) \u0438 \u0443\u0437\u043b\u044b n8n \u043f\u043e \u044d\u0442\u0430\u043f\u0430\u043c ([L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)); \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 ([L191](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)); \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0418\u0434\u0435\u044f, \u0441\u043d\u044f\u0442\u0430\u044f \u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u2014 \u043a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441. \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c \u043d\u0443\u0436\u0435\u043d \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 |\\n| \u0413-51 | LangGraph \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0432 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e | \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u2014 MIT ([LICENSE](https://github.com/langchain-ai/langgraph/blob/main/LICENSE)), \u043f\u0430\u0443\u0437\u0430 `interrupt()` \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 `Command(resume=\u2026)` ([docs](https://docs.langchain.com/oss/python/langgraph/interrupts)), \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 Postgres ([persistence](https://docs.langchain.com/oss/python/langgraph/persistence)). LangGraph Server \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043d\u0430 `beacon.langchain.com` ([docs](https://docs.langchain.com/langsmith/deploy-standalone-server)). \u041f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0443\u0437\u0435\u043b \u0441 `interrupt()` \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e, \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0422\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0432\u043e\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430 (\u0412-4), \u043d\u0435 LangGraph Server |\\n| \u0413-52 | Low-code \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u0418\u0418 (Dify, Flowise) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e | Dify \u2014 \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u0430\u044f Apache \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 ([LICENSE](https://github.com/langgenius/dify/blob/main/LICENSE)), \u043a\u043e\u0434 \u0432 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0435 \u0431\u0435\u0437 \u0441\u0435\u0442\u0438 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 ([docs](https://docs.dify.ai/en/use-dify/nodes/code)) \u2014 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c; Flowise \u2014 Node.js ([LICENSE](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md)); \u0432 \u043e\u0431\u043e\u0438\u0445 \u0433\u0440\u0430\u0444 \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c \u043a\u0430\u043a \u044f\u0434\u0440\u043e; \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 |\\n| \u0413-53 | BPMN-\u0434\u0432\u0438\u0436\u043e\u043a \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0411\u0410 | Camunda 8 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044e \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 8.6 ([Camunda](https://camunda.com/blog/2024/04/licensing-update-camunda-8-self-managed/)); Operaton \u2014 Apache-2.0 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/operaton/operaton)), \u043d\u043e \u044d\u0442\u043e Java \u0438 BPMN: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 BPMN, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u043d\u0438\u043a\u0438 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c; \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c BPMN-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 |\\n| \u0413-54 | \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u00ab\u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u0438\u043c\u0435\u0435\u0442 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 | [RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375): \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb, \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u2014 \u0446\u0435\u043d\u0430; \u0443\u0441\u043b\u043e\u0432\u0438\u044f, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u043d\u0435\u0442 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442.** \u0417\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0440\u0438\u0433\u0433\u0435\u0440: \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0441\u0435\u0441\u0441\u0438\u0438, \u043e\u0431\u0449\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u0440\u0435\u0434\u0430 4 |\\n\\n## \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0445\u0435\u043c\u0430\\n\\n```mermaid\\nflowchart LR\\n  S[\\\"Source: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b\\\"] -->|\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f| PK[\\\"\u041f\u0430\u043a\u0435\u0442: \u0433\u0440\u0430\u0444 YAML, \u0441\u0445\u0435\u043c\u044b, \u0442\u0435\u043a\u0441\u0442\u044b\\\"]\\n  PK --> R[\\\"\u042f\u0434\u0440\u043e runner: \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0443\u0437\u043b\u043e\u0432, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435, \u0436\u0443\u0440\u043d\u0430\u043b\\\"]\\n  subgraph WS[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e\\\"]\\n    CLI[\\\"tools/run-task next\\\"]\\n    AG[\\\"GigaCode CLI \u0438\u043b\u0438 Cline: \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\\\"]\\n  end\\n  subgraph SRV[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0440\u0435\u0434\u0430 4\\\"]\\n    API[\\\"\u0421\u043b\u0443\u0436\u0431\u0430 runner + Postgres\\\"]\\n    UI[\\\"\u0427\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430; n8n \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e\\\"]\\n  end\\n  R --> CLI\\n  R --> API\\n  AG -->|\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a| CLI\\n  UI --> API\\n  API -->|\u0448\u0430\u0433| LLM[\\\"Mango AI: OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API\\\"]\\n  R --> V[\\\"\u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source\\\"]\\n  API --> CI[\\\"CI gate \u0434\u043b\u044f Release\\\"]\\n```\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410\\n\\n**\u0421\u0443\u0442\u044c.** Runner \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0432\u0435\u0434\u0443\u0449\u0438\u043c: \u043e\u043d \u0437\u043d\u0430\u0435\u0442, \u0433\u0434\u0435 \u0437\u0430\u0434\u0430\u0447\u0430, \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e\\n\u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u0435\u0439\u0447\u0430\u0441 \u0438 \u0447\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c. \u041c\u043e\u0434\u0435\u043b\u044c \u0432 GigaCode CLI \u0438\u043b\u0438 Cline \u043f\u0438\u0448\u0435\u0442\\n\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a, \u0411\u0410 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438 \u043e\u0442\u0434\u0430\u0451\u0442 \u0435\u0433\u043e runner \u043e\u0434\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439.\\n\\n| \u2116 | \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 | \u0427\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 |\\n|---|-----------|---------------|\\n| 1.1 | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0432 Python \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0430\u0437\u0431\u043e\u0440 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430 | [\u0413-28](#\u0433-28), `EP-R5` |\\n| 1.2 | \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430; \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0430\u043a\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 | [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30) |\\n| 1.3 | \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `waiting` \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `resume` \u0434\u043b\u044f \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | [\u0413-31](#\u0433-31), [\u0413-32](#\u0433-32), [\u0413-34](#\u0433-34), `EP-R8` |\\n| 1.4 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u043e `EP-R7`: \u043e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430, \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u0430\u044f runner, \u0438\u043b\u0438 \u043d\u043e\u043b\u044c \u0441 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | [\u0413-33](#\u0433-33) |\\n| 1.5 | \u041a\u043e\u043c\u0430\u043d\u0434\u0430 `next`: runner \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u043f\u043e-\u0440\u0443\u0441\u0441\u043a\u0438 \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u0443\u0437\u0435\u043b, \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430, \u0433\u0434\u0435 \u0448\u0430\u0431\u043b\u043e\u043d \u0438 \u043a\u0430\u043a\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0441\u0434\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 | [\u041e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 3 \u0438 4 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u043a\u0430\u0440\u0442\u0430-\u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439) |\\n| 1.6 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source \u0434\u043b\u044f \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432; \u0432 Cline \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u0438 hook, \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u043f\u0438\u0441\u044c \u0432 `runs/` \u043c\u0438\u043c\u043e runner | [\u0413-38](#\u0433-38)\u2026[\u0413-40](#\u0433-40) |\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.**\\n\u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u0441\u0451, \u0447\u0442\u043e \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442: \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b,\\n\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434 1 \u0438 2\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u044b: \u0432 \u0441\u0440\u0435\u0434\u0435 1 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043a\u043e\u0434\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e API \u043d\u0435\u0442, \u0438\\nrunner \u0432\u0435\u0434\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u043f\u0438\u0448\u0435\u0442 \u0430\u0433\u0435\u043d\u0442.\\n\\n**\u0427\u0435\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435 \u0434\u0430\u0451\u0442.** \u0411\u0410 \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u0441\u0430\u043c\\n\u043f\u0435\u0440\u0435\u0434\u0430\u0451\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0444\u0430\u0439\u043b\u0435 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435,\\n\u0431\u0435\u0437 \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439. \u042d\u0442\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u043c\u0435\u0441\u0442\u0430, \u0430 \u043d\u0435 \u0434\u0435\u0444\u0435\u043a\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.** \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\\n\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n\u043f\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0443 runner \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4\\n\\n**\u0421\u0443\u0442\u044c.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430. \u041e\u043d\u0430 \u0441\u0430\u043c\u0430 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435, \u0436\u0434\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043d\u0443\u0436\u043d\u043e \u0438 \u0445\u0440\u0430\u043d\u0438\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\\n\u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e. \u042d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435\\n[ADR-019, \u0441\u0440\u0435\u0434\u0430 4](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96):\\n\u00ab\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 runner \u0441 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u043e\u043c BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u043c\u044b\u0439 \u0432\u043d\u0435\\n\u043c\u043e\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e tool loop\u00bb.\\n\\n| \u0421\u043b\u043e\u0439 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 | \u041f\u043e\u0447\u0435\u043c\u0443 |\\n|------|---------|--------|\\n| \u042f\u0434\u0440\u043e | \u042f\u0434\u0440\u043e runner \u0438\u0437 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0435\u0440\u0432\u0438\u0441\u0430 \u043d\u0430 FastAPI | \u041e\u0434\u0438\u043d \u043a\u043e\u0434 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435; \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u2014 \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n| \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | Postgres: \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 append-only \u0436\u0443\u0440\u043d\u0430\u043b | `EP-R8`, `EP-R9`; \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 |\\n| \u041c\u043e\u0434\u0435\u043b\u044c | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 | \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0443\u0437\u043b\u0430, \u043d\u043e \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e |\\n| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 | \u041a\u043e\u043d\u0435\u0447\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 approval \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u043a\u0430\u043a \u0444\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441\u0435\u0439\u0447\u0430\u0441 | G-human \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 runner, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c |\\n| \u0414\u0432\u0438\u0436\u043e\u043a | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442: \u0432 \u0433\u0440\u0430\u0444\u0435 15 \u0443\u0437\u043b\u043e\u0432. \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0438\u043b\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u044b. Temporal \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u0431\u043e\u043b\u044c\u0448\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0430\u0443\u0434\u0438\u0442\u0430 | [\u0413-51](#\u0433-51); \u0446\u0435\u043d\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 |\\n| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410 | \u0422\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API runner: \u0432\u0435\u0431-\u0447\u0430\u0442 (Open WebUI \u0441 Pipe \u2014 \u0434\u043e 50 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0431\u0435\u0437 \u0441\u043c\u0435\u043d\u044b \u0431\u0440\u0435\u043d\u0434\u0438\u043d\u0433\u0430, [\u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f](https://docs.openwebui.com/license)), \u0431\u043e\u0442 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\ufffd\ufffd\u0430 ([Mattermost](https://docs.mattermost.com/developers/integrate/webhooks/outgoing)) \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 \u0438 \u0447\u0430\u0442 n8n | \u0412\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 \u043a\u0430\u043d\u0430\u043b\u0443; \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0442 \u0432\u044b\u0431\u043e\u0440\u0430 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 |\\n| \u0418\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 | \u041f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e n8n (\u0412-7): \u0437\u0430\u0434\u0430\u0447\u0430 \u0432 Jira, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, \u0444\u043e\u0440\u043c\u044b, \u0432\u044b\u0437\u043e\u0432 API runner | [\u0413-44](#\u0433-44)\u2026[\u0413-49](#\u0433-49); \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440 |\\n| Release | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 CI gate runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f | ADR-019 |\\n\\n**\u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430.** \u0421\u0435\u0440\u0432\u0435\u0440 \u043e\u043f\u0440\u0430\u0432\u0434\u0430\u043d, \u043a\u043e\u0433\u0434\u0430 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430,\\n\u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0441\u0442\u043e\u044f\u0442 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0437\u0430\u0442\u0440\u0430\u0442\\n([ADR-019 L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)).\\n\u0414\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043d\u0443\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0442\u0440\u0438 \u0432\u0435\u0449\u0438: \u0434\u043e\u0441\u0442\u0443\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043a Mango AI\\n([\u0413-43](#\u0433-43)), \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0418\u0411 \u0438 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435 \u0437\u0435\u0440\u043a\u0430\u043b\u043e \u043e\u0431\u0440\u0430\u0437\u043e\u0432 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u043e\u0432:\\nDocker Hub \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u043b 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\u0441\u043e\u0433\u043b\u0430\u0441\u0443\u0435\u0442 \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u0435. \u0422\u043e\u0433\u0434\u0430\\n\u0441\u0440\u0435\u0434\u0430 4 \u0441\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043a CI gate \u043f\u043e\u0432\u0435\u0440\u0445 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1 \u2014 \u044d\u0442\u043e\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 ADR-019\\n\u0443\u0436\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442.\\n\\n## \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 \u0438\u0445 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\\n\\n| \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b |\\n|---------|-----------|----------|\\n| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP, skill \u0438\u043b\u0438 workflow \u043a\u043b\u0438\u0435\u043d\u0442\u0430 (\u0412-2) | \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; hooks \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0442 | [\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39) |\\n| n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e (\u0412-6) | \u0412\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430; AI Agent \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; \u043d\u0435\u0442 `$ref` \u0432 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u043c \u0432\u044b\u0432\u043e\u0434\u0435; Git-\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043b\u0430\u0442\u043d\u0430\u044f; \u043f\u043e\u0442\u043e\u043a \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 | [\u0413-44](#\u0433-44)\u2026[\u0413-49](#\u0433-49) |\\n| LangGraph Server | \u041a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u0432 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442 | [\u0413-51](#\u0433-51) |\\n| Temporal (\u0412-5) | \u041a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432; \u043d\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0434\u043b\u044f \u0411\u0410 | [RFC, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375), [Temporal](https://docs.temporal.io/develop/python/message-passing) |\\n| Dify, Flowise (\u0412-8) | \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Dify, \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0430 \u0431\u0435\u0437 \u0444\u0430\u0439\u043b\u043e\u0432, Node.js \u0443 Flowise, \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 | [\u0413-52](#\u0433-52) |\\n| Windmill, Kestra, Prefect (\u0412-9) | \u041e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445; \u0444\u043e\u0440\u043c\u044b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f Windmill \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 Enterprise ([docs](https://www.windmill.dev/docs/flows/flow_approval)); \u0443 Activepieces \u043f\u0430\u0443\u0437\u0430 \u043d\u0435 \u0431\u043e\u043b\u044c\u0448\u0435 30 \u0434\u043d\u0435\u0439 ([limits](https://www.activepieces.com/docs/flows/known-limits)) | \u2014 |\\n| Camunda 8, Operaton (\u0412-10) | \u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Camunda; Java \u0438 BPMN \u0443 Operaton | [\u0413-53](#\u0433-53) |\\n\\n## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n\\n- **\u0417\u0430 \u00ab\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u043a\u043e\u0434\u0435, \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435\u00bb.** Anthropic: workflow \u0434\u0430\u044e\u0442\\n  \u00abpredictability and consistency for well-defined tasks\u00bb\\n  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n  HumanLayer, \u0444\u0430\u043a\u0442\u043e\u0440 8 \u2014 \u00abOwn your control flow\u00bb\\n  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\\n  LangChain: \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u2014 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 workflow \u0438\\n  \u0430\u0433\u0435\u043d\u0442\u043e\u0432 ([How to think about agent frameworks](https://www.langchain.com/blog/how-to-think-about-agent-frameworks)).\\n  BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u2014 \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430.\\n- **\u041f\u0440\u043e\u0442\u0438\u0432.** \u0422\u0430 \u0436\u0435 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\u043d\u0435\u0442.\\n- **\u041d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b.** \u0417\u0430\u043a\u0440\u044b\u0442\u0438\u0435 Roo Code \u0438 \u0441\u043c\u0435\u043d\u0430 \u0438\u043c\u0451\u043d \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 Cline\\n  ([\u0413-41](#\u0433-41)) \u2014 \u043b\u043e\u0433\u0438\u043a\u0430 \u0432 \u043a\u043b\u0438\u0435\u043d\u0442\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0441\u043c\u0435\u043d\u0435 \u043a\u043b\u0438\u0435\u043d\u0442\u0430.\\n  \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 n8n ([\u0413-48](#\u0433-48)) \u2014 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439\\n  \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438. \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0443\u0437\u043b\u0430 \u043f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0432\\n  LangGraph ([\u0413-51](#\u0433-51)) \u2014 \u0434\u0432\u0438\u0436\u043e\u043a \u043d\u0435 \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\\n  \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0438. \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u2014 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 runner \u0442\u043e\u0436\u0435 \u043c\u043e\u0436\u0435\u0442\\n  \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u0436\u043d\u043e\u0435 \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438, \u0435\u0441\u043b\u0438 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n## \u041a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b: \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\\n\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u043f\u0440\u0438\u0447\u0438\u043d. \u0421\u043b\u043e\u0438 1\u20133 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 \u0442\u0440\u0438.\\n\\n7. **\u0423 \u0440\u043e\u043b\u0438 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043b\u0430 \u0440\u043e\u043b\u044c, \u043d\u043e\\n   \u043d\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0438 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u0440\u0435\u0448\u0438\u043b \u0432\u043e\u043f\u0440\u043e\u0441 \u043f\u043e\u043a\u0443\u043f\u043a\u0438\",\n[2026-09-29T07:44:39.536Z] [INFO]       \"numLines\": 413,\n[2026-09-29T07:44:39.536Z] [INFO]       \"startLine\": 1,\n[2026-09-29T07:44:39.536Z] [INFO]       \"totalLines\": 509,\n[2026-09-29T07:44:39.536Z] [INFO]       \"truncatedByTokenCap\": [REDACTED]\n[2026-09-29T07:44:39.536Z] [INFO]     }\n[2026-09-29T07:44:39.536Z] [INFO]   }\n[2026-09-29T07:44:39.536Z] [INFO] }\n[2026-09-29T07:44:39.593Z] [STDOUT] [log_2c4eec] sending request {\n[2026-09-29T07:44:39.602Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:39.607Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:39.615Z] [STDOUT]   options: {\n[2026-09-29T07:44:39.619Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:39.623Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:39.632Z] [STDOUT]     body: {\n[2026-09-29T07:44:39.640Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:39.647Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:39.650Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:39.660Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:39.665Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:39.668Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:39.677Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:39.690Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:39.699Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:39.704Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:39.718Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:39.726Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:39.742Z] [STDOUT]     },\n[2026-09-29T07:44:39.755Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:39.759Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:39.773Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:39.784Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:39.791Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:39.796Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:39.805Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:39.810Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:39.827Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:39.837Z] [STDOUT]     },\n[2026-09-29T07:44:39.849Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:39.862Z] [STDOUT]   },\n[2026-09-29T07:44:39.869Z] [STDOUT]   headers: {\n[2026-09-29T07:44:39.878Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:39.886Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:39.897Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:39.909Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:39.926Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:39.935Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:39.944Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:39.957Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:39.975Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:39.982Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Read=234\",\n[2026-09-29T07:44:39.988Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:39.994Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:44:40.002Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:40.009Z] [STDOUT]     \"x-client-request-id\": \"f07c1fb5-b2a8-48f9-ba05-9f949b1fa313\",\n[2026-09-29T07:44:40.021Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:40.033Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:40.040Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:40.049Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:40.057Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:40.061Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:40.064Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:40.069Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:40.074Z] [STDOUT]   },\n[2026-09-29T07:44:40.081Z] [STDOUT] }\n[2026-09-29T07:44:40.089Z] [INFO] {\n[2026-09-29T07:44:40.089Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"message\": {\n[2026-09-29T07:44:40.089Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:40.089Z] [INFO]     \"id\": \"msg_011CfXMhHLh7N34YchACBcQf\",\n[2026-09-29T07:44:40.089Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:40.089Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:40.089Z] [INFO]     \"content\": [\n[2026-09-29T07:44:40.089Z] [INFO]       {\n[2026-09-29T07:44:40.089Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:40.089Z] [INFO]         \"id\": \"toolu_01YcM1CxK6pFcict24td2771\",\n[2026-09-29T07:44:40.089Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:40.089Z] [INFO]         \"input\": {\n[2026-09-29T07:44:40.089Z] [INFO]           \"command\": \"cat /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bd81ljdck.txt | sed -n 20,120p\",\n[2026-09-29T07:44:40.089Z] [INFO]           \"description\": \"Read runs README part\"\n[2026-09-29T07:44:40.089Z] [INFO]         },\n[2026-09-29T07:44:40.089Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:40.089Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:40.089Z] [INFO]         }\n[2026-09-29T07:44:40.089Z] [INFO]       }\n[2026-09-29T07:44:40.089Z] [INFO]     ],\n[2026-09-29T07:44:40.089Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:40.089Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:40.089Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:40.089Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:40.089Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:40.089Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:40.089Z] [INFO]       \"cache_creation_input_tokens\": 1070,\n[2026-09-29T07:44:40.089Z] [INFO]       \"cache_read_input_tokens\": 23633,\n[2026-09-29T07:44:40.089Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:40.089Z] [INFO]         \"ephemeral_5m_input_tokens\": 1070,\n[2026-09-29T07:44:40.089Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:40.089Z] [INFO]       },\n[2026-09-29T07:44:40.089Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:44:40.089Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:40.089Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:40.089Z] [INFO]     },\n[2026-09-29T07:44:40.089Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:40.089Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:40.089Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:40.089Z] [INFO]   },\n[2026-09-29T07:44:40.089Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"uuid\": \"293ba5b7-6a58-45f9-87f4-e359a2b7374d\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:39.438Z\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"request_id\": \"req_011CfXMhGuttdFCJU6UvCmRk\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:40.089Z] [INFO] }\n[2026-09-29T07:44:40.105Z] [INFO] {\n[2026-09-29T07:44:40.105Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"description\": \"Running Read runs README part\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"usage\": {\n[2026-09-29T07:44:40.105Z] [INFO]     \"total_tokens\": 24851,\n[2026-09-29T07:44:40.105Z] [INFO]     \"tool_uses\": 6,\n[2026-09-29T07:44:40.105Z] [INFO]     \"duration_ms\": 17145\n[2026-09-29T07:44:40.105Z] [INFO]   },\n[2026-09-29T07:44:40.105Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"uuid\": \"ee129f24-fee3-4fe1-a4b4-64ace4dec318\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:40.105Z] [INFO] }\n[2026-09-29T07:44:40.111Z] [STDOUT] [log_2c4eec, request-id: \"req_011CfXMhMXxaAgYKhWfVKz7E\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1134ms\n[2026-09-29T07:44:40.118Z] [STDOUT] [log_2c4eec] response start {\n[2026-09-29T07:44:40.122Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:40.128Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:40.141Z] [STDOUT]   headers: {\n[2026-09-29T07:44:40.154Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:40.165Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:40.178Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:40.190Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:40.198Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:40.204Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:40.215Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:40.226Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:40.264Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:40.269Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:40.280Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:40.285Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:40.300Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:40.317Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:40.330Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:40.343Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:40.354Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:40.366Z] [STDOUT]     \"cf-ray\": \"a4295d215ce129ad-FRA\",\n[2026-09-29T07:44:40.371Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:40.382Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:40.391Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:40.411Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:40.429Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:39 GMT\",\n[2026-09-29T07:44:40.440Z] [STDOUT]     \"request-id\": \"req_011CfXMhMXxaAgYKhWfVKz7E\",\n[2026-09-29T07:44:40.447Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:40.454Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:40.461Z] [STDOUT]     traceresponse: \"00-e2de3f7302996b6493db574cbb76b1d7-1418459d91e7d195-01\",\n[2026-09-29T07:44:40.470Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:40.480Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:40.486Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:40.488Z] [STDOUT]   },\n[2026-09-29T07:44:40.493Z] [STDOUT]   durationMs: 1134,\n[2026-09-29T07:44:40.499Z] [STDOUT] }\n[2026-09-29T07:44:40.504Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:40.509Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:39 GMT\",\n[2026-09-29T07:44:40.513Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:40.524Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:40.536Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:40.547Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:40.553Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:40.560Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:40.569Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:40.586Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:40.602Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:40.609Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:40.617Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:40.623Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:40.627Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:40.633Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:40.636Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:40.641Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:40.649Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:40.655Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:40.665Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:40.678Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:40.683Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:40.690Z] [STDOUT]   \"request-id\": \"req_011CfXMhMXxaAgYKhWfVKz7E\",\n[2026-09-29T07:44:40.697Z] [STDOUT]   \"traceresponse\": \"00-e2de3f7302996b6493db574cbb76b1d7-1418459d91e7d195-01\",\n[2026-09-29T07:44:40.703Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:40.705Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:40.710Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:40.724Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:40.737Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:40.742Z] [STDOUT]   \"cf-ray\": \"a4295d215ce129ad-FRA\",\n[2026-09-29T07:44:40.746Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:40.753Z] [STDOUT] [log_2c4eec] response parsed {\n[2026-09-29T07:44:40.758Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:40.766Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:40.771Z] [STDOUT]   body: X {\n[2026-09-29T07:44:40.784Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:40.793Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:40.797Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:40.808Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:40.812Z] [STDOUT]     },\n[2026-09-29T07:44:40.816Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:40.822Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:40.831Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:40.836Z] [STDOUT]   },\n[2026-09-29T07:44:40.844Z] [STDOUT]   durationMs: 1135,\n[2026-09-29T07:44:40.855Z] [STDOUT] }\n[2026-09-29T07:44:40.861Z] [INFO] {\n[2026-09-29T07:44:40.861Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"message\": {\n[2026-09-29T07:44:40.861Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:40.861Z] [INFO]     \"id\": \"msg_011CfXMhJ4r3mTEusbtNE7qJ\",\n[2026-09-29T07:44:40.861Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:40.861Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:40.861Z] [INFO]     \"content\": [\n[2026-09-29T07:44:40.861Z] [INFO]       {\n[2026-09-29T07:44:40.861Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:40.861Z] [INFO]         \"id\": \"toolu_0114rB8o75eiwaN4v8o8EDtu\",\n[2026-09-29T07:44:40.861Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:40.861Z] [INFO]         \"input\": {\n[2026-09-29T07:44:40.861Z] [INFO]           \"command\": \"git diff --stat main origin/issue-639-405767e7672e | tail -30; git merge-base main origin/issue-639-405767e7672e; git log --oneline main -1; git diff --stat main...origin/issue-639-405767e7672e | tail -30\",\n[2026-09-29T07:44:40.861Z] [INFO]           \"description\": \"Full diff stat vs branch\"\n[2026-09-29T07:44:40.861Z] [INFO]         },\n[2026-09-29T07:44:40.861Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:40.861Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:40.861Z] [INFO]         }\n[2026-09-29T07:44:40.861Z] [INFO]       }\n[2026-09-29T07:44:40.861Z] [INFO]     ],\n[2026-09-29T07:44:40.861Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:40.861Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:40.861Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:40.861Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:40.861Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:40.861Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:40.861Z] [INFO]       \"cache_creation_input_tokens\": 565,\n[2026-09-29T07:44:40.861Z] [INFO]       \"cache_read_input_tokens\": 11031,\n[2026-09-29T07:44:40.861Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:40.861Z] [INFO]         \"ephemeral_5m_input_tokens\": 565,\n[2026-09-29T07:44:40.861Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:40.861Z] [INFO]       },\n[2026-09-29T07:44:40.861Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:44:40.861Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:40.861Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:40.861Z] [INFO]     },\n[2026-09-29T07:44:40.861Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:40.861Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:40.861Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:40.861Z] [INFO]   },\n[2026-09-29T07:44:40.861Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"uuid\": \"6ea1212b-fd45-436d-8537-b03d7aedd716\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:39.864Z\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"request_id\": \"req_011CfXMhHTPdDqPpMcvXMSf1\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:40.861Z] [INFO] }\n[2026-09-29T07:44:40.876Z] [INFO] {\n[2026-09-29T07:44:40.876Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"description\": \"Running Full diff stat vs branch\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"usage\": {\n[2026-09-29T07:44:40.876Z] [INFO]     \"total_tokens\": 11688,\n[2026-09-29T07:44:40.876Z] [INFO]     \"tool_uses\": 3,\n[2026-09-29T07:44:40.876Z] [INFO]     \"duration_ms\": 10591\n[2026-09-29T07:44:40.876Z] [INFO]   },\n[2026-09-29T07:44:40.876Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"uuid\": \"b1c515c2-c5f5-4841-8659-74a22072f5e6\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:40.876Z] [INFO] }\n[2026-09-29T07:44:41.029Z] [INFO] {\n[2026-09-29T07:44:41.029Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:41.029Z] [INFO]   \"message\": {\n[2026-09-29T07:44:41.029Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:41.029Z] [INFO]     \"content\": [\n[2026-09-29T07:44:41.029Z] [INFO]       {\n[2026-09-29T07:44:41.029Z] [INFO]         \"tool_use_id\": \"toolu_01YcM1CxK6pFcict24td2771\",\n[2026-09-29T07:44:41.029Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:41.029Z] [INFO]         \"content\": \"\u0417\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043f\u0440\u043e\u0433\u043e\u043d \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435; \u043f\u0440\u0438 \u0443\u043a\u0430\u0437\u0430\u043d\u0438\u0438\\n\u0442\u043e\u043a\u0435\u043d\u043e\u0432 MUST \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c\u0441\u044f `token_method`, \u0430 \u043f\u0440\u0438 `success_rate` \u2014\\n`success_rate_basis` (\u043d\u0430 \u0447\u0451\u043c \u043f\u043e\u0441\u0447\u0438\u0442\u0430\u043d\u0430 \u0434\u043e\u043b\u044f). \u041f\u0440\u0438\u043c\u0435\u0440 \u2014\\n[`2026/RUN-0018/metadata.yaml`](2026/RUN-0018/metadata.yaml).\\n\\n## \u0422\u0438\u043f\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\n\\n| `run_type` | \u0417\u0430\u0447\u0435\u043c \u043f\u0440\u043e\u0433\u043e\u043d | \u0427\u0442\u043e \u043a\u043b\u0430\u0434\u0451\u043c \u0432 `outputs/` | \u041f\u043e \u0447\u0435\u043c\u0443 \u0441\u0443\u0434\u0438\u043c \u043e\u0431 \u0443\u0441\u043f\u0435\u0445\u0435 | \u041f\u0440\u0438\u043c\u0435\u0440 |\\n| --- | --- | --- | --- | --- |\\n| `execution` | \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442. | \u0424\u0422, \u0422\u0417, User Story, \u043c\u0430\u0442\u0440\u0438\u0446\u0430 UC, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442. | \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 acceptance criteria. | [`RUN-0012`](2026/RUN-0012/metadata.yaml) \u2014 \u0424\u0422 \u043f\u043e BCREQ-1069. |\\n| `statistics` | \u041d\u0430\u043a\u043e\u043f\u0438\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u043e \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u043e \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0438 \u00ab\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u2194 \u0418\u0418\u00bb. | \u0417\u0430\u043c\u0435\u0440\u044b, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438. | \u0417\u043d\u0430\u0447\u0438\u043c\u043e\u0441\u0442\u044c \u0432\u044b\u0431\u043e\u0440\u043a\u0438, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0442\u0438\u043f\u043e\u0432 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u044b. | [`RUN-0009`](2026/RUN-0009/metadata.yaml) \u2014 A/B \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432. |\\n| `legacy` | \u0417\u0430\u043f\u0438\u0441\u044c, \u0442\u0438\u043f \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043d\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. | \u2014 | \u041d\u0435 \u0443\u0447\u0430\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0432\u044b\u0431\u043e\u0440\u043a\u0435. | \u2014 |\\n\\n### \u041a\u0430\u043a \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u0442\u0438\u043f\\n\\n\u0422\u0438\u043f \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 **\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0446\u0435\u043b\u0438 \u0432 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0437\u0430\u0434\u0430\u0447\u0438** (issue), \u0430 \u043d\u0435 \u0438\u0437 \u0441\u043e\u0441\u0442\u0430\u0432\u0430\\n\u0444\u0430\u0439\u043b\u043e\u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430:\\n\\n| \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u0446\u0435\u043b\u0438 | \u0422\u0438\u043f |\\n| --- | --- |\\n| \u00ab\u0417\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u00ab\u0441\u043e\u0431\u0440\u0430\u0442\u044c \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\u00bb, \u00ab\u043d\u0430\u043a\u043e\u043f\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430\u00bb | `statistics` |\\n| \u00ab\u0412\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u00bb, \u00ab\u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0424\u0422/\u0422\u0417/\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u00bb, \u00ab\u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb | `execution` |\\n\\n\u041d\u0430\u043b\u0438\u0447\u0438\u0435 \u0424\u0422 \u0438\u043b\u0438 \u043c\u0430\u0442\u0440\u0438\u0446\u044b UC \u0432 `outputs/` \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0440\u043e\u0433\u043e\u043d `execution` \u2014 \u0432\\n\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435\u043c \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0439 \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0438, \u0430 \u043d\u0435\\n\u0446\u0435\u043b\u044c\u044e \u0437\u0430\u0434\u0430\u0447\u0438. \u041f\u043e\u043b\u043d\u044b\u0439 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0445 \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u2014\\n[`standards/runs-contract-standard.md`](../standards/runs-contract-standard.md#\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439-\u0432\u044b\u0431\u043e\u0440\u0430-\u0442\u0438\u043f\u0430-\u043f\u0440\u043e\u0433\u043e\u043d\u0430).\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438 \u0434\u0432\u0443\u0445 \u0442\u0438\u043f\u043e\u0432 \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u044e\u0442\u0441\u044f: \u0432\u044b\u0431\u043e\u0440\u043a\u0430 \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0438\u0437\\n\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e `run_type`. \u0415\u0441\u043b\u0438 \u0438\u0437 \u043f\u0440\u043e\u0433\u043e\u043d\u0430-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u044e\u0442\u0441\u044f \u0434\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f\\n\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438, \u043e\u043d\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c \u0441 `run_type: statistics` \u0438\\n\u0441\u0441\u044b\u043b\u043a\u043e\u0439 `related_runs`.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n\\n\u041f\u0440\u043e\u0433\u043e\u043d\u044b **\u043d\u0435 \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u044e\u0442** \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432:\\n\\n- \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0444\u0430\u0439\u043b\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u043d\u0443\u0442\u0440\u0438 `runs/YYYY/RUN-XXXX/`;\\n- \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 `prompts/`, `kb/`, `site/data/`, `patterns/`;\\n- \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0430 \u0432\\n  `related_artifacts`;\\n- \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 \u0432\u0435\u0431-\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u0435\u0442 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\\n  \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0439 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438.\\n\\n## \u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432\\n\\n| \u041f\u043e\u0434\u043a\u0430\u0442\u0430\u043b\u043e\u0433 | \u0427\u0442\u043e \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f |\\n| --- | --- |\\n| `inputs/` | \u0421\u044b\u0440\u043e\u0439 \u0432\u0445\u043e\u0434, \u0432\u044b\u0434\u0435\u0440\u0436\u043a\u0438 \u0411\u0417, \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0436\u043d\u043e \u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438. |\\n| `outputs/` | \u0418\u0442\u043e\u0433\u043e\u0432\u044b\u0435 \u0438 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430. |\\n| `feedback/` | \u041a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0438 \u0440\u0435\u0432\u044c\u044e, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0443. |\\n| `logs/` | \u041b\u043e\u0433\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430, \u043c\u0435\u0442\u0440\u0438\u043a\u0438, \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0436\u0443\u0440\u043d\u0430\u043b\u044b. |\\n\\n\u0415\u0441\u043b\u0438 \u043f\u043e\u0434\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\u043a\u0430 \u043f\u0443\u0441\u0442\u043e\u0439, \u043e\u043d \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 `.gitkeep`, \u0447\u0442\u043e\u0431\u044b \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\\n\u043a\u0430\u0436\u0434\u043e\u0433\u043e run \u0431\u044b\u043b\u0430 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e\u0439.\\n\\n## \u0420\u0435\u0435\u0441\u0442\u0440 \u0437\u0430\u043f\u0438\u0441\u0435\u0439\\n\\n`RUN-0001`\u2013`RUN-0012` \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 Phase 0 (issue #123); \u043f\u043e\u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0437\u0430\u043f\u0438\u0441\u0438\\n\u0441\u043e\u0437\u0434\u0430\u044e\u0442\u0441\u044f \u0441\u0440\u0430\u0437\u0443 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443.\\n\\n| Run | \u0414\u0430\u0442\u0430 | `run_type` | \u041f\u0440\u043e\u0446\u0435\u0441\u0441 | \u041e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 |\\n| --- | --- | --- | --- | --- |\\n| [`RUN-0001`](2026/RUN-0001/metadata.yaml) | 2026-05-26 | `execution` | prompt-experiment | [`tz-stats-prototype-2026-05.md`](2026/RUN-0001/outputs/tz-stats-prototype-2026-05.md) |\\n| [`RUN-0002`](2026/RUN-0002/metadata.yaml) | 2026-05-26 | `execution` | user-story-generation | [`user-story_gen-from-raw-request_2026-05-26.md`](2026/RUN-0002/outputs/user-story_gen-from-raw-request_2026-05-26.md) |\\n| [`RUN-0003`](2026/RUN-0003/metadata.yaml) | 2026-05-26 | `execution` | usecase-generation | [`usecase_gen-stepwise-alignment_2026-05-26.md`](2026/RUN-0003/outputs/usecase_gen-stepwise-alignment_2026-05-26.md) |\\n| [`RUN-0004`](2026/RUN-0004/metadata.yaml) | 2026-05-26 | `statistics` | prompt-audit | [`prompts-audit-2026-05-26.md`](2026/RUN-0004/outputs/prompts-audit-2026-05-26.md) |\\n| [`RUN-0005`](2026/RUN-0005/metadata.yaml) | 2026-05-26 | `statistics` | prompt-selftest | [`prompts-selftest-2026-05-26.md`](2026/RUN-0005/outputs/prompts-selftest-2026-05-26.md) |\\n| [`RUN-0006`](2026/RUN-0006/metadata.yaml) | 2026-06-13 | `execution` | session-debug-documentation | [`session-debug-summarizer-2026-06-13.md`](2026/RUN-0006/outputs/session-debug-summarizer-2026-06-13.md) |\\n| [`RUN-0007`](2026/RUN-0007/metadata.yaml) | 2026-06-16 | `execution` | fr-generation | [`fr-generation-1027-live_2026-06-16.md`](2026/RUN-0007/outputs/fr-generation-1027-live_2026-06-16.md) |\\n| [`RUN-0008`](2026/RUN-0008/metadata.yaml) | 2026-06-16 | `statistics` | kb-citation-check | [`kb-citation-check-2026-06-16.md`](2026/RUN-0008/outputs/kb-citation-check-2026-06-16.md) |\\n| [`RUN-0009`](2026/RUN-0009/metadata.yaml) | 2026-06-16 | `statistics` | industry-standards-ab-check | [`standards-applied-ab-2026-06-16.md`](2026/RUN-0009/outputs/standards-applied-ab-2026-06-16.md) |\\n| [`RUN-0010`](2026/RUN-0010/metadata.yaml) | 2026-06-17 | `statistics` | bcreq-1025-email-routing | [`2026-06-17-bcreq-1025-email-routing.md`](2026/RUN-0010/outputs/2026-06-17-bcreq-1025-email-routing.md), [`analysis-bcreq-1025-2026-06-17.md`](2026/RUN-0010/outputs/analysis-bcreq-1025-2026-06-17.md) |\\n| [`RUN-0011`](2026/RUN-0011/metadata.yaml) | 2026-06-18 | `execution` | multichannel-agent-workload | [`outputs/README.md`](2026/RUN-0011/outputs/README.md), [`logs/experiment-log.md`](2026/RUN-0011/logs/experiment-log.md) |\\n| [`RUN-0012`](2026/RUN-0012/metadata.yaml) | 2026-07-14 | `execution` | bcreq-1069-restricted-api-key | [`outputs/final-artifact.md`](2026/RUN-0012/outputs/final-artifact.md), [`outputs/README.md`](2026/RUN-0012/outputs/README.md) |\\n| [`RUN-0013`](2026/RUN-0013/metadata.yaml) | 2026-07-31 | `statistics` | bcreq-1059-multichannel-slots-limits | [`outputs/final-artifact.md`](2026/RUN-0013/outputs/final-artifact.md), [`outputs/README.md`](2026/RUN-0013/outputs/README.md) |\\n| [`RUN-0014`](2026/RUN-0014/metadata.yaml) | 2026-07-24 | `statistics` | task-1075-amocrm-deal-on-call | [`outputs/README.md`](2026/RUN-0014/outputs/README.md), [`outputs/final-artifact.md`](2026/RUN-0014/outputs/final-artifact.md), [`feedback/ba-review.md`](2026/RUN-0014/feedback/ba-review.md) |\\n| [`RUN-0015`](2026/RUN-0015/metadata.yaml) | 2026-08-21 | `statistics` | fr-validation-57204-ivr-scheme-amocrm-rule | [`outputs/README.md`](2026/RUN-0015/outputs/README.md), [`outputs/quality-findings.md`](2026/RUN-0015/outputs/quality-findings.md), [`outputs/final-artifact.md`](2026/RUN-0015/outputs/final-artifact.md), [`logs/metrics.md`](2026/RUN-0015/logs/metrics.md) |\\n| [`RUN-0016`](2026/RUN-0016/metadata.yaml) | 2026-08-21 | `statistics` | fr-drafting-58093-amocrm-deal-card-new-tab | [`outputs/README.md`](2026/RUN-0016/outputs/README.md), [`outputs/quality-findings.md`](2026/RUN-0016/outputs/quality-findings.md), [`logs/metrics.md`](2026/RUN-0016/logs/metrics.md) |\\n| [`RUN-0017`](2026/RUN-0017/metadata.yaml) | 2026-07-24 | `statistics` | task-1076-vks-artifacts-bpmsoft | [`outputs/README.md`](2026/RUN-0017/outputs/README.md), [`outputs/final-artifact.md`](2026/RUN-0017/outputs/final-artifact.md) |\\n| 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\u0434\u0432\u0438\u0436\u043a\u0430, \u043d\u0435 \u043d\u0430\u0437\u0432\u0430\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0440\u043e\u043b\u044c \u0437\u0430\u043f\u043e\u043b\u043d\u0438\u043b \u0442\u043e\u0442, \u043a\u0442\u043e\\n415\\t   \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u0440\u044f\u0434\u043e\u043c: \u0411\u0410 \u0438\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u044c. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b [\u0413-26](#\u0433-26), [\u0413-36](#\u0433-36),\\n416\\t   [\u0413-40](#\u0433-40).\\n417\\t8. **\u0413\u0435\u0439\u0442 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430.** \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n418\\t   \u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `script_invoked`, \u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u0435\u0441\u044c \u043f\u0430\u043a\u0435\u0442;\\n419\\t   \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 \u0440\u0430\u0441\u0442\u0451\u0442 \u0432\u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0448\u0430\u0433\u043e\u0432. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n420\\t   [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30).\\n421\\t9. **\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0435 \u0438\u043c\u0435\u044e\u0442 \u0442\u0440\u0438\u0433\u0433\u0435\u0440\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430.** \u041f\u043b\u0430\u043d n8n \u0441\u043d\u044f\u0442\\n422\\t   \u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438, \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a \u043e\u0442\u043b\u043e\u0436\u0435\u043d \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u043e\u043f\u0440\u043e\u0441\\n423\\t   \u00ab\u0430 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043b\u0438 n8n\u00bb \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n424\\t   [\u0413-50](#\u0433-50), [\u0413-54](#\u0433-54).\\n425\\t\\n426\\t## \u041a\u0430\u043a \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443: \u0432\u044b\u0431\u043e\u0440 \u0441\u0440\u0435\u0434\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\\n427\\t\\n428\\t\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 (\u043f\u0440\u0430\u0432\u0438\u043b\u0430 1\u20137).\\n429\\t\\n430\\t8. **\u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0440\u043e\u043b\u0438 \u043d\u0430\u0437\u043e\u0432\u0438\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u043e\u0434\u0435\u043b\u044c, \u0430\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430,\\n431\\t   \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0433\u0435\u0439\u0442\u043e\u0432, \u043a\u0430\u043d\u0430\u043b\\n432\\t   \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f. \u0415\u0441\u043b\u0438 \u0432 \u0441\u0442\u0440\u043e\u043a\u0435 \u043f\u0443\u0441\u0442\u043e \u0438\u043b\u0438 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u00bb \u2014\\n433\\t   \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 \u043d\u0435\u0442 ([\u0413-26](#\u0433-26)).\\n434\\t9. **\u0421\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0439\u0442\u0435, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0433\u0435\u0439\u0442.** \u00abG-mach \u043f\u0440\u043e\u0448\u0451\u043b\u00bb \u043c\u043e\u0436\u0435\u0442\\n435\\t   \u0437\u043d\u0430\u0447\u0438\u0442\u044c \u00ab\u043f\u0430\u043a\u0435\u0442 \u0446\u0435\u043b\u00bb, \u0430 \u043d\u0435 \u00ab\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 \u0432\u0435\u0440\u0435\u043d\u00bb. \u0422\u0440\u0435\u0431\u0443\u0439\u0442\u0435 \u0432 \u0437\u0430\u0434\u0430\u0447\u0435:\\n436\\t   \u00ab\u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 X \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 X \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 Y\u00bb ([\u0413-29](#\u0433-29)).\\n437\\t10. **\u041e\u0442\u0434\u0435\u043b\u044f\u0439\u0442\u0435 \u044f\u0434\u0440\u043e \u043e\u0442 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438.** \u042f\u0434\u0440\u043e \u2014 \u0433\u0440\u0430\u0444, \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b,\\n438\\t    \u0436\u0443\u0440\u043d\u0430\u043b; \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u2014 \u0447\u0430\u0442, \u0444\u043e\u0440\u043c\u044b, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n439\\t    \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0439\u0442\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c: \u00ab\u0433\u0434\u0435 \u0431\u0443\u0434\u0435\u0442 \u0436\u0438\u0442\u044c \u0433\u0440\u0430\u0444 \u0438 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0443 \u043d\u0435\u0433\u043e \u0431\u0443\u0434\u0435\u0442\\n440\\t    \u043a\u043e\u043f\u0438\u0439?\u00bb \u0415\u0441\u043b\u0438 \u043e\u0442\u0432\u0435\u0442 \u2014 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u0430 \u043a\u043e\u043f\u0438\u044f \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0435\u00bb, \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n441\\t    \u0433\u043e\u0434\u0438\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0443 ([\u0413-47](#\u0433-47)).\\n442\\t11. **\u041b\u044e\u0431\u043e\u0435 \u00ab\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430.** \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u0434\u043e\\n443\\t    \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u044f \u0432\u0442\u043e\u0440\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u00bb \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e; \u00ab\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u043a\u0430\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0435\u00bb\\n444\\t    \u2014 \u043d\u0435\u0442 ([\u0413-54](#\u0433-54)).\\n445\\t12. **\u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u043f\u043e\u0442\u043e\u043c \u0432\u044b\u0431\u0438\u0440\u0430\u0439\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.**\\n446\\t    \u0415\u0441\u0442\u044c \u043b\u0438 \u0443 \u0441\u0440\u0435\u0434\u044b API \u043c\u043e\u0434\u0435\u043b\u0438, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0435\u0440\u0432\u0435\u0440, \u043a\u0430\u043a\u0438\u0435 \u043e\u0431\u0440\u0430\u0437\u044b\\n447\\t    \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u0418\u043d\u0430\u0447\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014\\n448\\t    \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c ([\u0413-42](#\u0433-42), [\u0413-43](#\u0433-43)).\\n449\\t\\n450\\t## \u0412\u044b\u0432\u043e\u0434: \u0432\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435\\n451\\t\\n452\\t**\u0412\u0435\u043a\u0442\u043e\u0440 \u0432\u0435\u0440\u043d\u044b\u0439, \u043d\u043e \u0443 \u043d\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u043b\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0432\u0435\u043d\u0430.** Source \u2192\\n453\\tDistribution \u2192 Runtime \u2192 Feedback \u043f\u043e\\n454\\t[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n455\\t\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 \u0442\u0435\u043e\u0440\u0438\u044e \u043e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. \u041d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0435\u0435 \u0437\u0432\u0435\u043d\u043e \u2014 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n456\\t\u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438. \u0415\u0433\u043e \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n457\\t\u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c; \u0435\u0433\u043e \u043d\u0443\u0436\u043d\u043e \u0434\u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0438\u0437 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runner GigaCode. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n458\\t\u0434\u0432\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u044d\u0442\u043e \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f: \u0441\u043d\u0430\u0447\u0430\u043b\u0430 runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n459\\t\u043c\u0435\u0441\u0442\u0435, \u0437\u0430\u0442\u0435\u043c \u0442\u043e\u0442 \u0436\u0435 runner \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435.\\n460\\t\\n461\\t**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435.** \u041f\u0430\u043a\u0435\u0442 Cline \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u043c\u0438 \u043f\u0435\u0440\u0432\u043e\u0439\\n462\\t\u0447\u0430\u0441\u0442\u0438. Runner GigaCode \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432, \u043d\u043e \u043d\u0435 \u043a \u0437\u0430\u043c\u0435\u0440\u0430\u043c \u043f\u0438\u043b\u043e\u0442\u0430:\\n463\\t\u043f\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0430\u043a\u0435\u0442\u0430, \u0437\u0430\u043c\u0435\u0440 `deterministic_share` \u043d\u0438\u0447\u0435\u0433\u043e\\n464\\t\u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0448\u0430\u0433\u043e\u0432 ([\u0413-30](#\u0433-30)). \u0414\u043e \u043f\u0435\u0440\u0432\u044b\u0445 10 \u0437\u0430\u0434\u0430\u0447 \u043f\u0438\u043b\u043e\u0442\u0430\\n465\\tADR-018 \u043d\u0443\u0436\u043d\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f 1.1\u20131.3 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1.\\n466\\t\\n467\\t## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430\\n468\\t\\n469\\t\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0432\u0445\u043e\u0434 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.\\n470\\t\\n471\\t| \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 | \u0427\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c | \u0422\u0438\u043f | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b | \u0417\u0430\u0434\u0430\u0447\u0430 \u0431\u044d\u043a\u043b\u043e\u0433\u0430 |\\n472\\t|-----------|-------------|-----|----------|----------------|\\n473\\t| 1 | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-28](#\u0433-28) | B-211 |\\n474\\t| 1 | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430; \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0432\u044b\u0445\u043e\u0434\u044b | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source | [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30) | B-212 |\\n475\\t| 1 | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-31](#\u0433-31), [\u0413-32](#\u0433-32), [\u0413-34](#\u0433-34) | B-213 |\\n476\\t| 1 | \u0420\u0435\u0448\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 `EP-R7` | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | [\u0413-33](#\u0433-33) | B-214 |\\n477\\t| 2 | \u041d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c | [\u0413-26](#\u0433-26), [\u0413-27](#\u0433-27) | B-215 |\\n478\\t| 2 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0434\u043b\u044f \u043f\u0430\u043a\u0435\u0442\u043e\u0432 GigaCode \u0438 Cline; \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `next` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-40](#\u0433-40) | B-216 |\\n479\\t| 2 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c GigaCode CLI: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c | [\u0413-42](#\u0433-42) | B-217 |\\n480\\t| 3 | RFC \u0441\u0440\u0435\u0434\u044b 4: \u0441\u043b\u0443\u0436\u0431\u0430 runner, Postgres, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410, \u043c\u0435\u0441\u0442\u043e n8n; \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0434\u0432\u0438\u0436\u043a\u0430 | \u0412\u044b\u0431\u043e\u0440 | [\u0413-43](#\u0433-43)\u2026[\u0413-54](#\u0433-54) | B-218 |\\n481\\t\\n482\\t\u0417\u0430\u0434\u0430\u0447\u0438 B-211\u2026B-218 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0432\\n483\\t[\u0421\u043f\u0440\u0438\u043d\u0442 26 \u0431\u044d\u043a\u043b\u043e\u0433\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md)\\n484\\t\u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `TODO` \u0438 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u043e\u043c `null`: \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a.\\n485\\t\\n486\\t## \u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435\\n487\\t\\n488\\t```bash\\n489\\tpip install -r projects/ba-ai-process/dist/execution-package-gigacode-cli/requirements.txt\\n490\\tpython3 projects/ba-ai-process/experiments/issue_639_runner_probes.py\\n491\\t```\\n492\\t\\n493\\t\u0421\u043a\u0440\u0438\u043f\u0442 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 GigaCode \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443 \u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\\n494\\t\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439. `P10` \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3 \u043f\u043e\u0441\u043b\u0435\\n495\\t\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e n0; `P11` \u2014 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b YAML \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u0435\u0442\u043e\u043a \u0432 Python; `P12` \u2014\\n496\\t\u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0438 \u043f\u043e\u0432\u0442\u043e\u0440 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439. \u0412\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\n497\\t\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b 2026-09-29; \u0432\u0435\u0440\u0441\u0438\u0438: n8n 2.40.7, Cline 4.1.21, Open WebUI 0.11.4.\\n498\\t\\n499\\t## Related Artifacts\\n500\\t\\n501\\t- [Issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639) \u0438 [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432 PR #643](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620) \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 \u0438 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u043e\u0445\u0432\u0430\u0442\u0430.\\n502\\t- [\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c: \u043f\u0430\u043a\u0435\u0442 Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md) \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25.\\n503\\t- [\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0440\u0430\u043c\u043a\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 `EP-R1`\u2026`EP-R9`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md).\\n504\\t- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md), [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md), [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md) \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u0440\u0435\u0434.\\n505\\t- [Issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615) \u2014 \u0441\u0440\u0435\u0434\u044b 1\u20134.\\n506\\t- [RFC \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md) \u2014 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C.\\n507\\t- [\u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md) \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u0430\u044f 2026 \u043f\u0440\u043e n8n: [\u0434\u043e\u0440\u043e\u0436\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430 RAG](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md), [\u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md).\\n508\\t- [\u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py) \u0438 [\u0436\u0443\u0440\u043d\u0430\u043b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n509\\t\"\n[2026-09-29T07:44:41.345Z] [INFO]       }\n[2026-09-29T07:44:41.345Z] [INFO]     ]\n[2026-09-29T07:44:41.345Z] [INFO]   },\n[2026-09-29T07:44:41.345Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:41.345Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:41.345Z] [INFO]   \"uuid\": \"74a907b4-f7a7-41ee-a763-c651a829c607\",\n[2026-09-29T07:44:41.345Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:41.096Z\",\n[2026-09-29T07:44:41.345Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:41.345Z] [INFO]     \"type\": \"text\",\n[2026-09-29T07:44:41.345Z] [INFO]     \"file\": {\n[2026-09-29T07:44:41.345Z] [INFO]       \"filePath\": \"/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/b7ejdco20.txt\",\n[2026-09-29T07:44:41.345Z] [INFO]       \"content\": \"   \u043d\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0438 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u0440\u0435\u0448\u0438\u043b \u0432\u043e\u043f\u0440\u043e\u0441 \u043f\u043e\u043a\u0443\u043f\u043a\u0438\\n   \u0434\u0432\u0438\u0436\u043a\u0430, \u043d\u0435 \u043d\u0430\u0437\u0432\u0430\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0440\u043e\u043b\u044c \u0437\u0430\u043f\u043e\u043b\u043d\u0438\u043b \u0442\u043e\u0442, \u043a\u0442\u043e\\n   \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u0440\u044f\u0434\u043e\u043c: \u0411\u0410 \u0438\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u044c. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b [\u0413-26](#\u0433-26), [\u0413-36](#\u0433-36),\\n   [\u0413-40](#\u0433-40).\\n8. **\u0413\u0435\u0439\u0442 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430.** \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n   \u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `script_invoked`, \u043d\u043e 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\u043e\u0442\u043b\u043e\u0436\u0435\u043d \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u043e\u043f\u0440\u043e\u0441\\n   \u00ab\u0430 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043b\u0438 n8n\u00bb \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n   [\u0413-50](#\u0433-50), [\u0413-54](#\u0433-54).\\n\\n## \u041a\u0430\u043a \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443: \u0432\u044b\u0431\u043e\u0440 \u0441\u0440\u0435\u0434\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\\n\\n\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 (\u043f\u0440\u0430\u0432\u0438\u043b\u0430 1\u20137).\\n\\n8. **\u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0440\u043e\u043b\u0438 \u043d\u0430\u0437\u043e\u0432\u0438\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u043e\u0434\u0435\u043b\u044c, \u0430\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430,\\n   \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0433\u0435\u0439\u0442\u043e\u0432, \u043a\u0430\u043d\u0430\u043b\\n   \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f. \u0415\u0441\u043b\u0438 \u0432 \u0441\u0442\u0440\u043e\u043a\u0435 \u043f\u0443\u0441\u0442\u043e \u0438\u043b\u0438 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u00bb \u2014\\n   \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 \u043d\u0435\u0442 ([\u0413-26](#\u0433-26)).\\n9. **\u0421\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0439\u0442\u0435, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0433\u0435\u0439\u0442.** \u00abG-mach \u043f\u0440\u043e\u0448\u0451\u043b\u00bb \u043c\u043e\u0436\u0435\u0442\\n   \u0437\u043d\u0430\u0447\u0438\u0442\u044c \u00ab\u043f\u0430\u043a\u0435\u0442 \u0446\u0435\u043b\u00bb, \u0430 \u043d\u0435 \u00ab\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 \u0432\u0435\u0440\u0435\u043d\u00bb. \u0422\u0440\u0435\u0431\u0443\u0439\u0442\u0435 \u0432 \u0437\u0430\u0434\u0430\u0447\u0435:\\n   \u00ab\u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 X \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 X \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 Y\u00bb ([\u0413-29](#\u0433-29)).\\n10. **\u041e\u0442\u0434\u0435\u043b\u044f\u0439\u0442\u0435 \u044f\u0434\u0440\u043e \u043e\u0442 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438.** \u042f\u0434\u0440\u043e \u2014 \u0433\u0440\u0430\u0444, \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b,\\n    \u0436\u0443\u0440\u043d\u0430\u043b; \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u2014 \u0447\u0430\u0442, \u0444\u043e\u0440\u043c\u044b, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n    \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0439\u0442\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c: \u00ab\u0433\u0434\u0435 \u0431\u0443\u0434\u0435\u0442 \u0436\u0438\u0442\u044c \u0433\u0440\u0430\u0444 \u0438 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0443 \u043d\u0435\u0433\u043e \u0431\u0443\u0434\u0435\u0442\\n    \u043a\u043e\u043f\u0438\u0439?\u00bb \u0415\u0441\u043b\u0438 \u043e\u0442\u0432\u0435\u0442 \u2014 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u0430 \u043a\u043e\u043f\u0438\u044f \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0435\u00bb, \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n    \u0433\u043e\u0434\u0438\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0443 ([\u0413-47](#\u0433-47)).\\n11. **\u041b\u044e\u0431\u043e\u0435 \u00ab\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430.** \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u0434\u043e\\n    \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u044f \u0432\u0442\u043e\u0440\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u00bb \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e; \u00ab\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u043a\u0430\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0435\u00bb\\n    \u2014 \u043d\u0435\u0442 ([\u0413-54](#\u0433-54)).\\n12. **\u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u043f\u043e\u0442\u043e\u043c \u0432\u044b\u0431\u0438\u0440\u0430\u0439\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.**\\n    \u0415\u0441\u0442\u044c \u043b\u0438 \u0443 \u0441\u0440\u0435\u0434\u044b API \u043c\u043e\u0434\u0435\u043b\u0438, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0435\u0440\u0432\u0435\u0440, \u043a\u0430\u043a\u0438\u0435 \u043e\u0431\u0440\u0430\u0437\u044b\\n    \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u0418\u043d\u0430\u0447\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014\\n    \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c ([\u0413-42](#\u0433-42), [\u0413-43](#\u0433-43)).\\n\\n## \u0412\u044b\u0432\u043e\u0434: \u0432\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435\\n\\n**\u0412\u0435\u043a\u0442\u043e\u0440 \u0432\u0435\u0440\u043d\u044b\u0439, \u043d\u043e \u0443 \u043d\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u043b\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0432\u0435\u043d\u0430.** Source \u2192\\nDistribution \u2192 Runtime \u2192 Feedback \u043f\u043e\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 \u0442\u0435\u043e\u0440\u0438\u044e \u043e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. \u041d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0435\u0435 \u0437\u0432\u0435\u043d\u043e \u2014 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438. \u0415\u0433\u043e \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n\u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c; \u0435\u0433\u043e \u043d\u0443\u0436\u043d\u043e \u0434\u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0438\u0437 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runner GigaCode. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0434\u0432\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u044d\u0442\u043e \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f: \u0441\u043d\u0430\u0447\u0430\u043b\u0430 runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435, \u0437\u0430\u0442\u0435\u043c \u0442\u043e\u0442 \u0436\u0435 runner \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435.\\n\\n**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435.** \u041f\u0430\u043a\u0435\u0442 Cline \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u043c\u0438 \u043f\u0435\u0440\u0432\u043e\u0439\\n\u0447\u0430\u0441\u0442\u0438. Runner GigaCode \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432, \u043d\u043e \u043d\u0435 \u043a \u0437\u0430\u043c\u0435\u0440\u0430\u043c \u043f\u0438\u043b\u043e\u0442\u0430:\\n\u043f\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0430\u043a\u0435\u0442\u0430, \u0437\u0430\u043c\u0435\u0440 `deterministic_share` \u043d\u0438\u0447\u0435\u0433\u043e\\n\u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0448\u0430\u0433\u043e\u0432 ([\u0413-30](#\u0433-30)). \u0414\u043e \u043f\u0435\u0440\u0432\u044b\u0445 10 \u0437\u0430\u0434\u0430\u0447 \u043f\u0438\u043b\u043e\u0442\u0430\\nADR-018 \u043d\u0443\u0436\u043d\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f 1.1\u20131.3 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430\\n\\n\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0432\u0445\u043e\u0434 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.\\n\\n| \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 | \u0427\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c | \u0422\u0438\u043f | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b | \u0417\u0430\u0434\u0430\u0447\u0430 \u0431\u044d\u043a\u043b\u043e\u0433\u0430 |\\n|-----------|-------------|-----|----------|----------------|\\n| 1 | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-28](#\u0433-28) | B-211 |\\n| 1 | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430; \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0432\u044b\u0445\u043e\u0434\u044b | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source | [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30) | B-212 |\\n| 1 | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-31](#\u0433-31), [\u0413-32](#\u0433-32), [\u0413-34](#\u0433-34) | B-213 |\\n| 1 | \u0420\u0435\u0448\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 `EP-R7` | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | [\u0413-33](#\u0433-33) | B-214 |\\n| 2 | \u041d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c | [\u0413-26](#\u0433-26), [\u0413-27](#\u0433-27) | B-215 |\\n| 2 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0434\u043b\u044f \u043f\u0430\u043a\u0435\u0442\u043e\u0432 GigaCode \u0438 Cline; \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `next` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-40](#\u0433-40) | B-216 |\\n| 2 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c GigaCode CLI: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c | [\u0413-42](#\u0433-42) | B-217 |\\n| 3 | RFC \u0441\u0440\u0435\u0434\u044b 4: \u0441\u043b\u0443\u0436\u0431\u0430 runner, Postgres, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410, \u043c\u0435\u0441\u0442\u043e n8n; \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0434\u0432\u0438\u0436\u043a\u0430 | \u0412\u044b\u0431\u043e\u0440 | [\u0413-43](#\u0433-43)\u2026[\u0413-54](#\u0433-54) | B-218 |\\n\\n\u0417\u0430\u0434\u0430\u0447\u0438 B-211\u2026B-218 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0432\\n[\u0421\u043f\u0440\u0438\u043d\u0442 26 \u0431\u044d\u043a\u043b\u043e\u0433\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md)\\n\u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `TODO` \u0438 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u043e\u043c `null`: \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a.\\n\\n## \u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435\\n\\n```bash\\npip install -r projects/ba-ai-process/dist/execution-package-gigacode-cli/requirements.txt\\npython3 projects/ba-ai-process/experiments/issue_639_runner_probes.py\\n```\\n\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 GigaCode \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443 \u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439. `P10` \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3 \u043f\u043e\u0441\u043b\u0435\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e n0; `P11` \u2014 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b YAML \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u0435\u0442\u043e\u043a \u0432 Python; `P12` \u2014\\n\u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0438 \u043f\u043e\u0432\u0442\u043e\u0440 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439. \u0412\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\n\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b 2026-09-29; \u0432\u0435\u0440\u0441\u0438\u0438: n8n 2.40.7, Cline 4.1.21, Open WebUI 0.11.4.\\n\\n## Related Artifacts\\n\\n- [Issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639) \u0438 [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432 PR #643](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620) \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 \u0438 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u043e\u0445\u0432\u0430\u0442\u0430.\\n- [\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c: \u043f\u0430\u043a\u0435\u0442 Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md) \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25.\\n- [\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0440\u0430\u043c\u043a\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 `EP-R1`\u2026`EP-R9`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md).\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md), [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md), [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md) \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u0440\u0435\u0434.\\n- [Issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615) \u2014 \u0441\u0440\u0435\u0434\u044b 1\u20134.\\n- [RFC \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md) \u2014 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C.\\n- [\u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md) \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u0430\u044f 2026 \u043f\u0440\u043e n8n: [\u0434\u043e\u0440\u043e\u0436\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430 RAG](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md), [\u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md).\\n- [\u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py) \u0438 [\u0436\u0443\u0440\u043d\u0430\u043b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n\",\n[2026-09-29T07:44:41.345Z] [INFO]       \"numLines\": 97,\n[2026-09-29T07:44:41.345Z] [INFO]       \"startLine\": 413,\n[2026-09-29T07:44:41.345Z] [INFO]       \"totalLines\": 509\n[2026-09-29T07:44:41.345Z] [INFO]     }\n[2026-09-29T07:44:41.345Z] [INFO]   }\n[2026-09-29T07:44:41.345Z] [INFO] }\n[2026-09-29T07:44:41.360Z] [STDOUT] [log_975a35] sending request {\n[2026-09-29T07:44:41.374Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:41.377Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:41.383Z] [STDOUT]   options: {\n[2026-09-29T07:44:41.390Z] [STDOUT]     method: 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true,\n[2026-09-29T07:44:41.869Z] [STDOUT]   },\n[2026-09-29T07:44:41.876Z] [STDOUT]   headers: {\n[2026-09-29T07:44:41.879Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:41.885Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:41.889Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:41.892Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:41.893Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:41.898Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:41.903Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:41.910Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:41.915Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:41.920Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:41.928Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:41.938Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1489\",\n[2026-09-29T07:44:41.942Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:41.945Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:41.948Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:41.951Z] [STDOUT]     \"x-client-request-id\": \"ea4a5513-2ed1-459f-82af-62c935a82ba1\",\n[2026-09-29T07:44:41.957Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:41.960Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:41.964Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:41.970Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:41.973Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:41.976Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:41.980Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:41.985Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:41.991Z] [STDOUT]   },\n[2026-09-29T07:44:41.995Z] [STDOUT] }\n[2026-09-29T07:44:41.998Z] [STDOUT] [log_975a35, request-id: \"req_011CfXMhYQos9m5qcQjiUdRY\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 762ms\n[2026-09-29T07:44:42.002Z] [STDOUT] [log_975a35] response start {\n[2026-09-29T07:44:42.006Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:42.009Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:42.011Z] [STDOUT]   headers: {\n[2026-09-29T07:44:42.018Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:42.027Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:42.030Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:42.033Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:42.036Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:42.043Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.050Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:42.057Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:42.066Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:42.074Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:42.079Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:42.090Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:42.093Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:42.099Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.109Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:42.117Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:42.130Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:42.138Z] [STDOUT]     \"cf-ray\": \"a4295d314e5729ad-FRA\",\n[2026-09-29T07:44:42.176Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:42.188Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:42.191Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:42.197Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:42.204Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:41 GMT\",\n[2026-09-29T07:44:42.206Z] [STDOUT]     \"request-id\": \"req_011CfXMhYQos9m5qcQjiUdRY\",\n[2026-09-29T07:44:42.209Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:42.214Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:42.219Z] [STDOUT]     traceresponse: \"00-7fbd89a89183de781beb995070fe8862-dac2886dfa48c7f2-01\",\n[2026-09-29T07:44:42.222Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:42.230Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:42.235Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:42.245Z] [STDOUT]   },\n[2026-09-29T07:44:42.251Z] [STDOUT]   durationMs: 762,\n[2026-09-29T07:44:42.256Z] [STDOUT] }\n[2026-09-29T07:44:42.259Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:42.261Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:41 GMT\",\n[2026-09-29T07:44:42.283Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:42.287Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:42.297Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:42.301Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:42.305Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:42.312Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:42.315Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:42.322Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:42.327Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:42.337Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:42.346Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:42.349Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:42.352Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:42.356Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:42.361Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:42.366Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.370Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:42.374Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:42.379Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:42.384Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:42.387Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.391Z] [STDOUT]   \"request-id\": \"req_011CfXMhYQos9m5qcQjiUdRY\",\n[2026-09-29T07:44:42.394Z] [STDOUT]   \"traceresponse\": \"00-7fbd89a89183de781beb995070fe8862-dac2886dfa48c7f2-01\",\n[2026-09-29T07:44:42.397Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:42.404Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:42.409Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:42.416Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:42.420Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:42.424Z] [STDOUT]   \"cf-ray\": \"a4295d314e5729ad-FRA\",\n[2026-09-29T07:44:42.427Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:42.438Z] [STDOUT] [log_975a35] response parsed {\n[2026-09-29T07:44:42.447Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:42.453Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:42.459Z] [STDOUT]   body: X {\n[2026-09-29T07:44:42.465Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:42.477Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:42.481Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:42.483Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:42.488Z] [STDOUT]     },\n[2026-09-29T07:44:42.491Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:42.496Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:42.499Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:42.502Z] [STDOUT]   },\n[2026-09-29T07:44:42.507Z] [STDOUT]   durationMs: 763,\n[2026-09-29T07:44:42.511Z] [STDOUT] }\n[2026-09-29T07:44:42.518Z] [STDOUT] [log_8ccb10, request-id: \"req_011CfXMhXv3eMR1pjbLB383L\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 897ms\n[2026-09-29T07:44:42.531Z] [STDOUT] [log_8ccb10] response start {\n[2026-09-29T07:44:42.536Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:42.541Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:42.551Z] [STDOUT]   headers: {\n[2026-09-29T07:44:42.555Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:42.558Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:42.562Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:42.565Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:42.571Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:42.574Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.578Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:42.582Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:42.587Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:42.590Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:42.594Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:42.599Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:42.602Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:42.605Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.608Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:42.610Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:42.614Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:42.623Z] [STDOUT]     \"cf-ray\": \"a4295d30adafdbb5-FRA\",\n[2026-09-29T07:44:42.629Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:42.634Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:42.640Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:42.647Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:42.653Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:41 GMT\",\n[2026-09-29T07:44:42.658Z] [STDOUT]     \"request-id\": \"req_011CfXMhXv3eMR1pjbLB383L\",\n[2026-09-29T07:44:42.661Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:42.664Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:42.667Z] [STDOUT]     traceresponse: \"00-e3744bb799aa8fac98462df7c4400e50-f3149d17a97ae346-01\",\n[2026-09-29T07:44:42.670Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:42.673Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:42.676Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:42.678Z] [STDOUT]   },\n[2026-09-29T07:44:42.679Z] [STDOUT]   durationMs: 897,\n[2026-09-29T07:44:42.681Z] [STDOUT] }\n[2026-09-29T07:44:42.684Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:42.687Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:41 GMT\",\n[2026-09-29T07:44:42.691Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:42.695Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:42.697Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:42.700Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:42.703Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:42.706Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:42.710Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:42.714Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:42.721Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:42.734Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:42.742Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:42.748Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:42.753Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:42.760Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:42.764Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:42.770Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.775Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:42.785Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:42.795Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:42.801Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:42.804Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.807Z] [STDOUT]   \"request-id\": \"req_011CfXMhXv3eMR1pjbLB383L\",\n[2026-09-29T07:44:42.813Z] [STDOUT]   \"traceresponse\": \"00-e3744bb799aa8fac98462df7c4400e50-f3149d17a97ae346-01\",\n[2026-09-29T07:44:42.816Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:42.820Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:42.824Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:42.828Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:42.833Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:42.835Z] [STDOUT]   \"cf-ray\": \"a4295d30adafdbb5-FRA\",\n[2026-09-29T07:44:42.840Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:42.858Z] [STDOUT] [log_8ccb10] response parsed {\n[2026-09-29T07:44:42.862Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:42.867Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:42.871Z] [STDOUT]   body: X {\n[2026-09-29T07:44:42.875Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:42.878Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:42.881Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:42.883Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:42.889Z] [STDOUT]     },\n[2026-09-29T07:44:42.894Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:42.898Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:42.904Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:42.909Z] [STDOUT]   },\n[2026-09-29T07:44:42.913Z] [STDOUT]   durationMs: 898,\n[2026-09-29T07:44:42.920Z] [STDOUT] }\n[2026-09-29T07:44:42.923Z] [STDOUT] [log_d29aae, request-id: \"req_011CfXMhZhghFd6mZsDgTMeU\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 708ms\n[2026-09-29T07:44:42.932Z] [STDOUT] [log_d29aae] response start {\n[2026-09-29T07:44:42.936Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:42.939Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:42.943Z] [STDOUT]   headers: {\n[2026-09-29T07:44:42.945Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:42.951Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:42.954Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:42.958Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:42.961Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:42.967Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.972Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:42.976Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:42.979Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:42.984Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:42.988Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:42.992Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:42.996Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:43.004Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:43.007Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:43.016Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:43.026Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:43.033Z] [STDOUT]     \"cf-ray\": \"a4295d333f3b4d8b-FRA\",\n[2026-09-29T07:44:43.040Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:43.047Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:43.051Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:43.053Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:43.059Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:42 GMT\",\n[2026-09-29T07:44:43.064Z] [STDOUT]     \"request-id\": \"req_011CfXMhZhghFd6mZsDgTMeU\",\n[2026-09-29T07:44:43.070Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:43.078Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:43.080Z] [STDOUT]     traceresponse: \"00-b02238873c0046b7dd5215c6a008bdda-2fe0f780a16351be-01\",\n[2026-09-29T07:44:43.082Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:43.085Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:43.089Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:43.094Z] [STDOUT]   },\n[2026-09-29T07:44:43.098Z] [STDOUT]   durationMs: 708,\n[2026-09-29T07:44:43.101Z] [STDOUT] }\n[2026-09-29T07:44:43.108Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:43.112Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:42 GMT\",\n[2026-09-29T07:44:43.119Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:43.126Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:43.133Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:43.139Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:43.143Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:43.149Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:43.154Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:43.163Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:43.169Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:43.180Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:43.187Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:43.191Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:43.201Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:43.210Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:43.232Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:43.237Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:43.247Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:43.251Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:43.261Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:43.270Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:43.274Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:43.280Z] [STDOUT]   \"request-id\": \"req_011CfXMhZhghFd6mZsDgTMeU\",\n[2026-09-29T07:44:43.284Z] [STDOUT]   \"traceresponse\": \"00-b02238873c0046b7dd5215c6a008bdda-2fe0f780a16351be-01\",\n[2026-09-29T07:44:43.292Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:43.298Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:43.306Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:43.311Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:43.322Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:43.325Z] [STDOUT]   \"cf-ray\": \"a4295d333f3b4d8b-FRA\",\n[2026-09-29T07:44:43.329Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:43.335Z] [STDOUT] [log_d29aae] response parsed {\n[2026-09-29T07:44:43.342Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:43.346Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:43.354Z] [STDOUT]   body: X {\n[2026-09-29T07:44:43.357Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:43.361Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:43.363Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:43.365Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:43.367Z] [STDOUT]     },\n[2026-09-29T07:44:43.373Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:43.379Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:43.386Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:43.395Z] [STDOUT]   },\n[2026-09-29T07:44:43.401Z] [STDOUT]   durationMs: 713,\n[2026-09-29T07:44:43.407Z] [STDOUT] }\n[2026-09-29T07:44:43.413Z] [INFO] {\n[2026-09-29T07:44:43.413Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:43.413Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:43.413Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:44:43.413Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:43.413Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:43.413Z] [INFO]   \"uuid\": \"c747031a-a7ee-4fc5-bef4-fb7898c70b6c\"\n[2026-09-29T07:44:43.413Z] [INFO] }\n[2026-09-29T07:44:43.417Z] [INFO] {\n[2026-09-29T07:44:43.417Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:43.417Z] [INFO]   \"message\": {\n[2026-09-29T07:44:43.417Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:43.417Z] [INFO]     \"id\": \"msg_011CfXMhYJ7R9amkTYEAeUd8\",\n[2026-09-29T07:44:43.417Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:43.417Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:43.417Z] [INFO]     \"content\": [\n[2026-09-29T07:44:43.417Z] [INFO]       {\n[2026-09-29T07:44:43.417Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:43.417Z] [INFO]         \"id\": \"toolu_01BSPEcjATBvMcPmMNCYPrw1\",\n[2026-09-29T07:44:43.417Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:43.417Z] [INFO]         \"input\": {\n[2026-09-29T07:44:43.417Z] [INFO]           \"command\": \"cat /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bd81ljdck.txt | sed -n 120,400p | cut -c1-400\",\n[2026-09-29T07:44:43.417Z] [INFO]           \"description\": \"Read runs README remainder\"\n[2026-09-29T07:44:43.417Z] [INFO]         },\n[2026-09-29T07:44:43.417Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:43.417Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:43.417Z] [INFO]         }\n[2026-09-29T07:44:43.417Z] [INFO]       }\n[2026-09-29T07:44:43.417Z] [INFO]     ],\n[2026-09-29T07:44:43.417Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:43.417Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:43.417Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:43.417Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:43.417Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:43.417Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:43.417Z] [INFO]       \"cache_creation_input_tokens\": 7697,\n[2026-09-29T07:44:43.417Z] [INFO]       \"cache_read_input_tokens\": 24703,\n[2026-09-29T07:44:43.417Z] [INFO]       \"cache_creation\": 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[`outputs/prompt-usage.md`](2026/RUN-0038/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0038/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0038/feedback/review-notes.md) |\\n| [`RUN-0039`](2026/RUN-0039/metadata.yaml) | 2026-08-22 | `statistics` | task-854-mtalker-conference-participants-fr | [`outputs/README.md`](2026/RUN-0039/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0039/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0039/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0039/feedback/review-notes.md) |\\n| [`RUN-0040`](2026/RUN-0040/metadata.yaml) | 2026-08-22 | `statistics` | task-872-proactive-chat-retrigger | [`outputs/README.md`](2026/RUN-0040/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0040/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0040/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0040/feedback/review-notes.md) |\\n| [`RUN-0041`](2026/RUN-0041/metadata.yaml) | 2026-08-22 | `statistics` | task-890-bitrix24-call-routing | [`outputs/README.md`](2026/RUN-0041/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0041/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0041/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0041/feedback/review-notes.md) |\\n| [`RUN-0042`](2026/RUN-0042/metadata.yaml) | 2026-08-22 | `statistics` | task-892-knowledge-base-page-restore | [`outputs/README.md`](2026/RUN-0042/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0042/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0042/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0042/feedback/review-notes.md) |\\n| [`RUN-0043`](2026/RUN-0043/metadata.yaml) | 2026-08-22 | `statistics` | task-908-open-url-on-call-answer | [`outputs/README.md`](2026/RUN-0043/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0043/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0043/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0043/feedback/review-notes.md) |\\n| [`RUN-0044`](2026/RUN-0044/metadata.yaml) | 2026-08-22 | `statistics` | task-908-open-url-on-call-answer-validation | [`outputs/README.md`](2026/RUN-0044/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0044/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0044/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0044/feedback/review-notes.md) |\\n| [`RUN-0045`](2026/RUN-0045/metadata.yaml) | 2026-08-22 | `statistics` | task-915-call-connection-sound-signal | [`outputs/README.md`](2026/RUN-0045/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0045/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0045/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0045/feedback/review-notes.md) |\\n| [`RUN-0046`](2026/RUN-0046/metadata.yaml) | 2026-08-22 | `statistics` | task-918-mandatory-call-topics | [`outputs/README.md`](2026/RUN-0046/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0046/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0046/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0046/feedback/review-notes.md) |\\n| [`RUN-0047`](2026/RUN-0047/metadata.yaml) | 2026-08-22 | `statistics` | task-920-meeting-transcript-analysis | [`outputs/README.md`](2026/RUN-0047/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0047/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0047/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0047/feedback/review-notes.md) |\\n| [`RUN-0048`](2026/RUN-0048/metadata.yaml) | 2026-08-22 | `statistics` | task-930-amocrm-comment-and-tag-fields | [`outputs/README.md`](2026/RUN-0048/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0048/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0048/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0048/feedback/review-notes.md) |\\n| [`RUN-0049`](2026/RUN-0049/metadata.yaml) | 2026-08-22 | `statistics` | task-935-speech-analytics-api-parameters | [`outputs/README.md`](2026/RUN-0049/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0049/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0049/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0049/feedback/review-notes.md) |\\n| [`RUN-0050`](2026/RUN-0050/metadata.yaml) | 2026-08-22 | `statistics` | task-942-email-format-painter | [`outputs/README.md`](2026/RUN-0050/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0050/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0050/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0050/feedback/review-notes.md) |\\n| [`RUN-0051`](2026/RUN-0051/metadata.yaml) | 2026-08-22 | `statistics` | task-960-call-records-multiselect-filter | [`outputs/README.md`](2026/RUN-0051/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0051/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0051/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0051/feedback/review-notes.md) |\\n| [`RUN-0052`](2026/RUN-0052/metadata.yaml) | 2026-08-22 | `statistics` | task-964-ai-robot-on-line | [`outputs/README.md`](2026/RUN-0052/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0052/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0052/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0052/feedback/review-notes.md) |\\n| [`RUN-0053`](2026/RUN-0053/metadata.yaml) | 2026-08-22 | `statistics` | task-977-bitrix24-call-attribution | [`outputs/README.md`](2026/RUN-0053/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0053/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0053/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0053/feedback/review-notes.md) |\\n| [`RUN-0054`](2026/RUN-0054/metadata.yaml) | 2026-08-22 | `statistics` | task-980-number-replacement-questions | [`outputs/README.md`](2026/RUN-0054/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0054/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0054/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0054/feedback/review-notes.md) |\\n| [`RUN-0055`](2026/RUN-0055/metadata.yaml) | 2026-08-23 | `execution` | tz-feasibility-assessment-utair-chat-mango-office | [`outputs/README.md`](2026/RUN-0055/outputs/README.md), [`outputs/feasibility-assessment.md`](2026/RUN-0055/outputs/feasibility-assessment.md), [`outputs/tender-feasibility-brief.md`](2026/RUN-0055/outputs/tender-feasibility-brief.md), [`logs/verification-log.md`](2026/RUN-0\\n| [`RUN-0056`](2026/RUN-0056/metadata.yaml) | 2026-08-25 | `execution` | gap-analysis-hh-chats-mango-cc-integration-feasibility | [`outputs/README.md`](2026/RUN-0056/outputs/README.md), [`outputs/L1-executive-summary.md`](2026/RUN-0056/outputs/L1-executive-summary.md), [`outputs/L2-gap-matrix.md`](2026/RUN-0056/outputs/L2-gap-matrix.md), [`outputs/L3-technical-spike-notes.md`](2026/RUN-0056/output\\n| [`RUN-0057`](2026/RUN-0057/metadata.yaml) | 2026-08-25 | `execution` | feasibility-assessment-tender-tz-stt-tts-nlu-dialogue-manager | [`outputs/README.md`](2026/RUN-0057/outputs/README.md), [`outputs/L0-customer-form-with-assessment.md`](2026/RUN-0057/outputs/L0-customer-form-with-assessment.md), [`outputs/L1-executive-summary.md`](2026/RUN-0057/outputs/L1-executive-summary.md), [`outputs/L2-fe\\n| [`RUN-0058`](2026/RUN-0058/metadata.yaml) | 2026-08-26 | `execution` | re-evaluation-hh-chat-api-feasibility | [`outputs/README.md`](2026/RUN-0058/outputs/README.md), [`outputs/L1-executive-summary.md`](2026/RUN-0058/outputs/L1-executive-summary.md), [`outputs/L2-gap-matrix.md`](2026/RUN-0058/outputs/L2-gap-matrix.md), [`outputs/L3-integration-architecture-notes.md`](2026/RUN-0058/outputs/L3-int\\n| [`RUN-0059`](2026/RUN-0059/metadata.yaml) | 2026-08-26 | `execution` | architecture-spike-hh-chats-mango-cc-data-mapping | [`outputs/README.md`](2026/RUN-0059/outputs/README.md), [`outputs/architecture-spike.md`](2026/RUN-0059/outputs/architecture-spike.md), [`logs/source-availability.md`](2026/RUN-0059/logs/source-availability.md), [`logs/role-change-ba-to-sa.md`](2026/RUN-0059/logs/role-change\\n| [`RUN-0060`](2026/RUN-0060/metadata.yaml) | 2026-08-27 | `execution` | combined-l4-gap-report-hh-chats-mango-cc | [`outputs/README.md`](2026/RUN-0060/outputs/README.md), [`outputs/L4-combined-gap-report.md`](2026/RUN-0060/outputs/L4-combined-gap-report.md), [`outputs/hh-api-source-index.md`](2026/RUN-0060/outputs/hh-api-source-index.md), [`logs/source-availability.md`](2026/RUN-0060/logs/source-\\n| [`RUN-0061`](2026/RUN-0061/metadata.yaml) | 2026-08-28 | `statistics` | task-1090-human-review-of-twin-links | [`outputs/README.md`](2026/RUN-0061/outputs/README.md), [`outputs/link-review-statistics.md`](2026/RUN-0061/outputs/link-review-statistics.md), [`outputs/link-reference-contract-draft.md`](2026/RUN-0061/outputs/link-reference-contract-draft.md), [`outputs/prompt-usage.md`](2026/RUN-0061\\n| [`RUN-0062`](2026/RUN-0062/metadata.yaml) | 2026-09-01 | `execution` | feasibility-assessment-tender-appendices-5-7 (full-KB corrective reassessment) | [`outputs/README.md`](2026/RUN-0062/outputs/README.md), [`outputs/L0-customer-form-with-assessment.md`](2026/RUN-0062/outputs/L0-customer-form-with-assessment.md), [`logs/experiment-log.md`](2026/RUN-0062/logs/experiment-log.md), [`feedback/revie\\n| [`RUN-0063`](2026/RUN-0063/metadata.yaml) | 2026-08-31 | `execution` | feature-specification-bcreq-1074-communication-expenses-report (\u043d\u0435\u0432\u0430\u043b\u0438\u0434\u0435\u043d, \u0437\u0430\u043c\u0435\u043d\u0435\u043d RUN-0067) | [`outputs/README.md`](2026/RUN-0063/outputs/README.md), [`outputs/functional-requirements-bcreq-1074.md`](2026/RUN-0063/outputs/functional-requirements-bcreq-1074.md), [`logs/source-and-gate-log.md`](2026/RUN-0063/lo\\n| [`RUN-0064`](2026/RUN-0064/metadata.yaml) | 2026-08-31 | `execution` | error-analysis-and-feature-specification-bcreq-1074-report-view | [`outputs/README.md`](2026/RUN-0064/outputs/README.md), [`outputs/functional-requirements.md`](2026/RUN-0064/outputs/functional-requirements.md), [`reports/error-analysis.md`](2026/RUN-0064/reports/error-analysis.md), [`logs/traceability-and-gates.md`](2026/RUN\\n| [`RUN-0065`](2026/RUN-0065/metadata.yaml) | 2026-09-01 | `execution` | feasibility-assessment-telephony-requirements-task-1099 (six-column corrective rewrite) | [`outputs/README.md`](2026/RUN-0065/outputs/README.md), [`outputs/L0-customer-form-with-assessment.md`](2026/RUN-0065/outputs/L0-customer-form-with-assessment.md), [`logs/technical-audit.md`](2026/RUN-0065/logs/technical-audit.md), [`fee\\n| [`RUN-0066`](2026/RUN-0066/metadata.yaml) | 2026-09-01 | `execution` | feasibility-assessment-telephony-requirements-task-1099 (rerun by claude-opus-5, A/B vs RUN-0065) | [`outputs/README.md`](2026/RUN-0066/outputs/README.md), [`outputs/L0-feasibility-assessment-1099-2.md`](2026/RUN-0066/outputs/L0-feasibility-assessment-1099-2.md), [`logs/technical-audit.md`](2026/RUN-0066/logs/technical-audit.\\n| [`RUN-0067`](2026/RUN-0067/metadata.yaml) | 2026-09-03 | `execution` | feature-specification-bcreq-1074-detailed-export (rework of RUN-0063 by audit) | [`outputs/README.md`](2026/RUN-0067/outputs/README.md), [`outputs/functional-requirements-bcreq-1074.md`](2026/RUN-0067/outputs/functional-requirements-bcreq-1074.md), [`logs/audit-traceability-and-gates.md`](2026/RUN-0067/logs/audit-traceability\\n| [`RUN-0068`](2026/RUN-0068/metadata.yaml) | 2026-09-28 | `execution` | feasibility-assessment-tender-bcreq-1114-pstn-mobile-access | [`outputs/README.md`](2026/RUN-0068/outputs/README.md), [`outputs/L0-feasibility-assessment-1114.md`](2026/RUN-0068/outputs/L0-feasibility-assessment-1114.md), [`logs/experiment-log.md`](2026/RUN-0068/logs/experiment-log.md), [`feedback/review-notes.md`](2026/RUN-0\\n| [`RUN-0069`](2026/RUN-0069/metadata.yaml) | 2026-09-28 | `execution` | feasibility-assessment-tz-bcreq-1114v2-speech-analytics-ai | [`outputs/README.md`](2026/RUN-0069/outputs/README.md), [`outputs/L0-feasibility-assessment-1114-2.md`](2026/RUN-0069/outputs/L0-feasibility-assessment-1114-2.md), [`logs/experiment-log.md`](2026/RUN-0069/logs/experiment-log.md), [`feedback/review-notes.md`](2026/RU\\n\\n## \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438\\n\\n\u0427\u0430\u0441\u0442\u044c \u0432\u0445\u043e\u0434\u043e\u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0447\u0430\u0442\u0430 \u0432 JSON) \u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0433\u043b\u0430\u0437\u0430\u043c\u0438\\n\u0438 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432 markdown \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u043c. \u0422\u0430\u043a\u0438\u0435 \u043a\u043e\u043d\u0432\u0435\u0440\u0442\u0435\u0440\u044b \u2014 **\u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438, \u0430 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430**:\\n\\n| \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 | \u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| [`scripts/chat_export_to_markdown.py`](../scripts/chat_export_to_markdown.py) | \u0420\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0447\u0430\u0442\u0430 (JSON) \u0432 \u043b\u0438\u043d\u0435\u0439\u043d\u044b\u0439 \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0438 \u0442\u0430\u0431\u043b\u0438\u0446\u0443 \u043c\u0435\u0442\u0440\u0438\u043a \u043f\u043e \u0440\u0435\u043f\u043b\u0438\u043a\u0430\u043c. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0015`](2026/RUN-0015/inputs/README.md), [`RUN-0016`](2026/RUN-0016/inputs/README.md), [`RUN-0017`](2026/RUN-0017/inputs/README.md),\\n| [`scripts/chat_export_to_transcript.py`](../scripts/chat_export_to_transcript.py) | \u0420\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0447\u0430\u0442\u0430 (JSON) \u0432 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0443 \u0438 \u0442\u0430\u0431\u043b\u0438\u0446\u0443 \u043c\u0435\u0442\u0440\u0438\u043a \u043f\u043e \u0432\u044b\u0437\u043e\u0432\u0430\u043c \u043c\u043e\u0434\u0435\u043b\u0438 (\u043f\u043e\u043b\u044f `usage`). \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0019`](2026/RUN-0019/inputs/README.md). |\\n| [`experiments/chat_export_probe.py`](../experiments/chat_export_probe.py) | \u0420\u0430\u0437\u0432\u0435\u0434\u043e\u0447\u043d\u044b\u0439 \u0441\u043a\u0440\u0438\u043f\u0442: \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u043d\u0435\u0437\u043d\u0430\u043a\u043e\u043c\u043e\u0433\u043e \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u0447\u0430\u0442\u0430 \u043f\u0435\u0440\u0435\u0434 \u043a\u043e\u043d\u0432\u0435\u0440\u0442\u0430\u0446\u0438\u0435\u0439. |\\n| [`experiments/parse_qwen_chat_export.py`](../experiments/parse_qwen_chat_export.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043a\u0435\u043d\u044b (`tiktoken:cl1\u2026e`), \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u043e \u044d\u043f\u0438\u0437\u043e\u0434\u0430\u043c \u0438\u0437 \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0438 \u0447\u0430\u0442\u0430 Qwen. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0018`](2026/RUN-0018/logs/metrics.md), [`RUN-0021`](2026/RUN-0021/logs/metrics.md) \u0438 [`RUN-0029`](2026/RUN-0029/logs/metr\\n| [`experiments/chat_export_usage_metrics.py`](../experiments/chat_export_usage_metrics.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043a\u0435\u043d\u044b \u043f\u043e \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u043c \u043f\u043e\u043b\u044f\u043c `usage` \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430 (\u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u043e\u043a\u0435\u043d\u0438\u0437\u0430\u0442\u043e\u0440\u043e\u043c), \u043b\u0430\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0438 \u0438 \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u043f\u043e \u044d\u043f\u0438\u0437\u043e\u0434\u0430\u043c. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0028`](2026/RUN-0028/logs/metrics.md). |\\n| [`experiments/issue_309_run_stats.py`](../experiments/issue_309_run_stats.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0443 \u0447\u0430\u0442\u0430: \u043e\u0431\u044a\u0451\u043c \u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0442\u043e\u043a\u0435\u043d\u044b \u0438\u0437 \u043f\u043e\u043b\u0435\u0439 `usage`, \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0438 \u044d\u0432\u0440\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0411\u0410. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-003\\n| [`experiments/issue_309_fixate_runs.py`](../experiments/issue_309_fixate_runs.py) | \u041f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u0437\u0430\u043f\u0438\u0441\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `runs/2026/RUN-0030`\u2014`RUN-0054` \u0438\u0437 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0438 \u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0430 [`experiments/issue_309_manifest.json`](../experiments/issue_309_manifest.json) (\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u00ab\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 issue \u2194 \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, SHA-256, \u0441\u0441\u044b\u043b\u043a\u0438). |\\n| [`experiments/issue_313_extract_pdf_text.py`](../experiments/issue_313_extract_pdf_text.py) | \u0418\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0439 \u0441\u043b\u043e\u0439 PDF \u043f\u043e\u0441\u0442\u0440\u0430\u043d\u0438\u0447\u043d\u043e (`pdfplumber`) \u0434\u043b\u044f \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u0437\u0430\u0434\u0430\u0447\u0438. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0055`](2026/RUN-0055/inputs/README.md). |\\n| [`experiments/issue_319_extract_xls_requirements.py`](../experiments/issue_319_extract_xls_requirements.py) | \u0418\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u043f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0442\u0430\u0431\u043b\u0438\u0446 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 BIFF (`.xls`, \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 `xlrd`) \u0438 \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u0440\u0430\u0437\u043c\u0435\u0440\u044b \u0438 \u0445\u044d\u0448\u0438 \u0444\u0430\u0439\u043b\u043e\u0432. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0057`](2026/RUN-0057/inputs/README.md).\\n| [`experiments/issue_319_build_source_mirror.py`](../experiments/issue_319_build_source_mirror.py) | \u0413\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u0435\u0442 \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e\u0435 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0444\u043e\u0440\u043c\u044b \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0438\u0437 `.xls` \u0441 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043a\u043e\u043b\u043e\u043d\u043a\u043e\u0439 \u0430\u043d\u0430\u043b\u0438\u0437\u0430: \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435\u043c \u043f\u043e \u0442\u043e\u0447\u043d\u043e\u043c\u0443 \u0442\u0435\u043a\u0441\u0442\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f (\u043a\u043b\\n| [`experiments/issue_319_requirements_statistics.py`](../experiments/issue_319_requirements_statistics.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443 \u043f\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c \u0438\u0437 L0: \u043e\u0431\u044a\u0451\u043c, \u043c\u043e\u0434\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u043e\u0442\u0432\u0435\u0442\u044b \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430, \u043a\u0440\u043e\u0441\u0441-\u0442\u0430\u0431\u043b\u0438\u0446\u0443 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f (\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e) \u0438 \u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043a\u043b\u0430\u0441\u0441\u044b R01\u2013R10 (\u044d\u0432\u0440\u0438\u0441\u0442\u0438\u043a\u0430\\n| [`experiments/issue_333_hh_api_source_index.py`](../experiments/issue_333_hh_api_source_index.py) | \u0421\u0442\u0440\u043e\u0438\u0442 \u0438\u043d\u0434\u0435\u043a\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 OpenAPI-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 hh.ru \u0441 \u043f\u0440\u044f\u043c\u044b\u043c\u0438 \u044f\u043a\u043e\u0440\u044f\u043c\u0438 \u0432 Redoc (`#tag//operation/`): \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442 YAML \u0431\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0444\u0438\u043b\u044c\u0442\u0440\u0443\u0435\u0442 \u043f\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u043c, \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 ma\\n| [`experiments/issue_336_link_audit.py`](../experiments/issue_336_link_audit.py) | \u0418\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u0430\u0434\u0440\u0435\u0441\u043d\u043e\u0441\u0442\u044c \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0432\u0438\u043a\u0438 twin: \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043a\u0435\u043d\u044b `[twin: \u2026]` \u0438 `[ROBOTFIL \u2026]`/`[SA \u2026]` \u0432 \u043e\u0442\u0447\u0451\u0442\u0435, \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432\u0438\u043a\u0438 (\u0441 \u043a\u044d\u0448\u0435\u043c), \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0441 \u044f\u043a\u043e\u0440\u044f\u043c\u0438 \u0438 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441 \u0440\u0430\u0437\\n| [`experiments/issue_336_fixate_run.py`](../experiments/issue_336_fixate_run.py) | \u041f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0437\u0430\u043f\u0438\u0441\u0438 [`RUN-0061`](2026/RUN-0061/outputs/README.md) (`outputs/prompt-usage.md`, `logs/metrics.md`, `logs/link-verification.md`) \u0438\u0437 \u0437\u0430\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0438 \u0430\u0443\u0434\u0438\u0442\u0430 \u0441\u0441\u044b\u043b\u043e\u043a. |\\n| [`experiments/issue_339/generate_run.py`](../experiments/issue_339/generate_run.py) | \u0427\u0438\u0442\u0430\u0435\u0442 \u0442\u0440\u0438 BIFF-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue #339 \u0438 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 \u0448\u0435\u0441\u0442\u0438\u043a\u043e\u043b\u043e\u043d\u043e\u0447\u043d\u044b\u0439 L0 [`RUN-0062`](2026/RUN-0062/outputs/L0-customer-form-with-assessment.md), \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u044f \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0432\u0440\u0443\u0447\u043d\u0443\u044e. |\\n| [`experiments/parse_765_chat_export.py`](../experiments/parse_765_chat_export.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u043e \u044d\u043f\u0438\u0437\u043e\u0434\u0430\u043c (\u0442\u043e\u043a\u0435\u043d\u044b \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430, \u0432\u0440\u0435\u043c\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438, \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f) \u0438\u0437 \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0438 \u0447\u0430\u0442\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 765. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0022`](2026/RUN-0022/logs/metrics.md). |\\n| [`experiments/parse_58093_chat_export.py`](../experiments/parse_58093_chat_export.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u043e \u044d\u043f\u0438\u0437\u043e\u0434\u0430\u043c (\u0442\u043e\u043a\u0435\u043d\u044b \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430, \u0432\u0440\u0435\u043c\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438, \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f) \u0438\u0437 \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0438 \u0447\u0430\u0442\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 58093. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0016`](2026/RUN-0016/logs/metrics.md). |\\n| [`experiments/okdesk_citation_grounding_probe.py`](../experiments/okdesk_citation_grounding_probe.py) | \u0418\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432\u0435\u0431-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 (`content_list[*].extra.tool_result`) \u0438\u0437 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u0447\u0430\u0442\u0430 \u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0432\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0437\u0435\u043c\u043b\u0435\u043d\u0438\u044f \u0441\u043d\u043e\u0441\u043e\u043a. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\\n| [`experiments/amocrm_widget_grounding_probe.py`](../experiments/amocrm_widget_grounding_probe.py) | \u041f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u043e\u0438\u0441\u043a\u043e\u0432\u043e\u0439 \u0432\u044b\u0434\u0430\u0447\u0438 (`[[N]]`), \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0441\u0442\u0440\u0430\u043d\u0438\u0446 (`extract_page_success`) \u0438 \u0432\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432 \u0438\u0437 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u0447\u0430\u0442\u0430 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0437\u0435\\n| [`experiments/signature_citation_grounding_probe.py`](../experiments/signature_citation_grounding_probe.py) | \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0437\u0430\u0437\u0435\u043c\u043b\u0435\u043d\u0438\u0435 \u0441\u043d\u043e\u0441\u043e\u043a \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 \u041d\u0424\u0422 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u0443\u044e \u0432\u044b\u0434\u0430\u0447\u0443 \u0432\u0435\u0431-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 (`web_search`, `web_extractor`) \u0438\u0437 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u0447\u0430\u0442\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 978. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0027`](202\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f \u0441 \u043d\u0438\u043c\u0438:\\n\\n- \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f **\u0432\u0440\u0443\u0447\u043d\u0443\u044e**, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e, \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0432\u0438\u0434\u0430\\n  `python3 scripts/chat_export_to_markdown.py  ...`;\\n- **\u043d\u0435** \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0438\u0437 GitHub Actions \u0438 \u043d\u0435 \u0432\u0445\u043e\u0434\u044f\u0442 \u0432 CI, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n  \u0440\u0430\u0431\u043e\u0442\u043e\u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b\u043c\u0438 \u043f\u0440\u0438 \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 Actions (\u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u0432 \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438);\\n- \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0439 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 Python 3 \u2014 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u043d\u0435\u0442;\\n- \u043f\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u0443 \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0447\u043d\u044b [`scripts/sync_from_hub.py`](../scripts/sync_from_hub.py)\\n  \u0438 [`scripts/generate-pages-data.mjs`](../scripts/generate-pages-data.mjs):\\n  \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u043c, \u0430 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430;\\n- \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u044e\u0442: \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043f\u0438\u0448\u0443\u0442 \u0432 `prompts/`, `kb/`, `patterns/`\\n  \u0438 `site/data/`, \u0432\u044b\u0432\u043e\u0434 \u043a\u043b\u0430\u0434\u0443\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u043d\u0443\u0442\u0440\u044c `runs/YYYY/RUN-XXXX/`.\\n\\n## \u0412\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f\\n\\n\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u0438 \u0432 CI:\\n\\n```bash\\npython3 scripts/validate_issue_123_runs_contract.py\\n```\",\n[2026-09-29T07:44:44.444Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:44.444Z] [INFO]       }\n[2026-09-29T07:44:44.444Z] [INFO]     ]\n[2026-09-29T07:44:44.444Z] [INFO]   },\n[2026-09-29T07:44:44.444Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:44.444Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:44.444Z] [INFO]   \"uuid\": \"e667fd51-01a5-449a-a312-e554a7b5ddc7\",\n[2026-09-29T07:44:44.444Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:44.416Z\",\n[2026-09-29T07:44:44.444Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:44.444Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:44.444Z] [INFO] }\n[2026-09-29T07:44:44.497Z] [STDOUT] [log_bf7fcd] sending request {\n[2026-09-29T07:44:44.508Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:44.512Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:44.525Z] [STDOUT]   options: {\n[2026-09-29T07:44:44.529Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:44.536Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:44.539Z] [STDOUT]     body: {\n[2026-09-29T07:44:44.544Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:44.548Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:44.555Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:44.557Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:44.559Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:44.561Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:44.563Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:44.566Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:44.567Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:44.571Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:44.574Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:44.575Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:44.577Z] [STDOUT]     },\n[2026-09-29T07:44:44.579Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:44.581Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:44.582Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:44.592Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:44.595Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:44.596Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:44.598Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:44.600Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:44.602Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:44.605Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:44.608Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:44.612Z] [STDOUT]     },\n[2026-09-29T07:44:44.620Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:44.626Z] [STDOUT]   },\n[2026-09-29T07:44:44.632Z] [STDOUT]   headers: {\n[2026-09-29T07:44:44.640Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:44.643Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:44.648Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:44.654Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:44.657Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:44.679Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:44.687Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:44.705Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:44.787Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:44.806Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:44.813Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:44.833Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1399\",\n[2026-09-29T07:44:44.847Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:44.865Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:44.870Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:44.873Z] [STDOUT]     \"x-client-request-id\": \"33f7ce7b-cdc8-45ff-8750-0f9e963f362f\",\n[2026-09-29T07:44:44.881Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:44.888Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:44.898Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:44.924Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:44.932Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:44.938Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:44.943Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:44.948Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:44.952Z] [STDOUT]   },\n[2026-09-29T07:44:44.958Z] [STDOUT] }\n[2026-09-29T07:44:45.398Z] [STDOUT] [log_bf7fcd, request-id: \"req_011CfXMhndKzhcxqFCRFxzHW\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 902ms\n[2026-09-29T07:44:45.410Z] [STDOUT] [log_bf7fcd] response start {\n[2026-09-29T07:44:45.417Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:45.422Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:45.430Z] [STDOUT]   headers: {\n[2026-09-29T07:44:45.447Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:45.456Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:45.479Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:45.488Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:45.496Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:45.515Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:45.519Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:45.527Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:45.543Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:45.548Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:45.565Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:45.579Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:45.582Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:45.586Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:45.592Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:45.597Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:45.601Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:45.605Z] [STDOUT]     \"cf-ray\": \"a4295d462f7adbb5-FRA\",\n[2026-09-29T07:44:45.611Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:45.620Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:45.635Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:45.651Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:45.658Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:45 GMT\",\n[2026-09-29T07:44:45.705Z] [STDOUT]     \"request-id\": \"req_011CfXMhndKzhcxqFCRFxzHW\",\n[2026-09-29T07:44:45.714Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:45.722Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:45.730Z] [STDOUT]     traceresponse: \"00-f38d9ca3ae1f88730016bf7b1829883b-37b8f0a7e950af0e-01\",\n[2026-09-29T07:44:45.808Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:45.857Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:45.865Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:45.873Z] [STDOUT]   },\n[2026-09-29T07:44:45.895Z] [STDOUT]   durationMs: 902,\n[2026-09-29T07:44:45.902Z] [STDOUT] }\n[2026-09-29T07:44:45.908Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:45.914Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:45 GMT\",\n[2026-09-29T07:44:45.920Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:45.923Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:45.928Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:45.933Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:45.939Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:45.946Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:45.955Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:45.958Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:45.963Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:45.971Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:45.978Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:45.983Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:45.987Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:45.994Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:46.003Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:46.009Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:46.012Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:46.020Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:46.026Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:46.038Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:46.048Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:46.057Z] [STDOUT]   \"request-id\": \"req_011CfXMhndKzhcxqFCRFxzHW\",\n[2026-09-29T07:44:46.065Z] [STDOUT]   \"traceresponse\": \"00-f38d9ca3ae1f88730016bf7b1829883b-37b8f0a7e950af0e-01\",\n[2026-09-29T07:44:46.072Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:46.080Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:46.086Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:46.092Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:46.099Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:46.104Z] [STDOUT]   \"cf-ray\": \"a4295d462f7adbb5-FRA\",\n[2026-09-29T07:44:46.108Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:46.114Z] [STDOUT] [log_bf7fcd] response parsed {\n[2026-09-29T07:44:46.121Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:46.124Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:46.126Z] [STDOUT]   body: X {\n[2026-09-29T07:44:46.130Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:46.136Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:46.148Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:46.151Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:46.155Z] [STDOUT]     },\n[2026-09-29T07:44:46.159Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:46.165Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:46.171Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:46.175Z] [STDOUT]   },\n[2026-09-29T07:44:46.183Z] [STDOUT]   durationMs: 905,\n[2026-09-29T07:44:46.187Z] [STDOUT] }\n[2026-09-29T07:44:46.196Z] [INFO] {\n[2026-09-29T07:44:46.196Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"message\": {\n[2026-09-29T07:44:46.196Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:46.196Z] [INFO]     \"id\": \"msg_011CfXMho95dWKpPKLz6Tasf\",\n[2026-09-29T07:44:46.196Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:46.196Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:46.196Z] [INFO]     \"content\": [\n[2026-09-29T07:44:46.196Z] [INFO]       {\n[2026-09-29T07:44:46.196Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:44:46.196Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:44:46.196Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:44:46.196Z] [INFO]       }\n[2026-09-29T07:44:46.196Z] [INFO]     ],\n[2026-09-29T07:44:46.196Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:46.196Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:46.196Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:46.196Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:46.196Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:46.196Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:46.196Z] [INFO]       \"cache_creation_input_tokens\": 9739,\n[2026-09-29T07:44:46.196Z] [INFO]       \"cache_read_input_tokens\": 32400,\n[2026-09-29T07:44:46.196Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:46.196Z] [INFO]         \"ephemeral_5m_input_tokens\": 9739,\n[2026-09-29T07:44:46.196Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:46.196Z] [INFO]       },\n[2026-09-29T07:44:46.196Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:44:46.196Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:46.196Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:46.196Z] [INFO]     },\n[2026-09-29T07:44:46.196Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:46.196Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:46.196Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:46.196Z] [INFO]   },\n[2026-09-29T07:44:46.196Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"uuid\": \"e4f91938-2c47-4e66-80ab-760eeee1ce40\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:45.990Z\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"request_id\": \"req_011CfXMhndKzhcxqFCRFxzHW\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:46.196Z] [INFO] }\n[2026-09-29T07:44:46.211Z] [INFO] {\n[2026-09-29T07:44:46.211Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:46.211Z] [INFO]   \"message\": {\n[2026-09-29T07:44:46.211Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:46.211Z] [INFO]     \"content\": [\n[2026-09-29T07:44:46.211Z] [INFO]       {\n[2026-09-29T07:44:46.211Z] [INFO]         \"tool_use_id\": \"toolu_018vUWTSMmYWMwQJnSYx2LVU\",\n[2026-09-29T07:44:46.211Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:46.211Z] [INFO]         \"content\": \"   237 00-introduction.md\\n   253 10-theory.md\\n   310 20-taxonomy.md\\n   304 30-decision-framework.md\\n   225 40-practice-and-cases.md\\n   211 50-open-research.md\\n    80 operation-taxonomy/00-introduction.md\\n   111 operation-taxonomy/10-theory.md\\n   243 operation-taxonomy/20-taxonomy.md\\n   102 operation-taxonomy/30-decision-framework.md\\n   100 operation-taxonomy/40-practice-and-cases.md\\n    57 operation-taxonomy/50-open-research.md\\n   134 process-taxonomy/00-introduction.md\\n   218 process-taxonomy/10-theory.md\\n   197 process-taxonomy/20-taxonomy.md\\n   169 process-taxonomy/30-decision-framework.md\\n   133 process-taxonomy/40-practice-and-cases.md\\n    59 process-taxonomy/50-open-research.md\\n  3143 total\\n---\\nstatus: draft\\nversion: 0.4\\nupdated: 2026-09-15\\ntemperature: 0.3\\ntype: research\\ncontext: [ba, methodology, meta-model, taxonomy, actor, execution-package, gigacode, deprecation, traceability, issue-563, issue-571, issue-587]\\nmethod: synthesis + corpus-measurement + entity-modeling + package-design\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563\\\"\\nbased_on:\\n  - research/ba-requirements/2026-09-08-meta-model-inputs-facts.md\\n  - research/ba-requirements/exp/ba-meta-model-563/meta-model-inputs.json\\n  - research/ba-requirements/methodology-unification/10-theory.md\\n  - research/ba-requirements/artifact-micro-structure/20-taxonomy.md\\nrelated_artifacts:\\n  - \\\"docs/adr/2026-09-adr-013-run-modes-deprecation.md\\\"\\n  - \\\"docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md\\\"\\n  - \\\"projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md\\\"\\n  - \\\"projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md\\\"\\n  - \\\"standards/product-taxonomy-reference.md\\\"\\n  - \\\"research/ba-requirements/orchestration/00-introduction.md\\\"\\n  - \\\"ops/backlog.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/577\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/587\\\"\\n---\\n\\n# \u041f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 \u0434\u043b\u044f \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0438 Execution Package\\n\\n\u0410\u0432\u0442\u043e\u0440\u0441\u0442\u0432\u043e \u043c\u043e\u0434\u0435\u043b\u0438: **G-Ivan-A**. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0443\u044e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e\\n\u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0432 \u0441\u0440\u0435\u0434\u0435 GigaCode. \u042d\u0442\u043e \u0438\u043c\u044f \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u044f\u0432\u043a\u043e\u0439 \u043d\u0430\\n\u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c: \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u044c `L0`/`L1` \u043f\u0440\u0438 \u0441\u043c\u0435\u043d\u0435 \u0434\u043e\u043c\u0435\u043d\u0430 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n\u0437\u0430\u0434\u0430\u0447\u0438 `B-158`, \u0430 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n> **\u041c\u043e\u0434\u0443\u043b\u044c** \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d \u043f\u043e\\n> [Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md):\\n> `00` \u2014 \u0440\u0430\u043c\u043a\u0430 \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, `10` \u2014 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n> \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, `20` \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, `30` \u2014 \u0441\u043e\u0441\u0442\u0430\u0432 Execution\\n> Package \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u044b\u043a\u0430, `40` \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n> BCREQ, \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438, `50` \u2014 \u043d\u0435\u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0435 \u0438 \u0431\u044d\u043a\u043b\u043e\u0433.\\n> **\u0421\u0441\u044b\u043b\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 issue #563). \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014\\n> \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n> [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n> \u043f\u0440\u0430\u0432\u0438\u043b\u043e `P2` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\\n> ([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh)).\\n\\n## \u0417\u0430\u0447\u0435\u043c \u043c\u043e\u0434\u0443\u043b\u044c \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\n\\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 \u0411\u0410 \u043a 2026-09-08 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043f\u044f\u0442\u0438 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430\\n(`M0`\u2013`M4`) \u0438 \u0434\u0432\u0443\u0445 \u043e\u0440\u0442\u043e\u0433\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u043e\u0441\u0435\u0439 \u2014 \u043c\u0430\u043a\u0440\u043e (`methodology-unification/`) \u0438\\n\u043c\u0438\u043a\u0440\u043e (`artifact-micro-structure/`). \u041a\u0430\u0436\u0434\u044b\u0439 \u043c\u043e\u0434\u0443\u043b\u044c \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435 \u0441\u0432\u044f\u0437\u0435\u043d, \u043d\u043e \u043c\u0435\u0436\u0434\u0443\\n\u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438 \u043e\u0434\u043d\u043e \u0438 \u0442\u043e \u0436\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u043f\u043e-\u0440\u0430\u0437\u043d\u043e\u043c\u0443: \u0433\u0435\u0439\u0442\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0442\u0440\u0438\u0436\u0434\u044b, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\\n\u043d\u0430\u0432\u044b\u043a \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0434\u043d\u043e\u043c \u043c\u043e\u0434\u0443\u043b\u0435, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0436\u0438\u0432\u0451\u0442 \u0438 \u0432 `M3`, \u0438 \u0432\\n\u0448\u0430\u0433\u0435 `S7` \u043c\u0430\u043a\u0440\u043e-\u043e\u0441\u0438.\\n\\nIssue [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563)\\n\u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0442\u0435\u043e\u0440\u0438\u0438 \u0438 \u0441\u0442\u0430\u0432\u0438\u0442 \u0434\u0432\u0435 \u0437\u0430\u0434\u0430\u0447\u0438: **\u0441\u0432\u0435\u0441\u0442\u0438 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0435 \u043a\\n\u043e\u0434\u043d\u043e\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438** \u0438 **\u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0437 \u043d\u0435\u0451 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043f\u0430\u043a\u0435\u0442**,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u043c \u043c\u043e\u0436\u043d\u043e \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 \u0432 GigaCode. \u041c\u043e\u0434\u0443\u043b\u044c \u043d\u0435\\n\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043d\u043e\u0432\u043e\u0433\u043e \u0441\u043b\u043e\u044f \u043f\u043e\u0432\u0435\u0440\u0445 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u2014 \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438\\n\u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435, \u0430 \u043a\u0430\u043a\u0438\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0438\u0445 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u043c\u0438.\\n\\n**\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u043e\u0441\u0442\u0438 (\u0432\u0435\u0440\u0441\u0438\u044f 0.2).** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u043e\u0434\\n\u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0443\u044e \u043e\u0431\u043b\u0430\u0441\u0442\u044c \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0438 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode. \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c **\u043d\u0435\\n\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f**: `L0` \u0438 `L1` \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u043e\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u044b \u0438\u0437 BABOK Guide v3\\n\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043f\u043e \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044e, \u0430 `L2`, `L3` \u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u044b \u0438\u0437 \u043e\u0434\u043d\u043e\u0439\\n\u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u0439 \u0434\u043e\u043c\u0435\u043d \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b\\n([`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md)),\\n\u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n**\u0427\u0442\u043e \u0438\u0437\u043c\u0435\u043d\u0438\u043b\u0430 \u0432\u0435\u0440\u0441\u0438\u044f 0.2**\\n([issue #571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n\u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 `System` \u0438 `Actor` \u0432 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u043c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0438, `Skill` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\\n\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0438 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\u044e, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u0430\u044f \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n\u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 \u0438 \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0440\u0430\u043d\u044b \u043d\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u043c \u0431\u0430\u0437\u0438\u0441\u0435, \u0430\\n\u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0441\u043f\u0438\u0446\u044b \u0441\u043b\u043e\u0432\u0430\u0440\u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\\n\u0434\u0435\u043f\u0440\u0435\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u044b.\\n\\n## BLUF: \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439\\n\\n1. **\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439.** `Product`, `System`,\\n   `Artifact`, `Operation`, `Skill`, `Process`, `Route`, `Actor`, `Gate`,\\n   `Contract`, `Trace`. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u043a\\n   \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u2014 \u0438 \u043f\u0435\u0440\u0435\u0432\u0435\u043b\u0430 `Skill` \u0438\u0437 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c. \u0412\u0441\u0451 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u044b\u0445 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 \u2014\\n   \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043d\u043e\u0432\u0430\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\\n   ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72).\\n2. **\u0418\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0430\u0440\u043e\u0439 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f + \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u00bb.**\\n   \u0420\u0435\u0436\u0438\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0430 (`stepwise`, `oneshot`, `legacy`) \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\\n   \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0451\u043d \u0432 `deprecated`\\n   ([ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)).\\n   \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 13 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439, \u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432\\n   \u0440\u0435\u0436\u0438\u043c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u2014 0.077.\\n3. **\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043d\u0430\u0432\u044b\u043a\u0438 (1:N) \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 (1:N).** \u041d\u0430\u0432\u044b\u043a \u2014 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0430 **\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441**: \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u0432\u044b\u0445\u043e\u0434\u043e\u043c,\\n   \u0433\u0435\u0439\u0442\u043e\u043c \u0438 \u043f\u0440\u0430\u0432\u043e\u043c \u0432\u0435\u0442\u0432\u0438\u0442\u044c\u0441\u044f. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u0435\u0442\u0432\u0438\u0442\u044c\u0441\u044f \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0440\u043e\u0432\u043d\u043e\\n   \u043e\u0434\u0438\u043d \u043a\u043b\u0430\u0441\u0441 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. \u0422\u0440\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u0441\u043b\u0438\u0442\u044b\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441\u043f\u0438\u0446\u044b \u0432 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\\n   (\u043f\u0440\u043e\u043c\u043f\u0442), \u0440\u0430\u0437\u0432\u0435\u0434\u0435\u043d\u044b \u0438 \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u043c \u00ab\u043c\u043d\u043e\u0433\u0438\u0435 \u043a\\n   \u043e\u0434\u043d\u043e\u043c\u0443\u00bb\\n   ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a74).\\n4. **\u0413\u0435\u0439\u0442 \u2014 \u043e\u0434\u043d\u0430 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0441 \u0442\u0440\u0435\u043c\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u043c\u0438.** `G-self` (\u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\\n   \u0441\u0435\u0431\u044f), `G-mach` (\u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440), `G-human` (\u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2014 \u043d\u0435 \u0442\u0440\u0438 \u0442\u0438\u043f\u043e\u043b\u043e\u0433\u0438\u0438 \u0438\u0437 \u0442\u0440\u0451\u0445\\n   \u043c\u043e\u0434\u0443\u043b\u0435\u0439, \u0430 \u0442\u0440\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u043b\u044f `executor` \u043e\u0434\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438. \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u0433\u0435\u0439\u0442\u044b\\n   `HG-0`\u2026`HG-8` \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f **\u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430\u043c\u0438** `G-human`, \u0430 \u043d\u0435 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u043c\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u0451\u043c.\\n5. **\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u0433\u0435\u0439\u0442\u0430.** \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u043c \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u2014 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430.\\n   \u041e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d.\\n6. **\u041f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u2014 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e.** `Trace` \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0445\u043e\u0434,\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430, \u0433\u0435\u0439\u0442 \u0438 \u0432\u044b\u0445\u043e\u0434. \u0411\u0435\u0437 \u043d\u0435\u0451 \u043d\u0438 \u043e\u0434\u043d\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430\\n   \u043d\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u043c\u0430: \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u043d\u0430 \u043e\u0434\u0438\u043d\\n   \u043f\u0440\u043e\u043c\u043f\u0442, \u0442\u043e \u0435\u0441\u0442\u044c \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u00ab\u0432\u0445\u043e\u0434 \u2192 \u0440\u0430\u0431\u043e\u0442\u0430 \u2192 \u0432\u044b\u0445\u043e\u0434\u00bb \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n7. **\u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435, \u043f\u044f\u0442\u0430\u044f \u2014 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f.** \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b,\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u044b \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432\\n   \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f: \u043e\u043d\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u044b, \u0430 \u0435\u0451 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\\n   ([`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u00a77).\\n8. **\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0435\u043d\u0430.** \u0423\u0440\u043e\u0432\u043d\u0438\\n   `Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function` \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u044b \u0432 Source \u0447\u0438\u0441\u0442\u044b\u043c\\n   \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a\u043e\u043c\\n   ([`standards/product-taxonomy-reference.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/product-taxonomy-reference.md));\\n   \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u043f\u043e\u043a\u0435.\\n9. **Execution Package \u2014 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.** \u0412 \u043f\u0430\u043a\u0435\u0442 \u0443\u0445\u043e\u0434\u044f\u0442 \u0441\u0435\u043c\u044c\\n   \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0444\u0430\u0439\u043b\u043e\u0432; \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0442\u0435\u043a\u0441\u0442\u044b \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f. \u0421\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439\\n   `SKILL.md` \u0441\u0430\u043c\u043e\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d: \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0430\u0433\u0435\u043d\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0445\u043e\u0434\u0438\u0442\u044c \u0432\u043e\\n   \u0432\u0440\u0435\u043c\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0432 \u043d\u0451\u043c \u043d\u0435\u0442, \u0430 \u0432\u0435\u0440\u0441\u0438\u044f \u0441\u043b\u043e\u0451\u0432 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0432\u043e frontmatter\\n   ([`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md), \u00a73).\\n10. **\u0412\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435.** MVP \u2014 `BCREQ` \u0434\u043b\u044f\\n    \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430: \u043e\u0434\u0438\u043d \u043c\u0430\u0440\u0448\u0440\u0443\u0442, \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0430\u0432\u044b\u043a\u0430, \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430, \u043f\u044f\u0442\u044c\\n    \u043c\u0435\u0442\u0440\u0438\u043a. \u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0438 \u043d\u0430 \u043d\u0451\u043c\\n    ([`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md), \u00a74).\\n\\n11. **\u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043e \u043f\u0440\u043e\u0448\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441 \u043d\u043e\u0432\u043e\u0439\\n    \u043d\u043e\u0440\u043c\u044b.** \u041f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0434\u0430\u044e\u0442 \u0444\u0430\u043a\u0442\u044b \u043e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0438 \u043d\u0435 \u0437\u0430\u0434\u0430\u044e\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438\\n    \u043b\u043e\u0433\u0438\u043a\u0443 \u043d\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432: \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `LG-1`\u2026`LG-6`, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\n    (`derived_from`, `EP-C6`, `SK-7`) \u0438 \u0437\u0430\u043f\u0440\u0435\u0442 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u0441\u044b\u043b\u043a\u043e\u0439\",\n[2026-09-29T07:44:46.211Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:46.211Z] [INFO]       }\n[2026-09-29T07:44:46.211Z] [INFO]     ]\n[2026-09-29T07:44:46.211Z] [INFO]   },\n[2026-09-29T07:44:46.211Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:46.211Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:46.211Z] [INFO]   \"uuid\": \"d4b8b566-2c03-40e4-8eb6-e5dc319797e8\",\n[2026-09-29T07:44:46.211Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:46.037Z\",\n[2026-09-29T07:44:46.211Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:46.211Z] [INFO]     \"stdout\": \"   237 00-introduction.md\\n   253 10-theory.md\\n   310 20-taxonomy.md\\n   304 30-decision-framework.md\\n   225 40-practice-and-cases.md\\n   211 50-open-research.md\\n    80 operation-taxonomy/00-introduction.md\\n   111 operation-taxonomy/10-theory.md\\n   243 operation-taxonomy/20-taxonomy.md\\n   102 operation-taxonomy/30-decision-framework.md\\n   100 operation-taxonomy/40-practice-and-cases.md\\n    57 operation-taxonomy/50-open-research.md\\n   134 process-taxonomy/00-introduction.md\\n   218 process-taxonomy/10-theory.md\\n   197 process-taxonomy/20-taxonomy.md\\n   169 process-taxonomy/30-decision-framework.md\\n   133 process-taxonomy/40-practice-and-cases.md\\n    59 process-taxonomy/50-open-research.md\\n  3143 total\\n---\\nstatus: draft\\nversion: 0.4\\nupdated: 2026-09-15\\ntemperature: 0.3\\ntype: research\\ncontext: [ba, methodology, meta-model, taxonomy, actor, execution-package, gigacode, deprecation, traceability, issue-563, issue-571, issue-587]\\nmethod: synthesis + corpus-measurement + entity-modeling + package-design\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563\\\"\\nbased_on:\\n  - research/ba-requirements/2026-09-08-meta-model-inputs-facts.md\\n  - research/ba-requirements/exp/ba-meta-model-563/meta-model-inputs.json\\n  - research/ba-requirements/methodology-unification/10-theory.md\\n  - research/ba-requirements/artifact-micro-structure/20-taxonomy.md\\nrelated_artifacts:\\n  - \\\"docs/adr/2026-09-adr-013-run-modes-deprecation.md\\\"\\n  - \\\"docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md\\\"\\n  - \\\"projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md\\\"\\n  - \\\"projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md\\\"\\n  - \\\"standards/product-taxonomy-reference.md\\\"\\n  - \\\"research/ba-requirements/orchestration/00-introduction.md\\\"\\n  - \\\"ops/backlog.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/577\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/587\\\"\\n---\\n\\n# \u041f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 \u0434\u043b\u044f \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0438 Execution Package\\n\\n\u0410\u0432\u0442\u043e\u0440\u0441\u0442\u0432\u043e \u043c\u043e\u0434\u0435\u043b\u0438: **G-Ivan-A**. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0443\u044e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e\\n\u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0432 \u0441\u0440\u0435\u0434\u0435 GigaCode. \u042d\u0442\u043e \u0438\u043c\u044f \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u044f\u0432\u043a\u043e\u0439 \u043d\u0430\\n\u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c: \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u044c `L0`/`L1` \u043f\u0440\u0438 \u0441\u043c\u0435\u043d\u0435 \u0434\u043e\u043c\u0435\u043d\u0430 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n\u0437\u0430\u0434\u0430\u0447\u0438 `B-158`, \u0430 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n> **\u041c\u043e\u0434\u0443\u043b\u044c** \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d \u043f\u043e\\n> [Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md):\\n> `00` \u2014 \u0440\u0430\u043c\u043a\u0430 \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, `10` \u2014 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n> \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, `20` \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, `30` \u2014 \u0441\u043e\u0441\u0442\u0430\u0432 Execution\\n> Package \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u044b\u043a\u0430, `40` \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n> BCREQ, \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438, `50` \u2014 \u043d\u0435\u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0435 \u0438 \u0431\u044d\u043a\u043b\u043e\u0433.\\n> **\u0421\u0441\u044b\u043b\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 issue #563). \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014\\n> \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n> [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n> \u043f\u0440\u0430\u0432\u0438\u043b\u043e `P2` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\\n> ([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh)).\\n\\n## \u0417\u0430\u0447\u0435\u043c \u043c\u043e\u0434\u0443\u043b\u044c \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\n\\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 \u0411\u0410 \u043a 2026-09-08 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043f\u044f\u0442\u0438 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430\\n(`M0`\u2013`M4`) \u0438 \u0434\u0432\u0443\u0445 \u043e\u0440\u0442\u043e\u0433\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u043e\u0441\u0435\u0439 \u2014 \u043c\u0430\u043a\u0440\u043e (`methodology-unification/`) \u0438\\n\u043c\u0438\u043a\u0440\u043e (`artifact-micro-structure/`). \u041a\u0430\u0436\u0434\u044b\u0439 \u043c\u043e\u0434\u0443\u043b\u044c \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435 \u0441\u0432\u044f\u0437\u0435\u043d, \u043d\u043e \u043c\u0435\u0436\u0434\u0443\\n\u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438 \u043e\u0434\u043d\u043e \u0438 \u0442\u043e \u0436\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u043f\u043e-\u0440\u0430\u0437\u043d\u043e\u043c\u0443: \u0433\u0435\u0439\u0442\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0442\u0440\u0438\u0436\u0434\u044b, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\\n\u043d\u0430\u0432\u044b\u043a \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0434\u043d\u043e\u043c \u043c\u043e\u0434\u0443\u043b\u0435, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0436\u0438\u0432\u0451\u0442 \u0438 \u0432 `M3`, \u0438 \u0432\\n\u0448\u0430\u0433\u0435 `S7` \u043c\u0430\u043a\u0440\u043e-\u043e\u0441\u0438.\\n\\nIssue [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563)\\n\u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0442\u0435\u043e\u0440\u0438\u0438 \u0438 \u0441\u0442\u0430\u0432\u0438\u0442 \u0434\u0432\u0435 \u0437\u0430\u0434\u0430\u0447\u0438: **\u0441\u0432\u0435\u0441\u0442\u0438 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0435 \u043a\\n\u043e\u0434\u043d\u043e\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438** \u0438 **\u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0437 \u043d\u0435\u0451 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043f\u0430\u043a\u0435\u0442**,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u043c \u043c\u043e\u0436\u043d\u043e \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 \u0432 GigaCode. \u041c\u043e\u0434\u0443\u043b\u044c \u043d\u0435\\n\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043d\u043e\u0432\u043e\u0433\u043e \u0441\u043b\u043e\u044f \u043f\u043e\u0432\u0435\u0440\u0445 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u2014 \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438\\n\u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435, \u0430 \u043a\u0430\u043a\u0438\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0438\u0445 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u043c\u0438.\\n\\n**\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u043e\u0441\u0442\u0438 (\u0432\u0435\u0440\u0441\u0438\u044f 0.2).** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u043e\u0434\\n\u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0443\u044e \u043e\u0431\u043b\u0430\u0441\u0442\u044c \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0438 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode. \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c **\u043d\u0435\\n\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f**: `L0` \u0438 `L1` \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u043e\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u044b \u0438\u0437 BABOK Guide v3\\n\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043f\u043e \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044e, \u0430 `L2`, `L3` \u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u044b \u0438\u0437 \u043e\u0434\u043d\u043e\u0439\\n\u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u0439 \u0434\u043e\u043c\u0435\u043d \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b\\n([`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md)),\\n\u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n**\u0427\u0442\u043e \u0438\u0437\u043c\u0435\u043d\u0438\u043b\u0430 \u0432\u0435\u0440\u0441\u0438\u044f 0.2**\\n([issue #571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n\u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 `System` \u0438 `Actor` \u0432 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u043c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0438, `Skill` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\\n\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0438 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\u044e, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u0430\u044f \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n\u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 \u0438 \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0440\u0430\u043d\u044b \u043d\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u043c \u0431\u0430\u0437\u0438\u0441\u0435, \u0430\\n\u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0441\u043f\u0438\u0446\u044b \u0441\u043b\u043e\u0432\u0430\u0440\u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\\n\u0434\u0435\u043f\u0440\u0435\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u044b.\\n\\n## BLUF: \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439\\n\\n1. **\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439.** `Product`, `System`,\\n   `Artifact`, `Operation`, `Skill`, `Process`, `Route`, `Actor`, `Gate`,\\n   `Contract`, `Trace`. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u043a\\n   \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u2014 \u0438 \u043f\u0435\u0440\u0435\u0432\u0435\u043b\u0430 `Skill` \u0438\u0437 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c. \u0412\u0441\u0451 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u044b\u0445 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 \u2014\\n   \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043d\u043e\u0432\u0430\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\\n   ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72).\\n2. **\u0418\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0430\u0440\u043e\u0439 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f + \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u00bb.**\\n   \u0420\u0435\u0436\u0438\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0430 (`stepwise`, `oneshot`, `legacy`) \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\\n   \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0451\u043d \u0432 `deprecated`\\n   ([ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)).\\n   \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 13 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439, \u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432\\n   \u0440\u0435\u0436\u0438\u043c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u2014 0.077.\\n3. **\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043d\u0430\u0432\u044b\u043a\u0438 (1:N) \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 (1:N).** \u041d\u0430\u0432\u044b\u043a \u2014 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0430 **\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441**: \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u0432\u044b\u0445\u043e\u0434\u043e\u043c,\\n   \u0433\u0435\u0439\u0442\u043e\u043c \u0438 \u043f\u0440\u0430\u0432\u043e\u043c \u0432\u0435\u0442\u0432\u0438\u0442\u044c\u0441\u044f. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u0435\u0442\u0432\u0438\u0442\u044c\u0441\u044f \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0440\u043e\u0432\u043d\u043e\\n   \u043e\u0434\u0438\u043d \u043a\u043b\u0430\u0441\u0441 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. \u0422\u0440\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u0441\u043b\u0438\u0442\u044b\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441\u043f\u0438\u0446\u044b \u0432 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\\n   (\u043f\u0440\u043e\u043c\u043f\u0442), \u0440\u0430\u0437\u0432\u0435\u0434\u0435\u043d\u044b \u0438 \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u043c \u00ab\u043c\u043d\u043e\u0433\u0438\u0435 \u043a\\n   \u043e\u0434\u043d\u043e\u043c\u0443\u00bb\\n   ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a74).\\n4. **\u0413\u0435\u0439\u0442 \u2014 \u043e\u0434\u043d\u0430 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0441 \u0442\u0440\u0435\u043c\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u043c\u0438.** `G-self` (\u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\\n   \u0441\u0435\u0431\u044f), `G-mach` (\u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440), `G-human` (\u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2014 \u043d\u0435 \u0442\u0440\u0438 \u0442\u0438\u043f\u043e\u043b\u043e\u0433\u0438\u0438 \u0438\u0437 \u0442\u0440\u0451\u0445\\n   \u043c\u043e\u0434\u0443\u043b\u0435\u0439, \u0430 \u0442\u0440\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u043b\u044f `executor` \u043e\u0434\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438. \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u0433\u0435\u0439\u0442\u044b\\n   `HG-0`\u2026`HG-8` \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f **\u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430\u043c\u0438** `G-human`, \u0430 \u043d\u0435 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u043c\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u0451\u043c.\\n5. **\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u0433\u0435\u0439\u0442\u0430.** \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u043c \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u2014 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430.\\n   \u041e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d.\\n6. **\u041f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u2014 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e.** `Trace` \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0445\u043e\u0434,\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430, \u0433\u0435\u0439\u0442 \u0438 \u0432\u044b\u0445\u043e\u0434. \u0411\u0435\u0437 \u043d\u0435\u0451 \u043d\u0438 \u043e\u0434\u043d\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430\\n   \u043d\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u043c\u0430: \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u043d\u0430 \u043e\u0434\u0438\u043d\\n   \u043f\u0440\u043e\u043c\u043f\u0442, \u0442\u043e \u0435\u0441\u0442\u044c \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u00ab\u0432\u0445\u043e\u0434 \u2192 \u0440\u0430\u0431\u043e\u0442\u0430 \u2192 \u0432\u044b\u0445\u043e\u0434\u00bb \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n7. **\u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435, \u043f\u044f\u0442\u0430\u044f \u2014 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f.** \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b,\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u044b \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432\\n   \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f: \u043e\u043d\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u044b, \u0430 \u0435\u0451 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\\n   ([`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u00a77).\\n8. **\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0435\u043d\u0430.** \u0423\u0440\u043e\u0432\u043d\u0438\\n   `Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function` \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u044b \u0432 Source \u0447\u0438\u0441\u0442\u044b\u043c\\n   \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a\u043e\u043c\\n   ([`standards/product-taxonomy-reference.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/product-taxonomy-reference.md));\\n   \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u043f\u043e\u043a\u0435.\\n9. **Execution Package \u2014 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.** \u0412 \u043f\u0430\u043a\u0435\u0442 \u0443\u0445\u043e\u0434\u044f\u0442 \u0441\u0435\u043c\u044c\\n   \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0444\u0430\u0439\u043b\u043e\u0432; \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0442\u0435\u043a\u0441\u0442\u044b \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f. \u0421\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439\\n   `SKILL.md` \u0441\u0430\u043c\u043e\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d: \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0430\u0433\u0435\u043d\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0445\u043e\u0434\u0438\u0442\u044c \u0432\u043e\\n   \u0432\u0440\u0435\u043c\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0432 \u043d\u0451\u043c \u043d\u0435\u0442, \u0430 \u0432\u0435\u0440\u0441\u0438\u044f \u0441\u043b\u043e\u0451\u0432 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0432\u043e frontmatter\\n   ([`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md), \u00a73).\\n10. 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[STDOUT] [log_71136a, request-id: \"req_011CfXMhubGLd23PXdvDRkNR\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 937ms\n[2026-09-29T07:44:47.058Z] [STDOUT] [log_71136a] response start {\n[2026-09-29T07:44:47.065Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:47.074Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:47.082Z] [STDOUT]   headers: {\n[2026-09-29T07:44:47.084Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:47.089Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:47.094Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:47.101Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:47.105Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:47.111Z] [STDOUT]     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\"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:47.163Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:47.167Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:47.171Z] [STDOUT]     \"cf-ray\": \"a4295d504caf29ad-FRA\",\n[2026-09-29T07:44:47.175Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:47.182Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:47.187Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:47.191Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:47.197Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:47 GMT\",\n[2026-09-29T07:44:47.205Z] [STDOUT]     \"request-id\": \"req_011CfXMhubGLd23PXdvDRkNR\",\n[2026-09-29T07:44:47.217Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:47.219Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:47.221Z] [STDOUT]     traceresponse: \"00-5199dffda6f699f2f86a87674e87d66b-bf7a49b9eb9fe17c-01\",\n[2026-09-29T07:44:47.224Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:47.228Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:47.231Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:47.234Z] [STDOUT]   },\n[2026-09-29T07:44:47.237Z] [STDOUT]   durationMs: 937,\n[2026-09-29T07:44:47.242Z] [STDOUT] }\n[2026-09-29T07:44:47.249Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:47.253Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:47 GMT\",\n[2026-09-29T07:44:47.260Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:47.264Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:47.267Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:47.271Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:47.276Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:47.280Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:47.285Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:47.289Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:47.292Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:47.297Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:47.300Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:47.305Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:47.308Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:47.319Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:47.323Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:47.328Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.332Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:47.338Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:47.343Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:47.347Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:47.351Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.355Z] [STDOUT]   \"request-id\": \"req_011CfXMhubGLd23PXdvDRkNR\",\n[2026-09-29T07:44:47.359Z] [STDOUT]   \"traceresponse\": \"00-5199dffda6f699f2f86a87674e87d66b-bf7a49b9eb9fe17c-01\",\n[2026-09-29T07:44:47.363Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:47.365Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:47.369Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:47.373Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:47.378Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:47.380Z] [STDOUT]   \"cf-ray\": \"a4295d504caf29ad-FRA\",\n[2026-09-29T07:44:47.383Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:47.387Z] [STDOUT] [log_71136a] response parsed {\n[2026-09-29T07:44:47.392Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:47.395Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:47.402Z] [STDOUT]   body: X {\n[2026-09-29T07:44:47.408Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:47.415Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:47.419Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:47.423Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:47.433Z] [STDOUT]     },\n[2026-09-29T07:44:47.443Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:47.446Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:47.450Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:47.454Z] [STDOUT]   },\n[2026-09-29T07:44:47.460Z] [STDOUT]   durationMs: 938,\n[2026-09-29T07:44:47.469Z] [STDOUT] }\n[2026-09-29T07:44:47.479Z] [STDOUT] [log_d2e982, request-id: \"req_011CfXMhvUr4Dk8dsmtwRBDm\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 801ms\n[2026-09-29T07:44:47.483Z] [STDOUT] [log_d2e982] response start {\n[2026-09-29T07:44:47.487Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:47.499Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:47.506Z] [STDOUT]   headers: {\n[2026-09-29T07:44:47.510Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:47.518Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:47.525Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:47.547Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:47.551Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:47.556Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.568Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:47.578Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:47.585Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:47.589Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:47.591Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:47.594Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:47.597Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:47.605Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.611Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:47.622Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:47.625Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:47.636Z] [STDOUT]     \"cf-ray\": \"a4295d518fd34d8b-FRA\",\n[2026-09-29T07:44:47.640Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:47.646Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:47.653Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:47.656Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:47.661Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:47 GMT\",\n[2026-09-29T07:44:47.664Z] [STDOUT]     \"request-id\": \"req_011CfXMhvUr4Dk8dsmtwRBDm\",\n[2026-09-29T07:44:47.671Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:47.674Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:47.677Z] [STDOUT]     traceresponse: \"00-16c5d864b374ff9315a2a772feec31a2-9c0d5d8657d20c71-01\",\n[2026-09-29T07:44:47.683Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:47.689Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:47.691Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:47.697Z] [STDOUT]   },\n[2026-09-29T07:44:47.704Z] [STDOUT]   durationMs: 801,\n[2026-09-29T07:44:47.707Z] [STDOUT] }\n[2026-09-29T07:44:47.710Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:47.715Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:47 GMT\",\n[2026-09-29T07:44:47.719Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:47.723Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:47.727Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:47.730Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:47.738Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:47.745Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:47.749Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:47.755Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:47.766Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:47.772Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:47.776Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:47.779Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:47.787Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:47.795Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:47.799Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:47.803Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.808Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:47.820Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:47.824Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:47.844Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:47.851Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.853Z] [STDOUT]   \"request-id\": \"req_011CfXMhvUr4Dk8dsmtwRBDm\",\n[2026-09-29T07:44:47.859Z] [STDOUT]   \"traceresponse\": \"00-16c5d864b374ff9315a2a772feec31a2-9c0d5d8657d20c71-01\",\n[2026-09-29T07:44:47.862Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:47.865Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:47.883Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:47.890Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:47.893Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:47.897Z] [STDOUT]   \"cf-ray\": \"a4295d518fd34d8b-FRA\",\n[2026-09-29T07:44:47.904Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:47.912Z] [STDOUT] [log_d2e982] response parsed {\n[2026-09-29T07:44:47.920Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:47.926Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:47.931Z] [STDOUT]   body: X {\n[2026-09-29T07:44:47.943Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:47.949Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:47.955Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:47.959Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:47.961Z] [STDOUT]     },\n[2026-09-29T07:44:47.966Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:47.971Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:47.979Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:47.983Z] [STDOUT]   },\n[2026-09-29T07:44:47.991Z] [STDOUT]   durationMs: 801,\n[2026-09-29T07:44:47.995Z] [STDOUT] }\n[2026-09-29T07:44:48.093Z] [INFO] {\n[2026-09-29T07:44:48.093Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"message\": {\n[2026-09-29T07:44:48.093Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:48.093Z] [INFO]     \"content\": [\n[2026-09-29T07:44:48.093Z] [INFO]       {\n[2026-09-29T07:44:48.093Z] [INFO]         \"tool_use_id\": \"toolu_01TTaEU1XTXdfzPGiXzPHnyo\",\n[2026-09-29T07:44:48.093Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:48.093Z] [INFO]         \"content\": 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\"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"uuid\": \"cb84c1ac-7543-4042-a0f2-dd7af7fb6755\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:48.090Z\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:48.093Z] [INFO] }\n[2026-09-29T07:44:48.137Z] [STDOUT] [log_7a9a35] sending request {\n[2026-09-29T07:44:48.147Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:48.153Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:48.156Z] [STDOUT]   options: {\n[2026-09-29T07:44:48.164Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:48.167Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:48.170Z] [STDOUT]     body: {\n[2026-09-29T07:44:48.174Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:48.176Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:48.183Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:48.185Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:48.188Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:48.193Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:48.200Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:48.207Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:48.216Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:48.220Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:48.225Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:48.229Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:48.235Z] [STDOUT]     },\n[2026-09-29T07:44:48.242Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:48.247Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:48.251Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:48.254Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:48.259Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:48.262Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:48.268Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:48.270Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:48.274Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:48.280Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:48.283Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:48.292Z] [STDOUT]     },\n[2026-09-29T07:44:48.296Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:48.301Z] [STDOUT]   },\n[2026-09-29T07:44:48.306Z] [STDOUT]   headers: {\n[2026-09-29T07:44:48.311Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:48.315Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:48.322Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:48.332Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:48.336Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:48.342Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:48.347Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:48.349Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:48.358Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:48.361Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:48.366Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:48.374Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1265\",\n[2026-09-29T07:44:48.378Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:48.386Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:48.397Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:48.399Z] [STDOUT]     \"x-client-request-id\": \"0324f6a4-27ce-412e-a2c6-8de1b7615fc4\",\n[2026-09-29T07:44:48.402Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:48.407Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:48.410Z] [STDOUT]     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([ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)).\\n    \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e: 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438\\n    \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432\u043e \u0432\u0441\u0435\u0445 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445.\\n\\n12. **\u0410\u043a\u0442\u043e\u0440 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u0435\u0442\u0441\u044f.** `\u0410\u043a\u0442\u043e\u0440` \u2014 \u043e\u0431\u0449\u0435\u0435 \u043f\u043e\u043d\u044f\u0442\u0438\u0435\\n    \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430: \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c, \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a, AI-\u0430\u0433\u0435\u043d\u0442, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440.\\n    \u041f\u0435\u0440\u0435\u0447\u0435\u043d\u044c \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439\\n    `extract-actors` \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `A-CORE`; \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f (\u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430\\n    \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f, \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0430\u044f \u0438\u0441\u0442\u043e\u0440\u0438\u044f) \u0431\u0435\u0440\u0451\u0442 \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e\\n    \u043e\u0442\u0442\u0443\u0434\u0430. `\u0421\u0438\u0441\u0442\u0435\u043c\u0430` \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430\\n    ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72.1\u2013\u00a72.2).\\n\\n## \u0427\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0444\u0430\u0439\u043b\u044b \u043c\u043e\u0434\u0443\u043b\u044f\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #563 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| 1. \u0414\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f `stepwise`/`oneshot`/`legacy` | [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md), [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a76 |\\n| 2. \u0421\u0438\u043d\u0442\u0435\u0437 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0439 | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a72\u2013\u00a75, [`standards/product-taxonomy-reference.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/product-taxonomy-reference.md) |\\n| 3. \u0412\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a72\u2013\u00a73 |\\n| 4. \u0421\u043e\u0441\u0442\u0430\u0432 Execution Package \u0434\u043b\u044f GigaCode | [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) \u00a72\u2013\u00a75 |\\n| 5. \u0410\u0432\u0442\u043e\u043d\u043e\u043c\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0431\u043e\u0440 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0438\u0445 \u0434\u043e\u043c\u0430 | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a72 |\\n| \u041f\u043b\u0430\u043d \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430 \u0438 \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0438 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a74\u2013\u00a75 |\\n| \u0417\u0430\u0449\u0438\u0442\u0430 \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b \u043e\u0442 \u0434\u0438\u043a\u0442\u0430\u0442\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f ([\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043a PR #564](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/564)) | [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md), \u00a76.1 [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u00a77 [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), `EP-C6`/`SK-7` [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) |\\n| \u041d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u044b | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a74 |\\n\\n\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b [issue #571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)\\n\u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u0435\u0440\u0441\u0438\u0435\u0439 0.2 \u0438 \u0434\u0432\u0443\u043c\u044f \u043d\u043e\u0432\u044b\u043c\u0438 \u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438.\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #571 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| \u0413\u043b\u0443\u0431\u043e\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 | [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md) |\\n| \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0431\u0430\u0437\u0438\u0441 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0434\u0435\u043b\u044c\u0442\u0430 \u041a\u041a \u041c\u0430\u043d\u0433\u043e | [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/process-taxonomy) |\\n| \u0413\u0440\u0430\u043d\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0441\u0432\u044f\u0437\u044c \u0441 \u043d\u0430\u0432\u044b\u043a\u0430\u043c\u0438 | [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy) |\\n| \u041e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 (`A-CORE`, `A-TZ`, `A-BCREQ`, `A-REP`, `A-TRACE`) | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a72 |\\n| \u0421\u0443\u0449\u043d\u043e\u0441\u0442\u0438 `\u0421\u0438\u0441\u0442\u0435\u043c\u0430`, `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c`, `\u0410\u043a\u0442\u043e\u0440`, \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 | [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) \u00a72, \u00a74 |\\n| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u043a\u0430\u043a \u0433\u0440\u0430\u0444 \u0441 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f\u043c\u0438 \u043f\u043e \u0433\u0435\u0439\u0442\u0430\u043c | [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) \u00a76, [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) \u00a76.1 |\\n| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a77, `GT-5` |\\n| \u0421\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043a\u0435\u0439\u0441\u044b \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u044b | [`exp/ba-process-taxonomy-571/2026-09-10-synthetic-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/2026-09-10-synthetic-cases.md) |\\n| \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0435 | [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md) |\\n\\n\u0417\u0430\u0434\u0430\u0447\u0430 [issue #587](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/587)\\n\u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u0435\u0440\u0441\u0438\u0435\u0439 0.4 \u2014 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u043e\u0439 \u043c\u043e\u0434\u0443\u043b\u044f, \u0430 \u0442\u043e\u0447\u0435\u0447\u043d\u043e\u0439 \u0434\u043e\u0441\u0442\u0440\u043e\u0439\u043a\u043e\u0439 \u043f\u043e\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0443 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438. \u041f\u043e\u0440\u043e\u0433 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0431\u043e\u043b\u0435\u0435 80%\\n\u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430) \u043d\u0435 \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442: \u0430\u0443\u0434\u0438\u0442 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043b \u0442\u0440\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0438 \u0441\u0435\u043c\u044c\\n\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0439, \u0430 \u0444\u043e\u0440\u043c\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0431\u0435\u0437\\n\u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #587 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u0441\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441 \u0434\u0435\u0441\u044f\u0442\u044c\u044e \u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438 `research/ai-education` | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a77 |\\n| \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0447\u0438 #577 \u043f\u043e \u043f\u0443\u043d\u043a\u0442\u0430\u043c | [`docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md) |\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 (\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043a \u0431\u0430\u0437\u0435 \u0437\u043d\u0430\u043d\u0438\u0439) | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a77.1, `SR-1`\u2026`SR-6` |\\n| \u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 `G-human` \u0432 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a75 |\\n| \u042d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445, \u0431\u0435\u0437 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 | [`exp/ba-meta-model-cross-check-587/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-cross-check-587) |\\n| \u0422\u0440\u0438 \u0444\u043e\u0440\u043c\u044b BCREQ: \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430, \u0434\u043e\u0433\u043e\u0432\u043e\u0440 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a71, \u043f\u0440\u0430\u0432\u0438\u043b\u043e 5 |\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md)\\n  \u2014 \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043e\u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`: \u0440\u0435\u0436\u0438\u043c\u044b,\\n  \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432,\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u043c\\n  \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0438 \u0441\u043f\u043b\u043e\u0448\u043d\u043e\u0439 \u0430\u0443\u0434\u0438\u0442 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432 \u043c\u043e\u0434\u0443\u043b\u044f; \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\\n  ADR-014.\\n- [`exp/ba-meta-model-563/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-563)\\n  \u2014 \u0434\u0432\u0430 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044f, \u0441\u044b\u0440\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0438 \u043b\u043e\u0433\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n- [`2026-09-08-artifact-structure-variance-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 (issue #561), \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u043b\u043e\u044f\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n- [`exp/ba-meta-model-cross-check-587/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-cross-check-587)\\n  \u2014 \u0442\u0440\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0437\u0430\u043c\u0435\u0440\u0430 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u043a\u0435\u043b\u0435\u0442\u0430 \u043d\u0430\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (`M-1 = 0.0`), \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u0430\u0445\\n  \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0438 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043d\u043e\u0432\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c.\\n- [`2026-09-07-ecosystem-knowledge-inventory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md)\\n  \u2014 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u044f 368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043a\u0430\u0440\u0442\u044b \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n## \u0427\u0435\u0433\u043e \u0432 \u043c\u043e\u0434\u0443\u043b\u0435 \u043d\u0435\u0442\\n\\n- **\u041d\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430.** \u041c\u043e\u0434\u0443\u043b\u044c \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u043e\u0441\u0442\u0430\u0432 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b Execution\\n  Package, \u043d\u043e \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0435\u0433\u043e \u0444\u0430\u0439\u043b\u044b: \u0438\u0445 \u0434\u043e\u043c \u2014 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0430\u044f \u0441\u0440\u0435\u0434\u0430, \u0430 \u043d\u0435\\n  \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043c\u043e\u0434\u0443\u043b\u044c Source\\n  ([`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md), \u00a72).\\n- **\u041d\u0435\u0442 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M0`\u2013`M4` \u0438 \u043e\u0431\u0435\u0438\u0445 \u043e\u0441\u0435\u0439.** \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f\\n  \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n  ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a75)\\n  \u0438 \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u0431\u044d\u043a\u043b\u043e\u0433, \u0430 \u043d\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0442\u0435\u043a\u0441\u0442\u043e\u0432.\\n- **\u041d\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430.** \u0414\u043e\u043c\u0435\u043d\u044b, capability \u0438 features \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\\n  \u0441\u043f\u043e\u043a\u0435; Source \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0443\u0440\u043e\u0432\u043d\u0435\u0439.\\n- **\u041d\u0435\u0442 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439 \u043d\u043e\u0440\u043c\u044b.** \u041c\u043e\u0434\u0443\u043b\u044c \u2014 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435. \u041f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432 \u043d\u043e\u0440\u043c\u0443 \u0438\u0434\u0451\u0442\\n  \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 `B-146`\u2026`B-152` \u0438 `B-155`\u2026`B-161`.\\n- **\u041d\u0435\u0442 \u0437\u0430\u044f\u0432\u043a\u0438 \u043d\u0430 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c.** \u041c\u043e\u0434\u0443\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n  \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0432 GigaCode. \u041f\u0435\u0440\u0435\u043d\u043e\u0441 \u0434\u043e\u043c\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0432 `projects/` \u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435\\n  \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0437\u0430\u0434\u0430\u0447\u0438 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b `B-155` \u0438 `B-156`, \u0430 \u043d\u0435\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u044d\u0442\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438.\\n# \u0422\u0435\u043e\u0440\u0438\u044f: \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u0438 \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n## 1. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u043e\u0441\u0442\u0438\\n\\n\u0421\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439, \u0435\u0441\u043b\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n| \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 | \u041f\u043e\u0447\u0435\u043c\u0443 |\\n| --- | --- | --- |\\n| `K-1` \u0420\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0430\u044f \u0441\u0438\u043b\u0430 | \u0423\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u0434\u0435\u043b\u0430\u0435\u0442 \u0434\u0432\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438 \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b\u043c\u0438. | \u0418\u043d\u0430\u0447\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u2014 \u0441\u0438\u043d\u043e\u043d\u0438\u043c. |\\n| `K-2` \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c | \u042d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u0438\u0442\u044c \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0438\u043b\u0438 \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0435\u0439 \u0441\u0440\u0435\u0434\u0435. | \u0418\u043d\u0430\u0447\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u2014 \u0440\u0430\u043c\u043a\u0430 \u0431\u0435\u0437 \u0440\u0435\u0444\u0435\u0440\u0435\u043d\u0442\u0430. |\\n| `K-3` \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u0438 | \u0423 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e \u0438\u043c\u044f \u0432\u043e \u0432\u0441\u0435\u0439 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435, \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u0435\u0451 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u043c\u0438. | \u0422\u0440\u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u0442\u0440\u0451\u0445 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 \u2014 \u043f\u0440\u044f\u043c\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u044f `K-3`. |\\n\\n\u041d\u0438 \u043e\u0434\u043d\u0430 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u043d\u0438\u0436\u0435 \u043d\u0435 \u0432\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u00ab\u0434\u043b\u044f \u043f\u043e\u043b\u043d\u043e\u0442\u044b\u00bb: \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u0443\u043a\u0430\u0437\u0430\u043d \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0431\u0435\u0437 \u043d\u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u0442\u0432\u0435\u0442\u0438\u0442\u044c.\\n\\n## 2. \u041e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n\\n\u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0434\u0432\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043a \u0434\u0435\u0432\u044f\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044f\u043c \u0432\u0435\u0440\u0441\u0438\u0438 0.1 \u0438 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442\\n`Skill` \u0438\u0437 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c. \u041a\u0430\u0436\u0434\u043e\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\\n\u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1`\u2013`K-3` \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043e \u043d\u0438\u0436\u0435.\\n\\n| \u0421\u0443\u0449\u043d\u043e\u0441\u0442\u044c | \u0420\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 (`K-1`) | \u041a\u043b\u044e\u0447 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 |\\n| --- | --- | --- |\\n| `Product` | \u041e \u043a\u0430\u043a\u043e\u043c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435? | `Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function` |\\n| `System` | **\u0427\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f?** | \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438\u043b\u0438 \u0435\u0451 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430 |\\n| `Artifact` | \u0427\u0442\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u0445\u043e\u0434\u043e\u043c \u0438 \u0447\u0442\u043e \u0432\u044b\u0445\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b? | \u043a\u043b\u0430\u0441\u0441 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Operation` | \u041a\u0430\u043a\u043e\u0439 **\u0442\u0438\u043f** \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f? | \u0438\u043c\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n| `Skill` | **\u041a\u0430\u043a\u043e\u0439 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u043e\u0435 \u0446\u0435\u043b\u043e\u0435 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c?** | \u0438\u043c\u044f \u043d\u0430\u0432\u044b\u043a\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Process` | \u041a\u0430\u043a\u043e\u0439 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0438 \u043a\u0430\u043a\u0438\u043c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f? | \u0438\u043c\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n| `Route` | \u041a\u0430\u043a\u043e\u0439 \u043f\u0443\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d \u0438 \u043a\u0430\u043a\u043e\u0439 \u043f\u0443\u0442\u044c \u043f\u0440\u043e\u0439\u0434\u0435\u043d? | \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 + \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n| `Actor` | \u041a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433 \u0438\u043b\u0438 \u0447\u044c\u044e \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435? | \u0440\u043e\u043b\u044c |\\n| `Gate` | \u0412 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442? | \u0442\u043e\u0447\u043a\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 + \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c |\\n| `Contract` | \u041a\u0430\u043a\u0438\u043c \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0447\u0442\u043e\u0431\u044b \u0431\u044b\u0442\u044c \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u043c? | \u0438\u043c\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Trace` | \u041a\u0430\u043a \u0441\u0432\u044f\u0437\u0430\u0442\u044c \u0432\u0445\u043e\u0434, \u0440\u0430\u0431\u043e\u0442\u0443, \u0430\u043a\u0442\u043e\u0440\u0430, \u0433\u0435\u0439\u0442 \u0438 \u0432\u044b\u0445\u043e\u0434? | \u0440\u0435\u0431\u0440\u043e \u0433\u0440\u0430\u0444\u0430 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f |\\n\\n### 2.1 `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\\n`System` \u2014 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430, \u043a \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f: \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u044b\u0439\\n\u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0435\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 \u0438\u043b\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0441\u0435\u0440\u0432\u0438\u0441. \u041e\u043d\u0430 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1`: \u0431\u0435\u0437 \u043d\u0435\u0451\\n\u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b \u00ab\u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440 \u043d\u0430\u0436\u0438\u043c\u0430\u0435\u0442 \u043a\u043d\u043e\u043f\u043a\u0443\u00bb \u0438 \u00ab\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435\u00bb \u2014\\n\u0434\u0432\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432 \u043f\u0440\u0435\u0436\u043d\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438\\n\u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438\u0441\u044c \u043a\u0430\u043a \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043d\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u043b\u0438\u0446\u0430.\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `SY-1` | `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430. \u041e\u043d\u0430 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c \u043f\u043e\u043b\u044f `Actor` \u0448\u0430\u0433\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. |\\n| `SY-2` | \u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u043e\u043c \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f `System`, \u0430 \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u0435\u043c \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u2014 `Actor`. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u0435\u0437 \u043e\u0431\u043e\u0438\u0445 \u043f\u043e\u043b\u044e\u0441\u043e\u0432 \u043d\u0435\u043f\u043e\u043b\u043d\u043e. |\\n| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\n\\n### 2.2 `Actor` \u2014 \u043e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0438 \u0430\u0433\u0435\u043d\u0442\u0430\\n\\n`Actor` \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b \u0432 \u0432\u0435\u0440\u0441\u0438\u0438 0.1 \u043a\u0430\u043a \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442\\n\u0435\u0433\u043e \u0434\u043e **\u043e\u0431\u0449\u0435\u0433\u043e \u043f\u043e\u043d\u044f\u0442\u0438\u044f \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430**: \u0438 \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443, \u0438\\n\u0442\u043e\u0433\u043e, \u0447\u044c\u044e \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435. \u041e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u0432\u0432\u0435\u0434\u0435\u043d\u043e, \u0447\u0442\u043e\u0431\u044b \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\nUML \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u0431\u0440\u0430\u043b\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u043b\u0438\u0446 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0447\u043d\u044f, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u043b\u0430\\n\u0438\u0445: \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b 5 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b, \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u0445 \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438\\n\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 (`D6`).\\n\\n| \u0420\u043e\u043b\u044c | \u0422\u0438\u043f | \u0413\u0434\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f |\\n| --- | --- | --- |\\n| `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u044c \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0432 `A-US`, `A-UC`, \u0441\u0443\u0431\u044a\u0435\u043a\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441 `System` |\\n| `\u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430\u0434\u0440\u0435\u0441\u0430\u0442 `A-QUEST`, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 |\\n| `\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-human` |\\n| `\u0410\u0433\u0435\u043d\u0442` | AI-\u0430\u0433\u0435\u043d\u0442 | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-self` |\\n| `\u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440` | \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430 | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-mach` |\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `AC-1` | \u041f\u0435\u0440\u0435\u0447\u0435\u043d\u044c \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0437\u0430\u0434\u0430\u0447\u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432 `A-CORE` \u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 `extract-actors`, \u0430 \u043d\u0435 \u043f\u043e\u0440\u043e\u0436\u0434\u0451\u043d. |\\n| `AC-2` | \u0410\u043a\u0442\u043e\u0440, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0432 `A-CORE`, \u043d\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445: \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u2014 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043c\u0435\u0441\u0442\u043e \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0432\u044b\u0445 \u043b\u0438\u0446. |\\n| `AC-3` | \u0420\u043e\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0448\u0430\u0433\u0430 \u0438 \u0440\u043e\u043b\u044c \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c, \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\u044e: \u043e\u0431\u0435 \u2014 `Actor`. |\\n\\n\u0422\u0435\u0440\u043c\u0438\u043d \u00ab\u0410\u043a\u0442\u043e\u0440\u00bb \u0432\u044b\u0431\u0440\u0430\u043d \u0441\u043e\u0437\u043d\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0432\u043c\u0435\u0441\u0442\u043e \u00ab\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb \u0438 \u00ab\u0440\u043e\u043b\u044c\u00bb: \u043e\u043d \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442\\n\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0438 \u0430\u0433\u0435\u043d\u0442\u0430, \u0438 \u0432\u043d\u0435\u0448\u043d\u044e\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u0443-\u043a\u043e\u043d\u0442\u0440\u0430\u0433\u0435\u043d\u0442\u0430, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u00ab\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb\\n\u0441\u0443\u0436\u0430\u0435\u0442 \u043f\u043e\u043d\u044f\u0442\u0438\u0435 \u0434\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430, \u0430 \u00ab\u0440\u043e\u043b\u044c\u00bb \u0443\u0436\u0435 \u0437\u0430\u043d\u044f\u0442\u0430 \u043f\u043e\u043b\u0435\u043c \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0430\u043c\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438.\\n\\n### 2.3 `Skill` \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n\u0412\u0435\u0440\u0441\u0438\u044f 0.1 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0430 `Skill` \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0435\u0439 `Operation` \u0438 \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 \u0435\u043c\u0443 \u0432\\n\u0441\u0442\u0430\u0442\u0443\u0441\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u044d\u0442\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 **\u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442**. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0437\u0430\u043c\u0435\u0440 `D5`:\\n\u0441\u043f\u0438\u0446\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0448\u0435\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n`\u041f1`\u2013`\u041f6` \u0432 ADR-009, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c Source \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0438\\n\u0440\u0430\u0437\u0443. \u0423\u0440\u043e\u0432\u0435\u043d\u044c \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0438 \u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n`Skill` \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1` \u0432 \u043d\u043e\u0432\u043e\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0435: \u0434\u0432\u0435 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438, \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435\u0441\u044f\\n\u043d\u0430\u0432\u044b\u043a\u043e\u043c, \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f **\u0442\u043e\u0447\u043a\u043e\u0439 \u0433\u0435\u0439\u0442\u0430 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f**. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435\\n\u0432\u0435\u0442\u0432\u0438\u0442\u0441\u044f (`OA-2`) \u0438 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044f; \u043d\u0430\u0432\u044b\u043a \u0438\u043c\u0435\u0435\u0442 \u0438 \u0442\u043e, \u0438\\n\u0434\u0440\u0443\u0433\u043e\u0435. \u0411\u0435\u0437 `Skill` \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u044f\u00bb \u0438\\n\u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c\u00bb.\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `SB-0` | `\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441` \u2014 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u0432\u044b\u0445\u043e\u0434\u043e\u043c \u0438 \u0433\u0435\u0439\u0442\u043e\u043c, \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435. |\\n| `SB-1` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443; \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0432\u044b\u0437\u043e\u0432\u043e\u043c, \u0430 \u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442. |\\n| `SB-2` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f; \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d. |\\n| `SB-6` | `Skill` \u2014 **\u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438** \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u0441\u0440\u0435\u0434\u0443, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c: \u043d\u0430\u0432\u044b\u043a \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 \u043b\u0438\u0431\u043e \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e ([ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md), `SF-1`, `SF-2`). |\\n\\n\u041f\u043e\u043b\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SB-0`\u2013`SB-9` \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 `FM-1`\u2013`FM-5` \u2014\\n[`process-taxonomy/10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/10-theory.md), \u00a74.\\n\\n## 3. \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u2014 **\u0448\u0430\u0433**. \u0428\u0430\u0433 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u0442\u0430\u043a:\\n\\n```text\\nArtifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor\\n        \u2500\u2500 Contract \u2500\u2500\u25b6 Gate(G-self \u2192 G-mach \u2192 G-human)\\n        \u2500\u2500\u25b6 Artifact_out + Trace\\n```\\n\\n\u0428\u0430\u0433 \u2014 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 **\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f**. \u041d\u0430\u0432\u044b\u043a \u2014 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 **\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438**: \u043e\u043d \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u0435\u0442\\n\u0448\u0430\u0433\u0438 \u0432 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441 \u043e\u0431\u0449\u0438\u043c \u0433\u0435\u0439\u0442\u043e\u043c, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u0444\u043e\u0440\u043c\u0443\u043b\u0435 \u0448\u0430\u0433\u0430 \u043d\u0435 \u0443\u0447\u0430\u0441\u0442\u0432\u0443\u0435\u0442, \u043d\u043e\\n\u0437\u0430\u0434\u0430\u0451\u0442, \u0433\u0434\u0435 \u0433\u0435\u0439\u0442 \u0441\u0442\u0430\u0432\u0438\u0442\u0441\u044f. `System` \u0432\u043e\u0448\u043b\u0430 \u0432 \u0444\u043e\u0440\u043c\u0443\u043b\u0443 \u043a\u0430\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043e\u0431\u044a\u0435\u043a\u0442\\n\u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f: \u0431\u0435\u0437 \u043d\u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430 \u043d\u0435 \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d \u043a \u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f, \u0438\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0442\u0435\u0440\u044f\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f (`SY-2`).\\n\\n\u0418\u0437 \u0437\u0430\u043a\u043e\u043d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0442 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n| \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 | \u0427\u0442\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 |\\n| --- | --- | --- |\\n| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\",\n[2026-09-29T07:44:49.650Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:49.650Z] [INFO]       }\n[2026-09-29T07:44:49.650Z] [INFO]     ]\n[2026-09-29T07:44:49.650Z] [INFO]   },\n[2026-09-29T07:44:49.650Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:49.650Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:49.650Z] [INFO]   \"uuid\": \"94f33190-247e-4b67-9dd9-c1dafcba65e1\",\n[2026-09-29T07:44:49.650Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:49.601Z\",\n[2026-09-29T07:44:49.650Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:49.650Z] [INFO]     \"stdout\": \"    (`derived_from`, `EP-C6`, `SK-7`) \u0438 \u0437\u0430\u043f\u0440\u0435\u0442 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u0441\u044b\u043b\u043a\u043e\u0439\\n    \u00ab\u0442\u0430\u043a \u0441\u0434\u0435\u043b\u0430\u043d\u043e \u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0435\u00bb\\n    ([ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)).\\n    \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e: 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438\\n    \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432\u043e \u0432\u0441\u0435\u0445 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445.\\n\\n12. **\u0410\u043a\u0442\u043e\u0440 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u0435\u0442\u0441\u044f.** `\u0410\u043a\u0442\u043e\u0440` \u2014 \u043e\u0431\u0449\u0435\u0435 \u043f\u043e\u043d\u044f\u0442\u0438\u0435\\n    \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430: \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c, \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a, AI-\u0430\u0433\u0435\u043d\u0442, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440.\\n    \u041f\u0435\u0440\u0435\u0447\u0435\u043d\u044c \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439\\n    `extract-actors` \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `A-CORE`; \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f (\u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430\\n    \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f, \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0430\u044f \u0438\u0441\u0442\u043e\u0440\u0438\u044f) \u0431\u0435\u0440\u0451\u0442 \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e\\n    \u043e\u0442\u0442\u0443\u0434\u0430. `\u0421\u0438\u0441\u0442\u0435\u043c\u0430` \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430\\n    ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72.1\u2013\u00a72.2).\\n\\n## \u0427\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0444\u0430\u0439\u043b\u044b \u043c\u043e\u0434\u0443\u043b\u044f\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #563 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| 1. \u0414\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f `stepwise`/`oneshot`/`legacy` | [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md), [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a76 |\\n| 2. \u0421\u0438\u043d\u0442\u0435\u0437 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0439 | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a72\u2013\u00a75, [`standards/product-taxonomy-reference.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/product-taxonomy-reference.md) |\\n| 3. \u0412\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a72\u2013\u00a73 |\\n| 4. \u0421\u043e\u0441\u0442\u0430\u0432 Execution Package \u0434\u043b\u044f GigaCode | [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) \u00a72\u2013\u00a75 |\\n| 5. \u0410\u0432\u0442\u043e\u043d\u043e\u043c\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0431\u043e\u0440 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0438\u0445 \u0434\u043e\u043c\u0430 | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a72 |\\n| \u041f\u043b\u0430\u043d \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430 \u0438 \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0438 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a74\u2013\u00a75 |\\n| \u0417\u0430\u0449\u0438\u0442\u0430 \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b \u043e\u0442 \u0434\u0438\u043a\u0442\u0430\u0442\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f ([\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043a PR #564](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/564)) | [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md), \u00a76.1 [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u00a77 [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), `EP-C6`/`SK-7` [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) |\\n| \u041d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u044b | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a74 |\\n\\n\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b [issue #571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)\\n\u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u0435\u0440\u0441\u0438\u0435\u0439 0.2 \u0438 \u0434\u0432\u0443\u043c\u044f \u043d\u043e\u0432\u044b\u043c\u0438 \u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438.\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #571 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| \u0413\u043b\u0443\u0431\u043e\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 | [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md) |\\n| \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0431\u0430\u0437\u0438\u0441 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0434\u0435\u043b\u044c\u0442\u0430 \u041a\u041a \u041c\u0430\u043d\u0433\u043e | [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/process-taxonomy) |\\n| \u0413\u0440\u0430\u043d\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0441\u0432\u044f\u0437\u044c \u0441 \u043d\u0430\u0432\u044b\u043a\u0430\u043c\u0438 | [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy) |\\n| \u041e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 (`A-CORE`, `A-TZ`, `A-BCREQ`, `A-REP`, `A-TRACE`) | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a72 |\\n| \u0421\u0443\u0449\u043d\u043e\u0441\u0442\u0438 `\u0421\u0438\u0441\u0442\u0435\u043c\u0430`, `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c`, `\u0410\u043a\u0442\u043e\u0440`, \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 | [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) \u00a72, \u00a74 |\\n| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u043a\u0430\u043a \u0433\u0440\u0430\u0444 \u0441 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f\u043c\u0438 \u043f\u043e \u0433\u0435\u0439\u0442\u0430\u043c | [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) \u00a76, [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) \u00a76.1 |\\n| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a77, `GT-5` |\\n| \u0421\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043a\u0435\u0439\u0441\u044b \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u044b | [`exp/ba-process-taxonomy-571/2026-09-10-synthetic-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/2026-09-10-synthetic-cases.md) |\\n| \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0435 | [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md) |\\n\\n\u0417\u0430\u0434\u0430\u0447\u0430 [issue #587](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/587)\\n\u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u0435\u0440\u0441\u0438\u0435\u0439 0.4 \u2014 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u043e\u0439 \u043c\u043e\u0434\u0443\u043b\u044f, \u0430 \u0442\u043e\u0447\u0435\u0447\u043d\u043e\u0439 \u0434\u043e\u0441\u0442\u0440\u043e\u0439\u043a\u043e\u0439 \u043f\u043e\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0443 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438. \u041f\u043e\u0440\u043e\u0433 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0431\u043e\u043b\u0435\u0435 80%\\n\u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430) \u043d\u0435 \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442: \u0430\u0443\u0434\u0438\u0442 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043b \u0442\u0440\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0438 \u0441\u0435\u043c\u044c\\n\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0439, \u0430 \u0444\u043e\u0440\u043c\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0431\u0435\u0437\\n\u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #587 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u0441\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441 \u0434\u0435\u0441\u044f\u0442\u044c\u044e \u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438 `research/ai-education` | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a77 |\\n| \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0447\u0438 #577 \u043f\u043e \u043f\u0443\u043d\u043a\u0442\u0430\u043c | [`docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md) |\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 (\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043a \u0431\u0430\u0437\u0435 \u0437\u043d\u0430\u043d\u0438\u0439) | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a77.1, `SR-1`\u2026`SR-6` |\\n| \u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 `G-human` \u0432 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a75 |\\n| \u042d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445, \u0431\u0435\u0437 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 | [`exp/ba-meta-model-cross-check-587/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-cross-check-587) |\\n| \u0422\u0440\u0438 \u0444\u043e\u0440\u043c\u044b BCREQ: \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430, \u0434\u043e\u0433\u043e\u0432\u043e\u0440 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a71, \u043f\u0440\u0430\u0432\u0438\u043b\u043e 5 |\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md)\\n  \u2014 \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043e\u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`: \u0440\u0435\u0436\u0438\u043c\u044b,\\n  \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432,\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u043c\\n  \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0438 \u0441\u043f\u043b\u043e\u0448\u043d\u043e\u0439 \u0430\u0443\u0434\u0438\u0442 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432 \u043c\u043e\u0434\u0443\u043b\u044f; \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\\n  ADR-014.\\n- [`exp/ba-meta-model-563/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-563)\\n  \u2014 \u0434\u0432\u0430 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044f, \u0441\u044b\u0440\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0438 \u043b\u043e\u0433\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n- [`2026-09-08-artifact-structure-variance-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 (issue #561), \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u043b\u043e\u044f\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n- [`exp/ba-meta-model-cross-check-587/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-cross-check-587)\\n  \u2014 \u0442\u0440\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0437\u0430\u043c\u0435\u0440\u0430 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u043a\u0435\u043b\u0435\u0442\u0430 \u043d\u0430\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (`M-1 = 0.0`), \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u0430\u0445\\n  \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0438 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043d\u043e\u0432\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c.\\n- [`2026-09-07-ecosystem-knowledge-inventory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md)\\n  \u2014 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u044f 368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043a\u0430\u0440\u0442\u044b \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n## \u0427\u0435\u0433\u043e \u0432 \u043c\u043e\u0434\u0443\u043b\u0435 \u043d\u0435\u0442\\n\\n- **\u041d\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430.** \u041c\u043e\u0434\u0443\u043b\u044c \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u043e\u0441\u0442\u0430\u0432 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b Execution\\n  Package, \u043d\u043e \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0435\u0433\u043e \u0444\u0430\u0439\u043b\u044b: \u0438\u0445 \u0434\u043e\u043c \u2014 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0430\u044f \u0441\u0440\u0435\u0434\u0430, \u0430 \u043d\u0435\\n  \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043c\u043e\u0434\u0443\u043b\u044c Source\\n  ([`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md), \u00a72).\\n- **\u041d\u0435\u0442 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M0`\u2013`M4` \u0438 \u043e\u0431\u0435\u0438\u0445 \u043e\u0441\u0435\u0439.** \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f\\n  \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n  ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a75)\\n  \u0438 \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u0431\u044d\u043a\u043b\u043e\u0433, \u0430 \u043d\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0442\u0435\u043a\u0441\u0442\u043e\u0432.\\n- **\u041d\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430.** \u0414\u043e\u043c\u0435\u043d\u044b, capability \u0438 features \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\\n  \u0441\u043f\u043e\u043a\u0435; Source \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0443\u0440\u043e\u0432\u043d\u0435\u0439.\\n- **\u041d\u0435\u0442 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439 \u043d\u043e\u0440\u043c\u044b.** \u041c\u043e\u0434\u0443\u043b\u044c \u2014 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435. \u041f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432 \u043d\u043e\u0440\u043c\u0443 \u0438\u0434\u0451\u0442\\n  \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 `B-146`\u2026`B-152` \u0438 `B-155`\u2026`B-161`.\\n- **\u041d\u0435\u0442 \u0437\u0430\u044f\u0432\u043a\u0438 \u043d\u0430 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c.** \u041c\u043e\u0434\u0443\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n  \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0432 GigaCode. \u041f\u0435\u0440\u0435\u043d\u043e\u0441 \u0434\u043e\u043c\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0432 `projects/` \u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435\\n  \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0437\u0430\u0434\u0430\u0447\u0438 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b `B-155` \u0438 `B-156`, \u0430 \u043d\u0435\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u044d\u0442\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438.\\n# \u0422\u0435\u043e\u0440\u0438\u044f: \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u0438 \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n## 1. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u043e\u0441\u0442\u0438\\n\\n\u0421\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439, \u0435\u0441\u043b\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n| \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 | \u041f\u043e\u0447\u0435\u043c\u0443 |\\n| --- | --- | --- |\\n| `K-1` \u0420\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0430\u044f \u0441\u0438\u043b\u0430 | \u0423\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u0434\u0435\u043b\u0430\u0435\u0442 \u0434\u0432\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438 \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b\u043c\u0438. | \u0418\u043d\u0430\u0447\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u2014 \u0441\u0438\u043d\u043e\u043d\u0438\u043c. |\\n| `K-2` \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c | \u042d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u0438\u0442\u044c \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0438\u043b\u0438 \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0435\u0439 \u0441\u0440\u0435\u0434\u0435. | \u0418\u043d\u0430\u0447\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u2014 \u0440\u0430\u043c\u043a\u0430 \u0431\u0435\u0437 \u0440\u0435\u0444\u0435\u0440\u0435\u043d\u0442\u0430. |\\n| `K-3` \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u0438 | \u0423 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e \u0438\u043c\u044f \u0432\u043e \u0432\u0441\u0435\u0439 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435, \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u0435\u0451 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u043c\u0438. | \u0422\u0440\u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u0442\u0440\u0451\u0445 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 \u2014 \u043f\u0440\u044f\u043c\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u044f `K-3`. |\\n\\n\u041d\u0438 \u043e\u0434\u043d\u0430 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u043d\u0438\u0436\u0435 \u043d\u0435 \u0432\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u00ab\u0434\u043b\u044f \u043f\u043e\u043b\u043d\u043e\u0442\u044b\u00bb: \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u0443\u043a\u0430\u0437\u0430\u043d \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0431\u0435\u0437 \u043d\u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u0442\u0432\u0435\u0442\u0438\u0442\u044c.\\n\\n## 2. \u041e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n\\n\u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0434\u0432\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043a \u0434\u0435\u0432\u044f\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044f\u043c \u0432\u0435\u0440\u0441\u0438\u0438 0.1 \u0438 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442\\n`Skill` \u0438\u0437 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c. \u041a\u0430\u0436\u0434\u043e\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\\n\u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1`\u2013`K-3` \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043e \u043d\u0438\u0436\u0435.\\n\\n| \u0421\u0443\u0449\u043d\u043e\u0441\u0442\u044c | \u0420\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 (`K-1`) | \u041a\u043b\u044e\u0447 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 |\\n| --- | --- | --- |\\n| `Product` | \u041e \u043a\u0430\u043a\u043e\u043c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435? | `Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function` |\\n| `System` | **\u0427\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f?** | \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438\u043b\u0438 \u0435\u0451 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430 |\\n| `Artifact` | \u0427\u0442\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u0445\u043e\u0434\u043e\u043c \u0438 \u0447\u0442\u043e \u0432\u044b\u0445\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b? | \u043a\u043b\u0430\u0441\u0441 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Operation` | \u041a\u0430\u043a\u043e\u0439 **\u0442\u0438\u043f** \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f? | \u0438\u043c\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n| `Skill` | **\u041a\u0430\u043a\u043e\u0439 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u043e\u0435 \u0446\u0435\u043b\u043e\u0435 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c?** | \u0438\u043c\u044f \u043d\u0430\u0432\u044b\u043a\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Process` | \u041a\u0430\u043a\u043e\u0439 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0438 \u043a\u0430\u043a\u0438\u043c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f? | \u0438\u043c\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n| `Route` | \u041a\u0430\u043a\u043e\u0439 \u043f\u0443\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d \u0438 \u043a\u0430\u043a\u043e\u0439 \u043f\u0443\u0442\u044c \u043f\u0440\u043e\u0439\u0434\u0435\u043d? | \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 + \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n| `Actor` | \u041a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433 \u0438\u043b\u0438 \u0447\u044c\u044e \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435? | \u0440\u043e\u043b\u044c |\\n| `Gate` | \u0412 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442? | \u0442\u043e\u0447\u043a\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 + \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c |\\n| `Contract` | \u041a\u0430\u043a\u0438\u043c \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0447\u0442\u043e\u0431\u044b \u0431\u044b\u0442\u044c \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u043c? | \u0438\u043c\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Trace` | \u041a\u0430\u043a \u0441\u0432\u044f\u0437\u0430\u0442\u044c \u0432\u0445\u043e\u0434, \u0440\u0430\u0431\u043e\u0442\u0443, \u0430\u043a\u0442\u043e\u0440\u0430, \u0433\u0435\u0439\u0442 \u0438 \u0432\u044b\u0445\u043e\u0434? | \u0440\u0435\u0431\u0440\u043e \u0433\u0440\u0430\u0444\u0430 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f |\\n\\n### 2.1 `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\\n`System` \u2014 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430, \u043a \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f: \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u044b\u0439\\n\u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0435\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 \u0438\u043b\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0441\u0435\u0440\u0432\u0438\u0441. \u041e\u043d\u0430 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1`: \u0431\u0435\u0437 \u043d\u0435\u0451\\n\u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b \u00ab\u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440 \u043d\u0430\u0436\u0438\u043c\u0430\u0435\u0442 \u043a\u043d\u043e\u043f\u043a\u0443\u00bb \u0438 \u00ab\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435\u00bb \u2014\\n\u0434\u0432\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432 \u043f\u0440\u0435\u0436\u043d\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438\\n\u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438\u0441\u044c \u043a\u0430\u043a \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043d\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u043b\u0438\u0446\u0430.\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `SY-1` | `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430. \u041e\u043d\u0430 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c \u043f\u043e\u043b\u044f `Actor` \u0448\u0430\u0433\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. |\\n| `SY-2` | \u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u043e\u043c \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f `System`, \u0430 \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u0435\u043c \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u2014 `Actor`. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u0435\u0437 \u043e\u0431\u043e\u0438\u0445 \u043f\u043e\u043b\u044e\u0441\u043e\u0432 \u043d\u0435\u043f\u043e\u043b\u043d\u043e. |\\n| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\n\\n### 2.2 `Actor` \u2014 \u043e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0438 \u0430\u0433\u0435\u043d\u0442\u0430\\n\\n`Actor` \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b \u0432 \u0432\u0435\u0440\u0441\u0438\u0438 0.1 \u043a\u0430\u043a \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442\\n\u0435\u0433\u043e \u0434\u043e **\u043e\u0431\u0449\u0435\u0433\u043e \u043f\u043e\u043d\u044f\u0442\u0438\u044f \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430**: \u0438 \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443, \u0438\\n\u0442\u043e\u0433\u043e, \u0447\u044c\u044e \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435. \u041e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u0432\u0432\u0435\u0434\u0435\u043d\u043e, \u0447\u0442\u043e\u0431\u044b \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\nUML \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u0431\u0440\u0430\u043b\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u043b\u0438\u0446 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0447\u043d\u044f, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u043b\u0430\\n\u0438\u0445: \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b 5 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b, \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u0445 \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438\\n\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 (`D6`).\\n\\n| \u0420\u043e\u043b\u044c | \u0422\u0438\u043f | \u0413\u0434\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f |\\n| --- | --- | --- |\\n| `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u044c \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0432 `A-US`, `A-UC`, \u0441\u0443\u0431\u044a\u0435\u043a\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441 `System` |\\n| `\u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430\u0434\u0440\u0435\u0441\u0430\u0442 `A-QUEST`, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 |\\n| `\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-human` |\\n| `\u0410\u0433\u0435\u043d\u0442` | AI-\u0430\u0433\u0435\u043d\u0442 | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-self` |\\n| `\u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440` | \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430 | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-mach` |\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `AC-1` | \u041f\u0435\u0440\u0435\u0447\u0435\u043d\u044c \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0437\u0430\u0434\u0430\u0447\u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432 `A-CORE` \u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 `extract-actors`, \u0430 \u043d\u0435 \u043f\u043e\u0440\u043e\u0436\u0434\u0451\u043d. |\\n| `AC-2` | \u0410\u043a\u0442\u043e\u0440, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0432 `A-CORE`, \u043d\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445: \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u2014 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043c\u0435\u0441\u0442\u043e \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0432\u044b\u0445 \u043b\u0438\u0446. |\\n| `AC-3` | \u0420\u043e\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0448\u0430\u0433\u0430 \u0438 \u0440\u043e\u043b\u044c \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c, \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\u044e: \u043e\u0431\u0435 \u2014 `Actor`. |\\n\\n\u0422\u0435\u0440\u043c\u0438\u043d \u00ab\u0410\u043a\u0442\u043e\u0440\u00bb \u0432\u044b\u0431\u0440\u0430\u043d \u0441\u043e\u0437\u043d\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0432\u043c\u0435\u0441\u0442\u043e \u00ab\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb \u0438 \u00ab\u0440\u043e\u043b\u044c\u00bb: \u043e\u043d \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442\\n\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0438 \u0430\u0433\u0435\u043d\u0442\u0430, \u0438 \u0432\u043d\u0435\u0448\u043d\u044e\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u0443-\u043a\u043e\u043d\u0442\u0440\u0430\u0433\u0435\u043d\u0442\u0430, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u00ab\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb\\n\u0441\u0443\u0436\u0430\u0435\u0442 \u043f\u043e\u043d\u044f\u0442\u0438\u0435 \u0434\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430, \u0430 \u00ab\u0440\u043e\u043b\u044c\u00bb \u0443\u0436\u0435 \u0437\u0430\u043d\u044f\u0442\u0430 \u043f\u043e\u043b\u0435\u043c \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0430\u043c\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438.\\n\\n### 2.3 `Skill` \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n\u0412\u0435\u0440\u0441\u0438\u044f 0.1 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0430 `Skill` \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0435\u0439 `Operation` \u0438 \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 \u0435\u043c\u0443 \u0432\\n\u0441\u0442\u0430\u0442\u0443\u0441\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u044d\u0442\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 **\u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442**. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0437\u0430\u043c\u0435\u0440 `D5`:\\n\u0441\u043f\u0438\u0446\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0448\u0435\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n`\u041f1`\u2013`\u041f6` \u0432 ADR-009, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c Source \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0438\\n\u0440\u0430\u0437\u0443. \u0423\u0440\u043e\u0432\u0435\u043d\u044c \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0438 \u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n`Skill` \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1` \u0432 \u043d\u043e\u0432\u043e\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0435: \u0434\u0432\u0435 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438, \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435\u0441\u044f\\n\u043d\u0430\u0432\u044b\u043a\u043e\u043c, \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f **\u0442\u043e\u0447\u043a\u043e\u0439 \u0433\u0435\u0439\u0442\u0430 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f**. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435\\n\u0432\u0435\u0442\u0432\u0438\u0442\u0441\u044f (`OA-2`) \u0438 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044f; \u043d\u0430\u0432\u044b\u043a \u0438\u043c\u0435\u0435\u0442 \u0438 \u0442\u043e, \u0438\\n\u0434\u0440\u0443\u0433\u043e\u0435. \u0411\u0435\u0437 `Skill` \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u044f\u00bb \u0438\\n\u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c\u00bb.\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `SB-0` | `\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441` \u2014 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u0432\u044b\u0445\u043e\u0434\u043e\u043c \u0438 \u0433\u0435\u0439\u0442\u043e\u043c, \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435. |\\n| `SB-1` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443; \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0432\u044b\u0437\u043e\u0432\u043e\u043c, \u0430 \u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442. |\\n| `SB-2` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f; \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d. |\\n| `SB-6` | `Skill` \u2014 **\u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438** \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u0441\u0440\u0435\u0434\u0443, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c: \u043d\u0430\u0432\u044b\u043a \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 \u043b\u0438\u0431\u043e \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e ([ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md), `SF-1`, `SF-2`). |\\n\\n\u041f\u043e\u043b\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SB-0`\u2013`SB-9` \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 `FM-1`\u2013`FM-5` \u2014\\n[`process-taxonomy/10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/10-theory.md), \u00a74.\\n\\n## 3. \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u2014 **\u0448\u0430\u0433**. \u0428\u0430\u0433 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u0442\u0430\u043a:\\n\\n```text\\nArtifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor\\n        \u2500\u2500 Contract \u2500\u2500\u25b6 Gate(G-self \u2192 G-mach \u2192 G-human)\\n        \u2500\u2500\u25b6 Artifact_out + Trace\\n```\\n\\n\u0428\u0430\u0433 \u2014 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 **\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f**. \u041d\u0430\u0432\u044b\u043a \u2014 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 **\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438**: \u043e\u043d \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u0435\u0442\\n\u0448\u0430\u0433\u0438 \u0432 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441 \u043e\u0431\u0449\u0438\u043c \u0433\u0435\u0439\u0442\u043e\u043c, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u0444\u043e\u0440\u043c\u0443\u043b\u0435 \u0448\u0430\u0433\u0430 \u043d\u0435 \u0443\u0447\u0430\u0441\u0442\u0432\u0443\u0435\u0442, \u043d\u043e\\n\u0437\u0430\u0434\u0430\u0451\u0442, \u0433\u0434\u0435 \u0433\u0435\u0439\u0442 \u0441\u0442\u0430\u0432\u0438\u0442\u0441\u044f. `System` \u0432\u043e\u0448\u043b\u0430 \u0432 \u0444\u043e\u0440\u043c\u0443\u043b\u0443 \u043a\u0430\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043e\u0431\u044a\u0435\u043a\u0442\\n\u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f: \u0431\u0435\u0437 \u043d\u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430 \u043d\u0435 \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d \u043a \u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f, \u0438\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0442\u0435\u0440\u044f\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f (`SY-2`).\\n\\n\u0418\u0437 \u0437\u0430\u043a\u043e\u043d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0442 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n| \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 | \u0427\u0442\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 |\\n| --- | --- | --- |\\n| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\",\n[2026-09-29T07:44:49.650Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:44:49.650Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:44:49.650Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:44:49.650Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:44:49.650Z] [INFO]   }\n[2026-09-29T07:44:49.650Z] [INFO] }\n[2026-09-29T07:44:49.729Z] [STDOUT] [log_2c4e18] sending request {\n[2026-09-29T07:44:49.739Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:49.743Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:49.746Z] [STDOUT]   options: {\n[2026-09-29T07:44:49.748Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:49.751Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:49.753Z] [STDOUT]     body: {\n[2026-09-29T07:44:49.764Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:49.768Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:49.773Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:49.777Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:49.780Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:49.783Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:49.785Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:49.791Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:49.796Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:49.807Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:49.812Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:49.825Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:49.830Z] [STDOUT]     },\n[2026-09-29T07:44:49.834Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:49.840Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:49.842Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:49.851Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:49.854Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:49.858Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:49.860Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:49.864Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:49.870Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:49.873Z] [STDOUT]     },\n[2026-09-29T07:44:49.878Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:49.882Z] [STDOUT]   },\n[2026-09-29T07:44:49.889Z] [STDOUT]   headers: {\n[2026-09-29T07:44:49.893Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:49.897Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:49.901Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:49.906Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:49.911Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:49.919Z] [STDOUT]     authorization: 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\"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:50.773Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:50.782Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:50.786Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:50.790Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:50.802Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:50.824Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:50.835Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:50.840Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:50.842Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": 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state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:50.956Z] [STDOUT] [log_2c4e18] response parsed {\n[2026-09-29T07:44:50.964Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:50.968Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:50.974Z] [STDOUT]   body: X {\n[2026-09-29T07:44:50.978Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:50.987Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:50.990Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:50.999Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:51.004Z] [STDOUT]     },\n[2026-09-29T07:44:51.011Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:51.019Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:51.029Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:51.037Z] [STDOUT]   },\n[2026-09-29T07:44:51.052Z] [STDOUT]   durationMs: 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{\n[2026-09-29T07:44:51.543Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:51.543Z] [INFO]     \"id\": \"msg_011CfXMiBU1CJrw5i85tgapP\",\n[2026-09-29T07:44:51.543Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:51.543Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:51.543Z] [INFO]     \"content\": [\n[2026-09-29T07:44:51.543Z] [INFO]       {\n[2026-09-29T07:44:51.543Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:44:51.543Z] [INFO]         \"text\": \"Still reading the meta-model sources (invariants, metrics, and the 67-run forensics). Both research agents are still running.\"\n[2026-09-29T07:44:51.543Z] [INFO]       }\n[2026-09-29T07:44:51.543Z] [INFO]     ],\n[2026-09-29T07:44:51.543Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:51.543Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:51.543Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:51.543Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:51.543Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:51.543Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:51.543Z] [INFO]       \"cache_creation_input_tokens\": 8522,\n[2026-09-29T07:44:51.543Z] [INFO]       \"cache_read_input_tokens\": 78078,\n[2026-09-29T07:44:51.543Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:51.543Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:51.543Z] [INFO]         \"ephemeral_1h_input_tokens\": 8522\n[2026-09-29T07:44:51.543Z] [INFO]       },\n[2026-09-29T07:44:51.543Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:44:51.543Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:51.543Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:51.543Z] [INFO]     },\n[2026-09-29T07:44:51.543Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:51.543Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:51.543Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:51.543Z] [INFO]   },\n[2026-09-29T07:44:51.543Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:51.543Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:51.543Z] [INFO]   \"uuid\": \"1084a74a-4d2e-45f4-9499-cea2b0f48e6e\",\n[2026-09-29T07:44:51.543Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:51.532Z\",\n[2026-09-29T07:44:51.543Z] [INFO]   \"request_id\": \"req_011CfXMiB2hj5Uhmzf434m5u\"\n[2026-09-29T07:44:51.543Z] [INFO] }\n[2026-09-29T07:44:51.618Z] [INFO] {\n[2026-09-29T07:44:51.618Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:51.618Z] [INFO]   \"message\": {\n[2026-09-29T07:44:51.618Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:51.618Z] [INFO]     \"id\": \"msg_011CfXMi4bzvHqPzhmJoPuKX\",\n[2026-09-29T07:44:51.618Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:51.618Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:51.618Z] [INFO]     \"content\": [\n[2026-09-29T07:44:51.618Z] [INFO]       {\n[2026-09-29T07:44:51.618Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:51.618Z] [INFO]         \"id\": \"toolu_01LV8hyFEV9Tjq9NVvhHVX5A\",\n[2026-09-29T07:44:51.618Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:51.618Z] [INFO]         \"input\": {\n[2026-09-29T07:44:51.618Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && python3 - <<'EOF'\\nimport yaml,glob,collections\\nrows=[]\\nfor f in sorted(glob.glob('runs/2026/RUN-*/metadata.yaml')):\\n    d=yaml.safe_load(open(f))\\n    rows.append(d)\\n    print(d.get('run_id'),d.get('date'),d.get('run_type'),d.get('status'),'|',d.get('model'),'|',str(d.get('author'))[:40],'|',list(d.keys()))\\nc=collections.Counter\\nprint(c(str(r.get('run_type')) for r in rows))\\nprint(c(str(r.get('status')) for r in rows))\\nprint(c(str(r.get('model')) for r in rows))\\nprint(min(str(r['date']) for r in rows), max(str(r['date']) for r in rows))\\nEOF\",\n[2026-09-29T07:44:51.618Z] [INFO]           \"description\": \"Parse all run metadata\"\n[2026-09-29T07:44:51.618Z] [INFO]         },\n[2026-09-29T07:44:51.618Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:51.618Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:51.618Z] [INFO]         }\n[2026-09-29T07:44:51.618Z] [INFO]       }\n[2026-09-29T07:44:51.618Z] [INFO]     ],\n[2026-09-29T07:44:51.618Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:51.618Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:51.618Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:51.618Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:51.618Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:51.618Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:51.618Z] [INFO]       \"cache_creation_input_tokens\": 705,\n[2026-09-29T07:44:51.618Z] [INFO]       \"cache_read_input_tokens\": 42139,\n[2026-09-29T07:44:51.618Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:51.618Z] [INFO]         \"ephemeral_5m_input_tokens\": 705,\n[2026-09-29T07:44:51.618Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:51.618Z] [INFO]       },\n[2026-09-29T07:44:51.618Z] [INFO]       \"output_tokens\": 37,\n[2026-09-29T07:44:51.618Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:51.618Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:51.618Z] [INFO]     },\n[2026-09-29T07:44:51.618Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:51.618Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:51.618Z] [INFO]     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[INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:51.637Z] [INFO]   \"description\": \"Running Parse all run metadata\",\n[2026-09-29T07:44:51.637Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:51.637Z] [INFO]   \"usage\": {\n[2026-09-29T07:44:51.637Z] [INFO]     \"total_tokens\": 43202,\n[2026-09-29T07:44:51.637Z] [INFO]     \"tool_uses\": 9,\n[2026-09-29T07:44:51.637Z] [INFO]     \"duration_ms\": 29320\n[2026-09-29T07:44:51.637Z] [INFO]   },\n[2026-09-29T07:44:51.637Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:44:51.637Z] [INFO]   \"uuid\": \"0fe1a820-cd52-4002-8b30-370df76255dd\",\n[2026-09-29T07:44:51.637Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:51.637Z] [INFO] }\n[2026-09-29T07:44:51.919Z] [INFO] {\n[2026-09-29T07:44:51.919Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"message\": {\n[2026-09-29T07:44:51.919Z] [INFO]     \"role\": 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}\n[2026-09-29T07:44:51.919Z] [INFO]     ]\n[2026-09-29T07:44:51.919Z] [INFO]   },\n[2026-09-29T07:44:51.919Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"uuid\": \"d9aeb852-b67c-4b1b-ad30-a38e62f6c18b\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:51.915Z\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:51.919Z] [INFO] }\n[2026-09-29T07:44:51.949Z] [STDOUT] [log_0f1f71] sending request {\n[2026-09-29T07:44:51.953Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:51.956Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:51.960Z] [STDOUT]   options: {\n[2026-09-29T07:44:51.963Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:51.966Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:51.969Z] [STDOUT]     body: {\n[2026-09-29T07:44:51.972Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:51.976Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:51.980Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:51.982Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:51.984Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:51.985Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:51.988Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:51.990Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:51.993Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:51.997Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:51.999Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:52.005Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:52.023Z] [STDOUT]     },\n[2026-09-29T07:44:52.025Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:52.029Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:52.034Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:52.040Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:52.043Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:52.045Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:52.048Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:52.051Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:52.056Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:52.061Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:52.065Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:52.069Z] [STDOUT]     },\n[2026-09-29T07:44:52.072Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:52.075Z] [STDOUT]   },\n[2026-09-29T07:44:52.079Z] [STDOUT]   headers: {\n[2026-09-29T07:44:52.083Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:52.088Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:52.094Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:52.098Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:52.101Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:52.103Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:52.105Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:52.109Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:52.113Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:52.116Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:52.118Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:52.123Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1400\",\n[2026-09-29T07:44:52.127Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:52.130Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:52.134Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:52.138Z] [STDOUT]     \"x-client-request-id\": \"2b47db6f-67fa-40d8-989c-dd0b54127c6f\",\n[2026-09-29T07:44:52.144Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:52.149Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:52.153Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:52.158Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:52.161Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:52.164Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:52.168Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:52.172Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:52.174Z] [STDOUT]   },\n[2026-09-29T07:44:52.177Z] [STDOUT] }\n[2026-09-29T07:44:52.801Z] [STDOUT] [log_0f1f71, request-id: \"req_011CfXMiLYCWjkBmkyFQZ4VP\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 850ms\n[2026-09-29T07:44:52.811Z] [STDOUT] [log_0f1f71] response start {\n[2026-09-29T07:44:52.814Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:52.818Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:52.823Z] [STDOUT]   headers: {\n[2026-09-29T07:44:52.830Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:52.835Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:52.842Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:52.845Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:44:52.847Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:52.852Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:52.857Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:52.861Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:52.864Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:52.870Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:52.873Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:52.876Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:52.879Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:52.886Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:52.889Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:52.895Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:52.899Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:52.901Z] [STDOUT]     \"cf-ray\": \"a4295d74bad74d8b-FRA\",\n[2026-09-29T07:44:52.904Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:52.909Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:52.915Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:52.921Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:52.924Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:52 GMT\",\n[2026-09-29T07:44:52.932Z] [STDOUT]     \"request-id\": \"req_011CfXMiLYCWjkBmkyFQZ4VP\",\n[2026-09-29T07:44:52.937Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:52.945Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:52.950Z] [STDOUT]     traceresponse: \"00-5f5b27b743c2bf4f3a149c6dfa12503b-cc98dbbf9bdedb7a-01\",\n[2026-09-29T07:44:52.956Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:52.962Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:52.966Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:52.969Z] [STDOUT]   },\n[2026-09-29T07:44:52.973Z] [STDOUT]   durationMs: 850,\n[2026-09-29T07:44:52.976Z] [STDOUT] }\n[2026-09-29T07:44:52.987Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:52.992Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:52 GMT\",\n[2026-09-29T07:44:52.996Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:53.003Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:53.010Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:53.017Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:53.030Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:53.052Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:53.058Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:53.062Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:53.064Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:53.069Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:53.071Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:53.076Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:53.078Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:44:53.087Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:53.089Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:53.092Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:53.104Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:53.108Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:53.114Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:53.119Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:53.121Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:53.123Z] [STDOUT]   \"request-id\": \"req_011CfXMiLYCWjkBmkyFQZ4VP\",\n[2026-09-29T07:44:53.125Z] [STDOUT]   \"traceresponse\": \"00-5f5b27b743c2bf4f3a149c6dfa12503b-cc98dbbf9bdedb7a-01\",\n[2026-09-29T07:44:53.127Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:53.129Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:53.131Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:53.133Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:53.137Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:53.140Z] [STDOUT]   \"cf-ray\": \"a4295d74bad74d8b-FRA\",\n[2026-09-29T07:44:53.142Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:53.144Z] [STDOUT] [log_0f1f71] response parsed {\n[2026-09-29T07:44:53.146Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:53.148Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:53.150Z] [STDOUT]   body: X {\n[2026-09-29T07:44:53.153Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:53.157Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:53.162Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:53.165Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:53.168Z] [STDOUT]     },\n[2026-09-29T07:44:53.170Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:53.172Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:53.175Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:53.177Z] [STDOUT]   },\n[2026-09-29T07:44:53.179Z] [STDOUT]   durationMs: 851,\n[2026-09-29T07:44:53.183Z] [STDOUT] }\n[2026-09-29T07:44:53.188Z] [INFO] {\n[2026-09-29T07:44:53.188Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"message\": {\n[2026-09-29T07:44:53.188Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:53.188Z] [INFO]     \"content\": [\n[2026-09-29T07:44:53.188Z] [INFO]       {\n[2026-09-29T07:44:53.188Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:53.188Z] [INFO]         \"content\": \"Exit code 1\\nTraceback (most recent call last):\\n  File \\\"\\\", line 1, in \\nModuleNotFoundError: No module named 'yaml'\",\n[2026-09-29T07:44:53.188Z] [INFO]         \"is_error\": true,\n[2026-09-29T07:44:53.188Z] [INFO]         \"tool_use_id\": \"toolu_01LV8hyFEV9Tjq9NVvhHVX5A\"\n[2026-09-29T07:44:53.188Z] [INFO]       }\n[2026-09-29T07:44:53.188Z] [INFO]     ]\n[2026-09-29T07:44:53.188Z] [INFO]   },\n[2026-09-29T07:44:53.188Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"uuid\": \"10cfdee9-c7ad-4590-9d1d-3e29591fc58f\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:53.051Z\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"tool_use_result\": \"Error: Exit code 1\\nTraceback (most recent call last):\\n  File \\\"\\\", line 1, in \\nModuleNotFoundError: No module named 'yaml'\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:53.188Z] [INFO] }\n[2026-09-29T07:44:53.195Z] [INFO] \u26a0\ufe0f Tool result error detected: Exit code 1\n[2026-09-29T07:44:53.195Z] [INFO] Traceback (most recent call last):\n[2026-09-29T07:44:53.195Z] [INFO]   File \"\", line 1, in \n[2026-09-29T07:44:53.195Z] [INFO] ModuleNotFoundError: No module named 'yaml'\n[2026-09-29T07:44:53.200Z] [INFO] {\n[2026-09-29T07:44:53.200Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:53.200Z] [INFO]   \"message\": {\n[2026-09-29T07:44:53.200Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:53.200Z] [INFO]     \"id\": \"msg_011CfXMiBU1CJrw5i85tgapP\",\n[2026-09-29T07:44:53.200Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:53.200Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:53.200Z] [INFO]     \"content\": [\n[2026-09-29T07:44:53.200Z] [INFO]       {\n[2026-09-29T07:44:53.200Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:53.200Z] [INFO]         \"id\": \"toolu_01VSQL7sC7yEissLiRApEL6x\",\n[2026-09-29T07:44:53.200Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:53.200Z] [INFO]         \"input\": {\n[2026-09-29T07:44:53.200Z] [INFO]           \"command\": \"sed -n 140,175p 10-theory.md; grep -n \\\"M-1\\\\|M-2\\\\|M-3\\\\|M-4\\\\|M-5\\\" 40-practice-and-cases.md | head -30; grep -n \\\"^#\\\" 40-practice-and-cases.md 30-decision-framework.md\",\n[2026-09-29T07:44:53.200Z] [INFO]           \"description\": \"Read invariants and metrics\"\n[2026-09-29T07:44:53.200Z] [INFO]         },\n[2026-09-29T07:44:53.200Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:53.200Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:53.200Z] [INFO]         }\n[2026-09-29T07:44:53.200Z] [INFO]       }\n[2026-09-29T07:44:53.200Z] [INFO]     ],\n[2026-09-29T07:44:53.200Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:53.200Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:53.200Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:53.200Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:53.200Z] [INFO]     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},\n[2026-09-29T07:44:53.200Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:53.200Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:53.200Z] [INFO]   \"uuid\": \"65f32785-882d-420a-9670-cce30026e9ee\",\n[2026-09-29T07:44:53.200Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:53.097Z\",\n[2026-09-29T07:44:53.200Z] [INFO]   \"request_id\": \"req_011CfXMiB2hj5Uhmzf434m5u\",\n[2026-09-29T07:44:53.200Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:44:53.200Z] [INFO]     \"toolu_01VSQL7sC7yEissLiRApEL6x\": {\n[2026-09-29T07:44:53.200Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model && sed -n 140,175p 10-theory.md; grep -n \\\"M-1\\\\|M-2\\\\|M-3\\\\|M-4\\\\|M-5\\\" 40-practice-and-cases.md | head -30; grep -n \\\"^#\\\" 40-practice-and-cases.md 30-decision-framework.md\",\n[2026-09-29T07:44:53.200Z] [INFO]       \"description\": \"Read invariants and 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\"org_level_disabled\",\n[2026-09-29T07:44:54.347Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:54.351Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:54.356Z] [STDOUT]   \"request-id\": \"req_011CfXMiRhm3ZvQ2g9BVSzGf\",\n[2026-09-29T07:44:54.361Z] [STDOUT]   \"traceresponse\": \"00-eebc2e86cfb1aaeb52445e45a6b916f4-db48026c6e459ed4-01\",\n[2026-09-29T07:44:54.367Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:54.371Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:54.378Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:54.380Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:54.387Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:54.392Z] [STDOUT]   \"cf-ray\": \"a4295d7c383729ad-FRA\",\n[2026-09-29T07:44:54.398Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:54.402Z] [STDOUT] [log_495676] response parsed {\n[2026-09-29T07:44:54.404Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:54.407Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:54.409Z] [STDOUT]   body: X {\n[2026-09-29T07:44:54.413Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:54.416Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:54.421Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:54.423Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:54.429Z] [STDOUT]     },\n[2026-09-29T07:44:54.440Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:54.443Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:54.450Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:54.453Z] [STDOUT]   },\n[2026-09-29T07:44:54.458Z] [STDOUT]   durationMs: 825,\n[2026-09-29T07:44:54.464Z] [STDOUT] }\n[2026-09-29T07:44:54.469Z] [INFO] {\n[2026-09-29T07:44:54.469Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"message\": {\n[2026-09-29T07:44:54.469Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:54.469Z] [INFO]     \"id\": \"msg_011CfXMiLxWdz4Gz7Ym3GB9d\",\n[2026-09-29T07:44:54.469Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:54.469Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:54.469Z] [INFO]     \"content\": [\n[2026-09-29T07:44:54.469Z] [INFO]       {\n[2026-09-29T07:44:54.469Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:44:54.469Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:44:54.469Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:44:54.469Z] [INFO]       }\n[2026-09-29T07:44:54.469Z] [INFO]     ],\n[2026-09-29T07:44:54.469Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:54.469Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:54.469Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:54.469Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:54.469Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:54.469Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:54.469Z] [INFO]       \"cache_creation_input_tokens\": 676,\n[2026-09-29T07:44:54.469Z] [INFO]       \"cache_read_input_tokens\": 14008,\n[2026-09-29T07:44:54.469Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:54.469Z] [INFO]         \"ephemeral_5m_input_tokens\": 676,\n[2026-09-29T07:44:54.469Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:54.469Z] [INFO]       },\n[2026-09-29T07:44:54.469Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:44:54.469Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:54.469Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:54.469Z] [INFO]     },\n[2026-09-29T07:44:54.469Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:54.469Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:54.469Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:54.469Z] [INFO]   },\n[2026-09-29T07:44:54.469Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"uuid\": \"ba8b828d-814b-4d7e-80b8-4b6a44aef819\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:54.079Z\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"request_id\": \"req_011CfXMiLYCWjkBmkyFQZ4VP\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:54.469Z] [INFO] }\n[2026-09-29T07:44:54.483Z] [INFO] {\n[2026-09-29T07:44:54.483Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:54.483Z] [INFO]   \"message\": {\n[2026-09-29T07:44:54.483Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:54.483Z] [INFO]     \"content\": [\n[2026-09-29T07:44:54.483Z] [INFO]       {\n[2026-09-29T07:44:54.483Z] [INFO]         \"tool_use_id\": \"toolu_01VSQL7sC7yEissLiRApEL6x\",\n[2026-09-29T07:44:54.483Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:54.483Z] [INFO]         \"content\": \"| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\\n| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. |\\n| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u0438 \u0432 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u0430. |\\n| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0443 66 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67. |\\n\\n`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\n\u043f\u0430\u0440\u0430 \u00ab\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435/\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u0435\u00bb \u0434\u0435\u043b\u0430\u0435\u0442 \u0448\u0430\u0433 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c, \u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014\\n\u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u043c\u044b\u043c.\\n\\n**\u0427\u0442\u043e \u0437\u0430\u043a\u043e\u043d \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442.** \u0424\u043e\u0440\u043c\u0443\u043b\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442 **\u0444\u043e\u0440\u043c\u0443**:\\n\u0438\u0437 \u043a\u0430\u043a\u0438\u0445 \u0447\u0430\u0441\u0442\u0435\u0439 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u0432 \u043a\u0430\u043a\u043e\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u0435 \u043e\u043d\u0438 \u0438\u0434\u0443\u0442, \u0447\u0442\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0434\u043e\\n\u043d\u0430\u0447\u0430\u043b\u0430 \u0438 \u0447\u0442\u043e \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0432 \u043a\u043e\u043d\u0446\u0435. \u0421\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u2014 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0445\\n\u0444\u0430\u043a\u0442\u043e\u0432, \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u2014 \u0444\u043e\u0440\u043c\u043e\u0439 \u043d\u0435\\n\u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f: \u043e\u043d\u043e \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u044b\u043c\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M0`\u2013`M4` \u0438\\n\u043c\u0438\u043a\u0440\u043e-\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 `check`. \u041f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\\n\u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u043f\u043e \u0444\u043e\u0440\u043c\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u043b\u043e\u0436\u043d\u044b\u043c, \u0438 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442.\\n\\n## 4. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, \u043d\u0430\u0432\u044b\u043a, \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\\n\\n\u0427\u0435\u0442\u044b\u0440\u0435 \u043f\u043e\u043d\u044f\u0442\u0438\u044f, \u0441\u043b\u0438\u0442\u044b\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441\u043f\u0438\u0446\u044b \u0432 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 (\u043f\u0440\u043e\u043c\u043f\u0442), \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438\\n\u043e\u0431\u0440\u0430\u0437\u0443\u044e\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u0441 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u0440\u0430\u0442\u043d\u043e\u0441\u0442\u044c\u044e. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u043c\u0435\u043d\u044f\u0435\u0442 \u0435\u0451: \u043c\u0435\u0436\u0434\u0443\\n\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0430\u0432\u044b\u043a.\\n\\n```text\\nProcess \u2500\u25001:N\u2500\u2500\u25b6 Skill \u2500\u25001:N\u2500\u2500\u25b6 Operation\\n   \u25b2                                  \\n   \u2514\u2500\u2500 Route: \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430; \u043f\u0440\u043e\u0433\u043e\u043d \u2014 \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u043f\u043e \u044d\u0442\u043e\u043c\u0443 \u0433\u0440\u0430\u0444\u0443\\n```\\n\\n| \u041e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 | \u041a\u0440\u0430\u0442\u043d\u043e\u0441\u0442\u044c | \u041f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- |\\n| `Process` \u2192 `Skill` | 1 : N, \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e \u043f\u043e \u0433\u0440\u0430\u0444\u0443 | `OPS-1`: \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443; \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434, \u0441\u043e\u0441\u0442\u0430\u0432 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438 \u0442\u043e\u0447\u043a\u0438 \u0433\u0435\u0439\u0442\u043e\u0432. |\\n| `Skill` \u2192 `Operation` | 1 : N, \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e | `OPS-2`: \u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441: \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u043c \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0438 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c. |\\n| `Skill` \u2192 `Artifact` | 1 : 1..N | `OPS-3`: \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b; \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u043d\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f. |\\n| `Operation` \u2192 `Artifact` | 1 : 1 | `OPS-4`: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u043a\u043b\u0430\u0441\u0441 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 (`OA-1`). \u0414\u0432\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u2014 \u0434\u0432\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438. |\\n| `Route` \u2192 `Process` | N : 1 | `OPS-5`: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014 \u0433\u0440\u0430\u0444 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u0445 \u043f\u0443\u0442\u0435\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430; \u043f\u0440\u043e\u0433\u043e\u043d \u2014 \u043e\u0434\u043d\u0430 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u0430\u044f \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u044d\u0442\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430. |\\n38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432) |\\n164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\n165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\n166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0438\u00bb |\\n174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\n177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\n181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\n182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\n189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435 (66 \u0438\u0437 67 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 \u043c\u0443\u043b\u044c\u0442\u0438\u0434\u043e\u043c\u0435\u043d\u043d\u044b\u0435) |\\n194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f | `DP-1`\u2026`DP-5`, `FM-1`, ADR-013, ADR-016 |\\n215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n216:  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\\n40-practice-and-cases.md:22:# \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437\\n40-practice-and-cases.md:29:## 1. \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430: BCREQ\\n40-practice-and-cases.md:124:## 2. \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c\\n40-practice-and-cases.md:142:## 3. \u0412\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 MVP-\u0441\u0440\u0435\u0437\\n40-practice-and-cases.md:159:## 4. \u041f\u043b\u0430\u043d \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\\n40-practice-and-cases.md:185:## 5. \u0413\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b\\n40-practice-and-cases.md:207:## 6. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438\\n30-decision-framework.md:23:# \u0420\u0430\u043c\u043a\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439: \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 Execution Package\\n30-decision-framework.md:25:## 1. \u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u0438 \u0447\u0435\u043c \u043e\u043d\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f\\n30-decision-framework.md:41:## 2. \u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432 \u043f\u0430\u043a\u0435\u0442\u0430\\n30-decision-framework.md:67:## 3. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e `SKILL.md`\\n30-decision-framework.md:90:# \u043f\u043e\u043b\u044f \u0441\u0440\u0435\u0434\u044b (GC-2): \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b, \u0438\u043c\u044f \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 (GC-4)\\n30-decision-framework.md:93:# \u043f\u043e\u043b\u044f \u0434\u0435\u043b\u044c\u0442\u044b Source (SK-0): \u0441\u0440\u0435\u0434\u0430 \u0438\u0445 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0438 \u043d\u0435 \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442\\n30-decision-framework.md:109:# \u041d\u0430\u0432\u044b\u043a: <\u0438\u043c\u044f>\\n30-decision-framework.md:111:## \u041a\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c\\n30-decision-framework.md:114:## \u041f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f\\n30-decision-framework.md:117:## \u0428\u0430\u0433\u0438\\n30-decision-framework.md:120:## \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0432\u044b\u0445\u043e\u0434\u0430\\n30-decision-framework.md:123:## \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 (G-self)\\n30-decision-framework.md:126:## \u041e\u0442\u043a\u0430\u0437\\n30-decision-framework.md:144:## 4. \u041c\u0430\u0440\u0448\u0440\u0443\u0442: \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n30-decision-framework.md:156:### 4.1 \u0413\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\\n30-decision-framework.md:201:### 4.2 \u041b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n30-decision-framework.md:235:## 5. Golden Set\\n30-decision-framework.md:258:# <\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u043a\u0435\u0439\u0441\u0430>\\n30-decision-framework.md:259:## \u0412\u0445\u043e\u0434\\n30-decision-framework.md:260:## \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0432\u044b\u0445\u043e\u0434\u0430\\n30-decision-framework.md:261:## \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 (\u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e)\\n30-decision-framework.md:262:## \u0427\u0435\u0433\u043e \u0432 \u044d\u0442\u0430\u043b\u043e\u043d\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043d\u0435\u0442\\n30-decision-framework.md:270:## 6. \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438\\n30-decision-framework.md:285:## 7. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0440\u0430\u043c\u043a\u0438\",\n[2026-09-29T07:44:54.483Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:54.483Z] [INFO]       }\n[2026-09-29T07:44:54.483Z] [INFO]     ]\n[2026-09-29T07:44:54.483Z] [INFO]   },\n[2026-09-29T07:44:54.483Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:54.483Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:54.483Z] [INFO]   \"uuid\": \"f362d181-bda3-4faf-baaa-58202f99c39c\",\n[2026-09-29T07:44:54.483Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:54.418Z\",\n[2026-09-29T07:44:54.483Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:54.483Z] [INFO]     \"stdout\": \"| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\\n| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. |\\n| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u0438 \u0432 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u0430. |\\n| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0443 66 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67. |\\n\\n`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\n\u043f\u0430\u0440\u0430 \u00ab\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435/\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u0435\u00bb \u0434\u0435\u043b\u0430\u0435\u0442 \u0448\u0430\u0433 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c, \u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014\\n\u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u043c\u044b\u043c.\\n\\n**\u0427\u0442\u043e \u0437\u0430\u043a\u043e\u043d \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442.** \u0424\u043e\u0440\u043c\u0443\u043b\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442 **\u0444\u043e\u0440\u043c\u0443**:\\n\u0438\u0437 \u043a\u0430\u043a\u0438\u0445 \u0447\u0430\u0441\u0442\u0435\u0439 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u0432 \u043a\u0430\u043a\u043e\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u0435 \u043e\u043d\u0438 \u0438\u0434\u0443\u0442, \u0447\u0442\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0434\u043e\\n\u043d\u0430\u0447\u0430\u043b\u0430 \u0438 \u0447\u0442\u043e \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0432 \u043a\u043e\u043d\u0446\u0435. \u0421\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u2014 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0445\\n\u0444\u0430\u043a\u0442\u043e\u0432, \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u2014 \u0444\u043e\u0440\u043c\u043e\u0439 \u043d\u0435\\n\u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f: \u043e\u043d\u043e \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u044b\u043c\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M0`\u2013`M4` \u0438\\n\u043c\u0438\u043a\u0440\u043e-\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 `check`. \u041f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\\n\u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u043f\u043e \u0444\u043e\u0440\u043c\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u043b\u043e\u0436\u043d\u044b\u043c, \u0438 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442.\\n\\n## 4. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, \u043d\u0430\u0432\u044b\u043a, \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\\n\\n\u0427\u0435\u0442\u044b\u0440\u0435 \u043f\u043e\u043d\u044f\u0442\u0438\u044f, \u0441\u043b\u0438\u0442\u044b\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441\u043f\u0438\u0446\u044b \u0432 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 (\u043f\u0440\u043e\u043c\u043f\u0442), \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438\\n\u043e\u0431\u0440\u0430\u0437\u0443\u044e\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u0441 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u0440\u0430\u0442\u043d\u043e\u0441\u0442\u044c\u044e. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u043c\u0435\u043d\u044f\u0435\u0442 \u0435\u0451: \u043c\u0435\u0436\u0434\u0443\\n\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0430\u0432\u044b\u043a.\\n\\n```text\\nProcess \u2500\u25001:N\u2500\u2500\u25b6 Skill \u2500\u25001:N\u2500\u2500\u25b6 Operation\\n   \u25b2                                  \\n   \u2514\u2500\u2500 Route: \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430; \u043f\u0440\u043e\u0433\u043e\u043d \u2014 \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u043f\u043e \u044d\u0442\u043e\u043c\u0443 \u0433\u0440\u0430\u0444\u0443\\n```\\n\\n| \u041e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 | \u041a\u0440\u0430\u0442\u043d\u043e\u0441\u0442\u044c | \u041f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- |\\n| `Process` \u2192 `Skill` | 1 : N, \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e \u043f\u043e \u0433\u0440\u0430\u0444\u0443 | `OPS-1`: \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443; \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434, \u0441\u043e\u0441\u0442\u0430\u0432 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438 \u0442\u043e\u0447\u043a\u0438 \u0433\u0435\u0439\u0442\u043e\u0432. |\\n| `Skill` \u2192 `Operation` | 1 : N, \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e | `OPS-2`: \u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441: \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u043c \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0438 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c. |\\n| `Skill` \u2192 `Artifact` | 1 : 1..N | `OPS-3`: \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b; \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u043d\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f. |\\n| `Operation` \u2192 `Artifact` | 1 : 1 | `OPS-4`: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u043a\u043b\u0430\u0441\u0441 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 (`OA-1`). \u0414\u0432\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u2014 \u0434\u0432\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438. |\\n| `Route` \u2192 `Process` | N : 1 | `OPS-5`: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014 \u0433\u0440\u0430\u0444 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u0445 \u043f\u0443\u0442\u0435\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430; \u043f\u0440\u043e\u0433\u043e\u043d \u2014 \u043e\u0434\u043d\u0430 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u0430\u044f \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u044d\u0442\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430. |\\n38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432) |\\n164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\n165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\n166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0438\u00bb |\\n174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\n177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\n181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\n182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\n189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435 (66 \u0438\u0437 67 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 \u043c\u0443\u043b\u044c\u0442\u0438\u0434\u043e\u043c\u0435\u043d\u043d\u044b\u0435) |\\n194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f | `DP-1`\u2026`DP-5`, `FM-1`, ADR-013, ADR-016 |\\n215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n216:  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\\n40-practice-and-cases.md:22:# \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437\\n40-practice-and-cases.md:29:## 1. \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430: BCREQ\\n40-practice-and-cases.md:124:## 2. \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c\\n40-practice-and-cases.md:142:## 3. \u0412\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 MVP-\u0441\u0440\u0435\u0437\\n40-practice-and-cases.md:159:## 4. \u041f\u043b\u0430\u043d \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\\n40-practice-and-cases.md:185:## 5. \u0413\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b\\n40-practice-and-cases.md:207:## 6. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438\\n30-decision-framework.md:23:# \u0420\u0430\u043c\u043a\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439: \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 Execution Package\\n30-decision-framework.md:25:## 1. \u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u0438 \u0447\u0435\u043c \u043e\u043d\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f\\n30-decision-framework.md:41:## 2. \u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432 \u043f\u0430\u043a\u0435\u0442\u0430\\n30-decision-framework.md:67:## 3. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e `SKILL.md`\\n30-decision-framework.md:90:# \u043f\u043e\u043b\u044f \u0441\u0440\u0435\u0434\u044b (GC-2): \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b, \u0438\u043c\u044f \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 (GC-4)\\n30-decision-framework.md:93:# \u043f\u043e\u043b\u044f \u0434\u0435\u043b\u044c\u0442\u044b Source (SK-0): \u0441\u0440\u0435\u0434\u0430 \u0438\u0445 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0438 \u043d\u0435 \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442\\n30-decision-framework.md:109:# \u041d\u0430\u0432\u044b\u043a: <\u0438\u043c\u044f>\\n30-decision-framework.md:111:## \u041a\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c\\n30-decision-framework.md:114:## \u041f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f\\n30-decision-framework.md:117:## \u0428\u0430\u0433\u0438\\n30-decision-framework.md:120:## \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0432\u044b\u0445\u043e\u0434\u0430\\n30-decision-framework.md:123:## \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 (G-self)\\n30-decision-framework.md:126:## \u041e\u0442\u043a\u0430\u0437\\n30-decision-framework.md:144:## 4. \u041c\u0430\u0440\u0448\u0440\u0443\u0442: \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n30-decision-framework.md:156:### 4.1 \u0413\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\\n30-decision-framework.md:201:### 4.2 \u041b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n30-decision-framework.md:235:## 5. Golden Set\\n30-decision-framework.md:258:# <\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u043a\u0435\u0439\u0441\u0430>\\n30-decision-framework.md:259:## \u0412\u0445\u043e\u0434\\n30-decision-framework.md:260:## \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0432\u044b\u0445\u043e\u0434\u0430\\n30-decision-framework.md:261:## \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 (\u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e)\\n30-decision-framework.md:262:## \u0427\u0435\u0433\u043e \u0432 \u044d\u0442\u0430\u043b\u043e\u043d\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043d\u0435\u0442\\n30-decision-framework.md:270:## 6. \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438\\n30-decision-framework.md:285:## 7. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0440\u0430\u043c\u043a\u0438\",\n[2026-09-29T07:44:54.483Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:44:54.483Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:44:54.483Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:44:54.483Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:44:54.483Z] [INFO]   }\n[2026-09-29T07:44:54.483Z] [INFO] }\n[2026-09-29T07:44:54.492Z] [STDOUT] [log_c6b63d] sending request {\n[2026-09-29T07:44:54.497Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:54.504Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:54.508Z] [STDOUT]   options: {\n[2026-09-29T07:44:54.515Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:54.520Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:54.525Z] [STDOUT]     body: {\n[2026-09-29T07:44:54.527Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:54.531Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:54.534Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:54.536Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:54.540Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:54.542Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:54.545Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:54.547Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:54.549Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:54.552Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:54.555Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:54.567Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:54.572Z] [STDOUT]     },\n[2026-09-29T07:44:54.576Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:54.581Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:54.585Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:54.590Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:54.600Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:54.605Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:54.613Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:54.623Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:54.627Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:54.638Z] [STDOUT]     },\n[2026-09-29T07:44:54.648Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:54.657Z] [STDOUT]   },\n[2026-09-29T07:44:54.661Z] [STDOUT]   headers: {\n[2026-09-29T07:44:54.664Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:54.668Z] [STDOUT]     \"anthropic-beta\": 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\"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:57.096Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:57.102Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:57.106Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:57.111Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:57.123Z] [STDOUT]   \"request-id\": \"req_011CfXMidpmDGRzEcQCjLKs6\",\n[2026-09-29T07:44:57.135Z] [STDOUT]   \"traceresponse\": \"00-092b5543b32e61eaeecf3a7490b9402e-40e6e197747db6c6-01\",\n[2026-09-29T07:44:57.141Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:57.144Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:57.147Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:57.150Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:57.155Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:57.162Z] [STDOUT]   \"cf-ray\": \"a4295d8e0e814d8b-FRA\",\n[2026-09-29T07:44:57.166Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:57.169Z] [STDOUT] [log_236f4b] response parsed {\n[2026-09-29T07:44:57.173Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:57.177Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:57.184Z] [STDOUT]   body: X {\n[2026-09-29T07:44:57.189Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:57.196Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:57.200Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:57.204Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:57.207Z] [STDOUT]     },\n[2026-09-29T07:44:57.211Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:57.213Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:57.216Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:57.220Z] [STDOUT]   },\n[2026-09-29T07:44:57.225Z] [STDOUT]   durationMs: 750,\n[2026-09-29T07:44:57.231Z] [STDOUT] }\n[2026-09-29T07:44:57.751Z] [INFO] {\n[2026-09-29T07:44:57.751Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:57.751Z] [INFO]   \"message\": {\n[2026-09-29T07:44:57.751Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:57.751Z] [INFO]     \"content\": [\n[2026-09-29T07:44:57.751Z] [INFO]       {\n[2026-09-29T07:44:57.751Z] [INFO]         \"tool_use_id\": \"toolu_012t9FwENmQpbMZbDwcHZjJ8\",\n[2026-09-29T07:44:57.751Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:57.751Z] [INFO]         \"content\": \"# \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437\\n\\n> \u0424\u0430\u0439\u043b \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0443\u043b\u044f: \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u2014\\n> [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u2014\\n> [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u0441\u043e\u0441\u0442\u0430\u0432 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n> [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md).\\n\\n## 1. \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430: BCREQ\\n\\n\u0421\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0441\u043b\u0443\u0447\u0430\u0439 \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 BCREQ (`A-BCREQ`) \u0438\u0437 \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e\\n\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f (`A-IN`). \u041f\u043e\u043a\u0430\u0437\u0430\u043d\u044b \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0441\u043b\u0435\u0434.\\n\\n```mermaid\\nflowchart TD\\n    subgraph IN[\\\"\u0412\u0445\u043e\u0434\\\"]\\n        AIN[\\\"A-IN\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430\\\"]\\n        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n        SYS[\\\"\u0421\u0438\u0441\u0442\u0435\u043c\u0430\u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f (SY-3)\\\"]\\n    end\\n\\n    CIN{{\\\"C-IN\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u0445\u043e\u0434\u0430\\\"}}\\n    AIN --> CIN\\n    PC --> CIN\\n    SYS --> CIN\\n\\n    CIN -->|\\\"\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e\\\"| P[\\\"P-01 elicitation-processing\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, process \u0438\u0437 \u0441\u043b\u043e\u0432\u0430\u0440\u044f (EP-R1)\\\"]\\n    CIN -->|\\\"\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043e\\\"| STOP[\\\"\u041e\u0442\u043a\u0430\u0437: \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443(GT-2, fail-closed)\\\"]\\n\\n    subgraph SKA[\\\"\u041d\u0430\u0432\u044b\u043a\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 P-01\\\"]\\n        S1[\\\"SK-transcript-normalization\\\"]\\n        S2[\\\"SK-context-extraction\\\"]\\n        S3[\\\"SK-ambiguity-detection\\\"]\\n    end\\n\\n    P --> S1 --> G1 --> S2 --> G2 --> S3 --> G3\\n\\n    G1[\\\"G-self: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u043c\u044b\u0441\u043b\u0430\\\"]\\n    G2[\\\"G-mach: C-CORE, \u0441\u043b\u043e\u0442\u044b \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b\\\"]\\n    G3{\\\"\u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0435\u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u0438?\\\"}\\n\\n    G3 -->|\\\"\u0434\u0430 (\u0440\u0435\u0431\u0440\u043e \u043f\u043e \u0443\u0441\u043b\u043e\u0432\u0438\u044e, EP-R5)\\\"| Q[\\\"P-02 clarification-managementSK-question-formation [G5]\\\"]\\n    Q --> AQ[\\\"A-QUEST\u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443\\\"]\\n    AQ --> S2\\n\\n    G3 -->|\\\"\u043d\u0435\u0442\\\"| CORE[\\\"A-CORE\u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\"]\\n\\n    CORE --> P3[\\\"P-03 bcreq-formationSK-problem-statement \u2192 SK-value-hypothesis\u2192 SK-bcreq-decomposition \u2192 SK-bcreq-assembly\\\"]\\n\\n    subgraph GATE[\\\"\u0413\u0435\u0439\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 (\u043e\u0434\u0438\u043d \u0433\u0435\u0439\u0442, \u0442\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f)\\\"]\\n        GS[\\\"G-self\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u043d\u0430\u0432\u044b\u043a\u0430\\\"]\\n        GM[\\\"G-machC-OUT + \u0441\u0445\u0435\u043c\u0430 + Golden Set (EP-G1)\\\"]\\n        GH[\\\"G-human\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 + \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a (GT-5)\\\"]\\n    end\\n\\n    P3 --> GS --> GM --> GH\\n\\n    GM -->|\\\"\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\\"| REJ[\\\"\u0412\u043e\u0437\u0432\u0440\u0430\u0442 \u043d\u0430 SK-bcreq-assembly\\\"]\\n    REJ --> P3\\n\\n    GH --> OUT[\\\"A-BCREQ\u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\\\"]\\n    GH --> TR[\\\"A-TRACE\u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438\\\"]\\n\\n    OUT --> V1[\\\"V-BIZ\\\"]\\n    OUT --> V2[\\\"V-APPROVE\\\"]\\n    OUT --> V3[\\\"V-DEV\\\"]\\n    OUT --> V4[\\\"V-CONTRACT\\\"]\\n\\n    TR -.->|\\\"source_ref (\u0446\u0438\u0442\u0430\u0442\u0430)\\\"| AIN\\n    TR -.->|\\\"step_actor, gate_result\\\"| GATE\\n    TR -.->|\\\"output_ref\\\"| OUT\\n```\\n\\n**\u041a\u0430\u043a \u0447\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444.**\\n\\n1. **\u041f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u2014 \u043d\u0435 \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433, \u0430 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432\u0445\u043e\u0434\u0430.** `C-IN` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0434\u043e\\n   \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430; \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0438\u043b\u0438 \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0421\u0438\u0441\u0442\u0435\u043c\u0430\\n   \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f \u0434\u043e\u0433\u0430\u0434\u043a\u043e\u0439.\\n2. **\u0420\u043e\u043c\u0431 `G3` \u2014 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u0433\u0440\u0430\u0444\u0430, \u0430 \u043d\u0435 \u0441\u043c\u0435\u043d\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430.** \u0423\u0445\u043e\u0434 \u0432 `P-02` \u043f\u0440\u0438\\n   \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u044b\u0445 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044f\u0445 \u2014 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0440\u0435\u0431\u0440\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 (`EP-R3`);\\n   \u0432 \u043b\u0438\u0441\u0442\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043e\u043d \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0441 \u043d\u0430\u0431\u043b\u044e\u0434\u0451\u043d\u043d\u044b\u043c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c\\n   \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430 (`EP-R6`).\\n3. **\u041d\u0430\u0432\u044b\u043a\u0438 \u0440\u0430\u0437\u043d\u044b\u0435, \u0433\u0435\u0439\u0442 \u043e\u0434\u0438\u043d.** `G-self`, `G-mach`, `G-human` \u2014 \u0442\u0440\u0438\\n   \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u0430 \u043d\u0435 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0433\u0435\u0439\u0442\u0430 (`10-theory.md`, \u00a72). \u0413\u0435\u0439\u0442\\n   \u0441\u0442\u043e\u0438\u0442 \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, \u0430 \u043d\u0435 \u043f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\\n   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 (`OA-2`). \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u043d\u0435\\n   \u0432\u0441\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0438, \u0438 \u044d\u0442\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u044f\u0432\u043d\u043e.\\n4. **\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u0433\u0435\u0439\u0442 \u2014 \u043c\u043e\u043c\u0435\u043d\u0442.** `C-OUT` \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442, \u0447\u0435\u043c\u0443\\n   \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u0434\u043e\u0432\u043b\u0435\u0442\u0432\u043e\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434; `G4` \u2014 \u0442\u043e\u0447\u043a\u0430, \u0433\u0434\u0435 \u044d\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\\n5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438.** `V-BIZ`, `V-APPROVE`,\\n   `V-DEV` \u2014 \u0442\u0440\u0438 \u0447\u0442\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0433\u043e `A-BCREQ`. \u0412\u0435\u0440\u0441\u0438\u044f 0.4 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043a \u043d\u0438\u043c \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u043e\u0435,\\n   `V-CONTRACT` \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430, \u0433\u0434\u0435 `S-FR` \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a\\n   \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c **\u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c**\u00bb \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u043f\u043e\\n   \u0447\u0435\u0442\u044b\u0440\u0451\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c (\u0447\u0442\u043e, \u043a\u0442\u043e, \u0433\u0434\u0435, \u043a\u043e\u0433\u0434\u0430), \u0430 `S-OPEN` \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u0443\u0441\u0442.\\n   \u041f\u0440\u0435\u0436\u043d\u0438\u0435 \u0442\u0440\u0438 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u044b \u0438 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u044b: \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0430 \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u0430\u044f\\n   \u0432\u0435\u0442\u043a\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u043e\u0435 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b\u043e \u0432 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0438 \u0434\u043e \u043c\u043e\u0434\u0435\u043b\u0438, \u043d\u043e\\n   \u043d\u0435 \u0438\u043c\u0435\u043b\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430. \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c `projection`\\n   \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u0430; \u0434\u043e \u0432\u0435\u0440\u0441\u0438\u0438 0.4 \u043f\u043e\u043b\u0435 \u0431\u044b\u043b\u043e \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c,\\n   \u0442\u043e \u0435\u0441\u0442\u044c \u0432\u0435\u0442\u043a\u0430 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n6. **\u0421\u043b\u0435\u0434 \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430.** `A-TRACE` \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0442\u0435\u043c \u0436\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c \u0438\\n   \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0445\u043e\u0434, \u0433\u0435\u0439\u0442\u044b \u0438 \u0432\u044b\u0445\u043e\u0434; \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u043c\\n   (`EP-R4`).\\n\\n## 2. \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c\\n\\n| \u0417\u0432\u0435\u043d\u043e | \u0427\u0435\u043c \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u043e | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f |\\n| --- | --- | --- |\\n| \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u2192 \u043f\u0440\u043e\u0433\u043e\u043d | `trace.input_ref` | `G-mach`, \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043b\u044f |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 | `process` \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f `L2` | `G-mach`, `EP-R1` |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f | `path` \u0438 `decisions` \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | `G-mach`, `EP-R6` |\\n| \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u2192 \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 | `source_ref`: \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442, \u0440\u0430\u0437\u0434\u0435\u043b, \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430, \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 | `G-mach` (`check-source-evidence`), \u0437\u0430\u0442\u0435\u043c `G-human` (`GT-5`) |\\n| \u0448\u0430\u0433 \u2192 \u0430\u043a\u0442\u043e\u0440 | `step_actor` | `G-mach`, `EP-R2` |\\n| \u0448\u0430\u0433 \u2192 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0433\u0435\u0439\u0442\u0430 | `gate_result` \u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c | `G-mach` |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | `trace.output_ref` | `G-human` |\\n| \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2192 \u0441\u043b\u043e\u0442\u044b | \u043f\u043e\u0434\u043f\u0438\u0441\u0438 \u0441\u043b\u043e\u0442\u043e\u0432 \u0432 \u0448\u0430\u0431\u043b\u043e\u043d\u0435 | `G-mach`, \u0441\u0445\u0435\u043c\u0430 `C-OUT` |\\n\\n\u0417\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u044d\u0442\u0430 \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0440\u0430\u0437\u043e\u0440\u0432\u0430\u043d\u0430 \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u0437\u0432\u0435\u043d\u0435: **50 \u0438\u0437 67\\n\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432** \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442, \u0430 66 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 `process` \u0438\u0437 67 \u043b\u0435\u0436\u0430\u0442\\n\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f (`D7`). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 MVP \u043a\u0430\u043a **\u0438\u0437\u043c\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0432\u0435\u043b\u0438\u0447\u0438\u043d\u0430**, \u0430\\n\u043d\u0435 \u043a\u0430\u043a \u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u044f.\\n\\n## 3. \u0412\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 MVP-\u0441\u0440\u0435\u0437\\n\\n\u0421\u0440\u0435\u0437 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u0443\u0437\u043a\u0438\u0439: \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441, \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043e\u0434\u0438\u043d \u0446\u0435\u043b\u0435\u0432\u043e\u0439\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442. \u0426\u0435\u043b\u044c \u2014 \u043d\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435, \u0430 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u044b\u0445 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445.\\n\\n| \u041f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 \u0441\u0440\u0435\u0437\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a |\\n| --- | --- | --- |\\n| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | `contact-center` | \u043d\u0430\u0438\u0431\u043e\u043b\u044c\u0448\u0435\u0435 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 |\\n| \u0421\u0438\u0441\u0442\u0435\u043c\u0430 | \u043e\u0434\u0438\u043d \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 | `SY-3`: \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0421\u0438\u0441\u0442\u0435\u043c\u044b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f |\\n| \u041f\u0440\u043e\u0446\u0435\u0441\u0441\u044b | `P-01` `elicitation-processing` \u0438 `P-03` `bcreq-formation`, \u0432\u0435\u0442\u0432\u044c `P-02` `clarification-management` | \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043e\u0442 \u0441\u044b\u0440\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u0434\u043e \u0446\u0435\u043b\u0435\u0432\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430; \u0432\u0435\u0442\u0432\u044c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430, \u0438\u043d\u0430\u0447\u0435 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043d\u0435\u0447\u0435\u043c \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u0442\u044c |\\n| \u0426\u0435\u043b\u0435\u0432\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | `A-BCREQ` | \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0437 issue #563 |\\n| \u041d\u0430\u0432\u044b\u043a\u0438 | 7 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 `SKILL.md` (3 \u0432 `P-01`, 4 \u0432 `P-03`) \u043f\u043b\u044e\u0441 3 \u043d\u0430\u0432\u044b\u043a\u0430 \u0432\u0435\u0442\u0432\u0438 `P-02` | \u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u2014 \u043d\u0430\u0432\u044b\u043a-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f (`SK-1`) |\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u0441\u043b\u043e\u0432\u0430\u0440\u044c `ba-operation-taxonomy`, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 | \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e: \u043e\u043d\u0430 \u0448\u0430\u0433 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430 |\\n| \u0413\u0435\u0439\u0442\u044b | `G-self` \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430, `G-mach` \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043d\u0430\u0432\u044b\u043a\u0430, `G-human` \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u0438 \u0432 `P-02` | \u043c\u0438\u043d\u0438\u043c\u0443\u043c, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043e\u0442\u043a\u0430\u0437 \u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d; \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a (`GT-5`) |\\n| \u042d\u0442\u0430\u043b\u043e\u043d\u044b | 2 (`contact-center`, \u043f\u0440\u043e\u0444\u0438\u043b\u044c `P-SETTINGS` \u0438 `P-NO-SETTINGS`) | \u0443\u0436\u0435 \u0441\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 `exp/ba-micro-structure-561/` |\\n| \u041e\u0431\u044a\u0451\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 10 \u0437\u0430\u0434\u0430\u0447 | \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u0430 |\\n\\n## 4. \u041f\u043b\u0430\u043d \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\",\n[2026-09-29T07:44:57.751Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:57.751Z] [INFO]       }\n[2026-09-29T07:44:57.751Z] [INFO]     ]\n[2026-09-29T07:44:57.751Z] [INFO]   },\n[2026-09-29T07:44:57.751Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:57.751Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:57.751Z] [INFO]   \"uuid\": \"70d72118-76d8-4b7a-b16c-2e0315fa7aa8\",\n[2026-09-29T07:44:57.751Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:57.743Z\",\n[2026-09-29T07:44:57.751Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:57.751Z] [INFO]     \"stdout\": \"# \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437\\n\\n> \u0424\u0430\u0439\u043b \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0443\u043b\u044f: \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u2014\\n> [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u2014\\n> [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u0441\u043e\u0441\u0442\u0430\u0432 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n> [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md).\\n\\n## 1. \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430: BCREQ\\n\\n\u0421\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0441\u043b\u0443\u0447\u0430\u0439 \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 BCREQ (`A-BCREQ`) \u0438\u0437 \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e\\n\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f (`A-IN`). \u041f\u043e\u043a\u0430\u0437\u0430\u043d\u044b \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0441\u043b\u0435\u0434.\\n\\n```mermaid\\nflowchart TD\\n    subgraph IN[\\\"\u0412\u0445\u043e\u0434\\\"]\\n        AIN[\\\"A-IN\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430\\\"]\\n        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n        SYS[\\\"\u0421\u0438\u0441\u0442\u0435\u043c\u0430\u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f (SY-3)\\\"]\\n    end\\n\\n    CIN{{\\\"C-IN\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u0445\u043e\u0434\u0430\\\"}}\\n    AIN --> CIN\\n    PC --> CIN\\n    SYS --> CIN\\n\\n    CIN -->|\\\"\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e\\\"| P[\\\"P-01 elicitation-processing\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, process \u0438\u0437 \u0441\u043b\u043e\u0432\u0430\u0440\u044f (EP-R1)\\\"]\\n    CIN -->|\\\"\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043e\\\"| STOP[\\\"\u041e\u0442\u043a\u0430\u0437: \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443(GT-2, fail-closed)\\\"]\\n\\n    subgraph SKA[\\\"\u041d\u0430\u0432\u044b\u043a\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 P-01\\\"]\\n        S1[\\\"SK-transcript-normalization\\\"]\\n        S2[\\\"SK-context-extraction\\\"]\\n        S3[\\\"SK-ambiguity-detection\\\"]\\n    end\\n\\n    P --> S1 --> G1 --> S2 --> G2 --> S3 --> G3\\n\\n    G1[\\\"G-self: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u043c\u044b\u0441\u043b\u0430\\\"]\\n    G2[\\\"G-mach: C-CORE, \u0441\u043b\u043e\u0442\u044b \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b\\\"]\\n    G3{\\\"\u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0435\u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u0438?\\\"}\\n\\n    G3 -->|\\\"\u0434\u0430 (\u0440\u0435\u0431\u0440\u043e \u043f\u043e \u0443\u0441\u043b\u043e\u0432\u0438\u044e, EP-R5)\\\"| Q[\\\"P-02 clarification-managementSK-question-formation [G5]\\\"]\\n    Q --> AQ[\\\"A-QUEST\u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443\\\"]\\n    AQ --> S2\\n\\n    G3 -->|\\\"\u043d\u0435\u0442\\\"| CORE[\\\"A-CORE\u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\"]\\n\\n    CORE --> P3[\\\"P-03 bcreq-formationSK-problem-statement \u2192 SK-value-hypothesis\u2192 SK-bcreq-decomposition \u2192 SK-bcreq-assembly\\\"]\\n\\n    subgraph GATE[\\\"\u0413\u0435\u0439\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 (\u043e\u0434\u0438\u043d \u0433\u0435\u0439\u0442, \u0442\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f)\\\"]\\n        GS[\\\"G-self\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u043d\u0430\u0432\u044b\u043a\u0430\\\"]\\n        GM[\\\"G-machC-OUT + \u0441\u0445\u0435\u043c\u0430 + Golden Set (EP-G1)\\\"]\\n        GH[\\\"G-human\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 + \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a (GT-5)\\\"]\\n    end\\n\\n    P3 --> GS --> GM --> GH\\n\\n    GM -->|\\\"\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\\"| REJ[\\\"\u0412\u043e\u0437\u0432\u0440\u0430\u0442 \u043d\u0430 SK-bcreq-assembly\\\"]\\n    REJ --> P3\\n\\n    GH --> OUT[\\\"A-BCREQ\u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\\\"]\\n    GH --> TR[\\\"A-TRACE\u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438\\\"]\\n\\n    OUT --> V1[\\\"V-BIZ\\\"]\\n    OUT --> V2[\\\"V-APPROVE\\\"]\\n    OUT --> V3[\\\"V-DEV\\\"]\\n    OUT --> V4[\\\"V-CONTRACT\\\"]\\n\\n    TR -.->|\\\"source_ref (\u0446\u0438\u0442\u0430\u0442\u0430)\\\"| AIN\\n    TR -.->|\\\"step_actor, gate_result\\\"| GATE\\n    TR -.->|\\\"output_ref\\\"| OUT\\n```\\n\\n**\u041a\u0430\u043a \u0447\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444.**\\n\\n1. **\u041f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u2014 \u043d\u0435 \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433, \u0430 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432\u0445\u043e\u0434\u0430.** `C-IN` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0434\u043e\\n   \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430; \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0438\u043b\u0438 \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0421\u0438\u0441\u0442\u0435\u043c\u0430\\n   \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f \u0434\u043e\u0433\u0430\u0434\u043a\u043e\u0439.\\n2. **\u0420\u043e\u043c\u0431 `G3` \u2014 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u0433\u0440\u0430\u0444\u0430, \u0430 \u043d\u0435 \u0441\u043c\u0435\u043d\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430.** \u0423\u0445\u043e\u0434 \u0432 `P-02` \u043f\u0440\u0438\\n   \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u044b\u0445 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044f\u0445 \u2014 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0440\u0435\u0431\u0440\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 (`EP-R3`);\\n   \u0432 \u043b\u0438\u0441\u0442\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043e\u043d \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0441 \u043d\u0430\u0431\u043b\u044e\u0434\u0451\u043d\u043d\u044b\u043c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c\\n   \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430 (`EP-R6`).\\n3. **\u041d\u0430\u0432\u044b\u043a\u0438 \u0440\u0430\u0437\u043d\u044b\u0435, \u0433\u0435\u0439\u0442 \u043e\u0434\u0438\u043d.** `G-self`, `G-mach`, `G-human` \u2014 \u0442\u0440\u0438\\n   \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u0430 \u043d\u0435 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0433\u0435\u0439\u0442\u0430 (`10-theory.md`, \u00a72). \u0413\u0435\u0439\u0442\\n   \u0441\u0442\u043e\u0438\u0442 \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, \u0430 \u043d\u0435 \u043f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\\n   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 (`OA-2`). \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u043d\u0435\\n   \u0432\u0441\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0438, \u0438 \u044d\u0442\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u044f\u0432\u043d\u043e.\\n4. **\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u0433\u0435\u0439\u0442 \u2014 \u043c\u043e\u043c\u0435\u043d\u0442.** `C-OUT` \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442, \u0447\u0435\u043c\u0443\\n   \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u0434\u043e\u0432\u043b\u0435\u0442\u0432\u043e\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434; `G4` \u2014 \u0442\u043e\u0447\u043a\u0430, \u0433\u0434\u0435 \u044d\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\\n5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438.** `V-BIZ`, `V-APPROVE`,\\n   `V-DEV` \u2014 \u0442\u0440\u0438 \u0447\u0442\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0433\u043e `A-BCREQ`. \u0412\u0435\u0440\u0441\u0438\u044f 0.4 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043a \u043d\u0438\u043c \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u043e\u0435,\\n   `V-CONTRACT` \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430, \u0433\u0434\u0435 `S-FR` \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a\\n   \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c **\u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c**\u00bb \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u043f\u043e\\n   \u0447\u0435\u0442\u044b\u0440\u0451\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c (\u0447\u0442\u043e, \u043a\u0442\u043e, \u0433\u0434\u0435, \u043a\u043e\u0433\u0434\u0430), \u0430 `S-OPEN` \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u0443\u0441\u0442.\\n   \u041f\u0440\u0435\u0436\u043d\u0438\u0435 \u0442\u0440\u0438 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u044b \u0438 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u044b: \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0430 \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u0430\u044f\\n   \u0432\u0435\u0442\u043a\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u043e\u0435 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b\u043e \u0432 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0438 \u0434\u043e \u043c\u043e\u0434\u0435\u043b\u0438, \u043d\u043e\\n   \u043d\u0435 \u0438\u043c\u0435\u043b\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430. \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c `projection`\\n   \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u0430; \u0434\u043e \u0432\u0435\u0440\u0441\u0438\u0438 0.4 \u043f\u043e\u043b\u0435 \u0431\u044b\u043b\u043e \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c,\\n   \u0442\u043e \u0435\u0441\u0442\u044c \u0432\u0435\u0442\u043a\u0430 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n6. **\u0421\u043b\u0435\u0434 \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430.** `A-TRACE` \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0442\u0435\u043c \u0436\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c \u0438\\n   \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0445\u043e\u0434, \u0433\u0435\u0439\u0442\u044b \u0438 \u0432\u044b\u0445\u043e\u0434; \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u043c\\n   (`EP-R4`).\\n\\n## 2. \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c\\n\\n| \u0417\u0432\u0435\u043d\u043e | \u0427\u0435\u043c \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u043e | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f |\\n| --- | --- | --- |\\n| \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u2192 \u043f\u0440\u043e\u0433\u043e\u043d | `trace.input_ref` | `G-mach`, \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043b\u044f |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 | `process` \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f `L2` | `G-mach`, `EP-R1` |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f | `path` \u0438 `decisions` \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | `G-mach`, `EP-R6` |\\n| \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u2192 \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 | `source_ref`: \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442, \u0440\u0430\u0437\u0434\u0435\u043b, \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430, \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 | `G-mach` (`check-source-evidence`), \u0437\u0430\u0442\u0435\u043c `G-human` (`GT-5`) |\\n| \u0448\u0430\u0433 \u2192 \u0430\u043a\u0442\u043e\u0440 | `step_actor` | `G-mach`, `EP-R2` |\\n| \u0448\u0430\u0433 \u2192 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0433\u0435\u0439\u0442\u0430 | `gate_result` \u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c | `G-mach` |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | `trace.output_ref` | `G-human` |\\n| \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2192 \u0441\u043b\u043e\u0442\u044b | \u043f\u043e\u0434\u043f\u0438\u0441\u0438 \u0441\u043b\u043e\u0442\u043e\u0432 \u0432 \u0448\u0430\u0431\u043b\u043e\u043d\u0435 | `G-mach`, \u0441\u0445\u0435\u043c\u0430 `C-OUT` |\\n\\n\u0417\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u044d\u0442\u0430 \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0440\u0430\u0437\u043e\u0440\u0432\u0430\u043d\u0430 \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u0437\u0432\u0435\u043d\u0435: **50 \u0438\u0437 67\\n\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432** \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442, \u0430 66 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 `process` \u0438\u0437 67 \u043b\u0435\u0436\u0430\u0442\\n\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f (`D7`). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 MVP \u043a\u0430\u043a **\u0438\u0437\u043c\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0432\u0435\u043b\u0438\u0447\u0438\u043d\u0430**, \u0430\\n\u043d\u0435 \u043a\u0430\u043a \u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u044f.\\n\\n## 3. \u0412\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 MVP-\u0441\u0440\u0435\u0437\\n\\n\u0421\u0440\u0435\u0437 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u0443\u0437\u043a\u0438\u0439: \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441, \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043e\u0434\u0438\u043d \u0446\u0435\u043b\u0435\u0432\u043e\u0439\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442. \u0426\u0435\u043b\u044c \u2014 \u043d\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435, \u0430 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u044b\u0445 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445.\\n\\n| \u041f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 \u0441\u0440\u0435\u0437\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a |\\n| --- | --- | --- |\\n| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | `contact-center` | \u043d\u0430\u0438\u0431\u043e\u043b\u044c\u0448\u0435\u0435 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 |\\n| \u0421\u0438\u0441\u0442\u0435\u043c\u0430 | \u043e\u0434\u0438\u043d \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 | `SY-3`: \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0421\u0438\u0441\u0442\u0435\u043c\u044b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f |\\n| \u041f\u0440\u043e\u0446\u0435\u0441\u0441\u044b | `P-01` `elicitation-processing` \u0438 `P-03` `bcreq-formation`, \u0432\u0435\u0442\u0432\u044c `P-02` `clarification-management` | \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043e\u0442 \u0441\u044b\u0440\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u0434\u043e \u0446\u0435\u043b\u0435\u0432\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430; \u0432\u0435\u0442\u0432\u044c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430, \u0438\u043d\u0430\u0447\u0435 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043d\u0435\u0447\u0435\u043c \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u0442\u044c |\\n| \u0426\u0435\u043b\u0435\u0432\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | `A-BCREQ` | \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0437 issue #563 |\\n| \u041d\u0430\u0432\u044b\u043a\u0438 | 7 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 `SKILL.md` (3 \u0432 `P-01`, 4 \u0432 `P-03`) \u043f\u043b\u044e\u0441 3 \u043d\u0430\u0432\u044b\u043a\u0430 \u0432\u0435\u0442\u0432\u0438 `P-02` | \u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u2014 \u043d\u0430\u0432\u044b\u043a-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f (`SK-1`) |\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u0441\u043b\u043e\u0432\u0430\u0440\u044c `ba-operation-taxonomy`, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 | \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e: \u043e\u043d\u0430 \u0448\u0430\u0433 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430 |\\n| \u0413\u0435\u0439\u0442\u044b | `G-self` \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430, `G-mach` \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043d\u0430\u0432\u044b\u043a\u0430, `G-human` \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u0438 \u0432 `P-02` | \u043c\u0438\u043d\u0438\u043c\u0443\u043c, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043e\u0442\u043a\u0430\u0437 \u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d; \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a (`GT-5`) |\\n| \u042d\u0442\u0430\u043b\u043e\u043d\u044b | 2 (`contact-center`, \u043f\u0440\u043e\u0444\u0438\u043b\u044c `P-SETTINGS` \u0438 `P-NO-SETTINGS`) | \u0443\u0436\u0435 \u0441\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 `exp/ba-micro-structure-561/` |\\n| \u041e\u0431\u044a\u0451\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 10 \u0437\u0430\u0434\u0430\u0447 | \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u0430 |\\n\\n## 4. \u041f\u043b\u0430\u043d \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\",\n[2026-09-29T07:44:57.751Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:44:57.751Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:44:57.751Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:44:57.751Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:44:57.751Z] [INFO]   }\n[2026-09-29T07:44:57.751Z] [INFO] }\n[2026-09-29T07:44:57.804Z] [STDOUT] [log_aa2aad] sending request {\n[2026-09-29T07:44:57.810Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:57.814Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:57.817Z] [STDOUT]   options: {\n[2026-09-29T07:44:57.822Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:57.829Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:57.836Z] [STDOUT]     body: {\n[2026-09-29T07:44:57.843Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:57.849Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:57.858Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:57.861Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:57.872Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:57.876Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:57.880Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:57.883Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:57.891Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:57.894Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:57.898Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:57.900Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:57.902Z] [STDOUT]     },\n[2026-09-29T07:44:57.906Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:57.908Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:57.911Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:57.914Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:57.924Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:57.933Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:57.939Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:57.947Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:57.951Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:57.963Z] [STDOUT]     },\n[2026-09-29T07:44:57.974Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:57.979Z] [STDOUT]   },\n[2026-09-29T07:44:57.985Z] [STDOUT]   headers: {\n[2026-09-29T07:44:57.990Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:57.994Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:58.011Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:58.021Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:58.029Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:58.033Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:58.048Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:58.053Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:58.059Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:58.065Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1265\",\n[2026-09-29T07:44:58.070Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:58.073Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:44:58.079Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:58.083Z] [STDOUT]     \"x-client-request-id\": \"639289c3-7729-47a8-90ac-373be98d2eb4\",\n[2026-09-29T07:44:58.087Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:58.093Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:58.099Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:58.104Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:58.119Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:58.127Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:58.135Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:58.147Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:58.151Z] [STDOUT]   },\n[2026-09-29T07:44:58.155Z] [STDOUT] }\n[2026-09-29T07:44:58.159Z] [INFO] {\n[2026-09-29T07:44:58.159Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"task_id\": \"bydaqfxei\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"owned_by_subagent\": true,\n[2026-09-29T07:44:58.159Z] [INFO]   \"tool_use_id\": \"toolu_011iMzwfCkWQJaeVUy3ZzQZi\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"description\": \"Install pyyaml\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:44:58.159Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"uuid\": \"f457a56f-4dad-4c46-9b2a-04189574922e\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:58.159Z] [INFO] }\n[2026-09-29T07:44:58.163Z] [INFO] {\n[2026-09-29T07:44:58.163Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"message\": {\n[2026-09-29T07:44:58.163Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:58.163Z] [INFO]     \"id\": \"msg_011CfXMieMWvDAAHnw4SbR9Y\",\n[2026-09-29T07:44:58.163Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:58.163Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:58.163Z] [INFO]     \"content\": [\n[2026-09-29T07:44:58.163Z] [INFO]       {\n[2026-09-29T07:44:58.163Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:44:58.163Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:44:58.163Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:44:58.163Z] [INFO]     ],\n[2026-09-29T07:44:58.163Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:58.163Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:58.163Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:58.163Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:58.163Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:58.163Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:58.163Z] [INFO]       \"cache_creation_input_tokens\": 3749,\n[2026-09-29T07:44:58.163Z] [INFO]       \"cache_read_input_tokens\": 14684,\n[2026-09-29T07:44:58.163Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:58.163Z] [INFO]         \"ephemeral_5m_input_tokens\": 3749,\n[2026-09-29T07:44:58.163Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:58.163Z] [INFO]       },\n[2026-09-29T07:44:58.163Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:44:58.163Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:58.163Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:58.163Z] [INFO]     },\n[2026-09-29T07:44:58.163Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:58.163Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:58.163Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:58.163Z] [INFO]   },\n[2026-09-29T07:44:58.163Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"uuid\": \"2248f886-f575-49cd-b2fc-36e00d0d4066\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:57.868Z\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"request_id\": \"req_011CfXMidpmDGRzEcQCjLKs6\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:58.163Z] [INFO] }\n[2026-09-29T07:44:58.573Z] [STDOUT] [log_aa2aad, request-id: \"req_011CfXMimWdZkKHKKwQd4Aee\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 767ms\n[2026-09-29T07:44:58.576Z] [STDOUT] [log_aa2aad] response start {\n[2026-09-29T07:44:58.579Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:58.582Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:58.586Z] [STDOUT]   headers: {\n[2026-09-29T07:44:58.591Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:58.598Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:58.600Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:58.606Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:44:58.609Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:58.615Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:58.620Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:58.626Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:58.628Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:58.632Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:58.637Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:58.643Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:58.647Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:58.650Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:58.654Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:58.660Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:58.666Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:58.668Z] [STDOUT]     \"cf-ray\": \"a4295d994b3bdbb5-FRA\",\n[2026-09-29T07:44:58.670Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:58.674Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:58.680Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:58.684Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:58.689Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:58 GMT\",\n[2026-09-29T07:44:58.695Z] [STDOUT]     \"request-id\": \"req_011CfXMimWdZkKHKKwQd4Aee\",\n[2026-09-29T07:44:58.700Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:58.704Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:58.711Z] [STDOUT]     traceresponse: \"00-32b6e8d3c277b36efbb3b90a31977b21-7e7fd37e8e086242-01\",\n[2026-09-29T07:44:58.720Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:58.723Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:58.730Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:58.733Z] [STDOUT]   },\n[2026-09-29T07:44:58.739Z] [STDOUT]   durationMs: 767,\n[2026-09-29T07:44:58.744Z] [STDOUT] }\n[2026-09-29T07:44:58.753Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:58.762Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:58 GMT\",\n[2026-09-29T07:44:58.770Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:58.775Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:58.779Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:58.787Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:58.790Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:58.793Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:58.801Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:58.806Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:58.815Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:58.871Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:58.881Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:58.892Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:58.901Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:44:58.910Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:58.918Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:58.926Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:58.933Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:58.943Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:58.949Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:58.956Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:58.959Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:58.966Z] [STDOUT]   \"request-id\": \"req_011CfXMimWdZkKHKKwQd4Aee\",\n[2026-09-29T07:44:58.976Z] [STDOUT]   \"traceresponse\": \"00-32b6e8d3c277b36efbb3b90a31977b21-7e7fd37e8e086242-01\",\n[2026-09-29T07:44:58.979Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:58.988Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:58.992Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:59.000Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:59.003Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:59.005Z] [STDOUT]   \"cf-ray\": \"a4295d994b3bdbb5-FRA\",\n[2026-09-29T07:44:59.006Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:59.009Z] [STDOUT] [log_aa2aad] response parsed {\n[2026-09-29T07:44:59.017Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:59.024Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:59.041Z] [STDOUT]   body: X {\n[2026-09-29T07:44:59.045Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:59.052Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:59.057Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:59.060Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:59.066Z] [STDOUT]     },\n[2026-09-29T07:44:59.071Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:59.079Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:59.084Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:59.089Z] [STDOUT]   },\n[2026-09-29T07:44:59.096Z] [STDOUT]   durationMs: 769,\n[2026-09-29T07:44:59.100Z] [STDOUT] }\n[2026-09-29T07:44:59.102Z] [INFO] {\n[2026-09-29T07:44:59.102Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:59.102Z] [INFO]   \"message\": {\n[2026-09-29T07:44:59.102Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:59.102Z] [INFO]     \"id\": \"msg_011CfXMieMWvDAAHnw4SbR9Y\",\n[2026-09-29T07:44:59.102Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:59.102Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:59.102Z] [INFO]     \"content\": [\n[2026-09-29T07:44:59.102Z] [INFO]       {\n[2026-09-29T07:44:59.102Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:59.102Z] [INFO]         \"id\": \"toolu_01CjPTRcEEhq4vMHzn77sPQA\",\n[2026-09-29T07:44:59.102Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:59.102Z] [INFO]         \"input\": {\n[2026-09-29T07:44:59.102Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements && cat 2026-08-25-mango-runs-empirical-snapshot.md 2026-08-26-rrp-full-cycle-corpus-facts.md\",\n[2026-09-29T07:44:59.102Z] [INFO]           \"description\": \"Read snapshot and RRP facts\"\n[2026-09-29T07:44:59.102Z] [INFO]         },\n[2026-09-29T07:44:59.102Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:59.102Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:59.102Z] [INFO]         }\n[2026-09-29T07:44:59.102Z] [INFO]       }\n[2026-09-29T07:44:59.102Z] [INFO]     ],\n[2026-09-29T07:44:59.102Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:59.102Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:59.102Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:59.102Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:59.102Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:59.102Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:59.102Z] [INFO]       \"cache_creation_input_tokens\": 3749,\n[2026-09-29T07:44:59.102Z] [INFO]       \"cache_read_input_tokens\": 14684,\n[2026-09-29T07:44:59.102Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:59.102Z] [INFO]         \"ephemeral_5m_input_tokens\": 3749,\n[2026-09-29T07:44:59.102Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:59.102Z] [INFO]       },\n[2026-09-29T07:44:59.102Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:44:59.102Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:59.102Z] [INFO]       \"inference_geo\": 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{\n[2026-09-29T07:44:59.977Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:59.977Z] [INFO]     \"content\": [\n[2026-09-29T07:44:59.977Z] [INFO]       {\n[2026-09-29T07:44:59.977Z] [INFO]         \"tool_use_id\": \"toolu_01CjPTRcEEhq4vMHzn77sPQA\",\n[2026-09-29T07:44:59.977Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:59.977Z] [INFO]         \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-08-25\\ntemperature: 0.1\\ntype: research\\ncontext: [ba, requirements, mango, runs, empirical-snapshot, metrics]\\nmethod: corpus-measurement + formal-metadata-aggregation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539\\\"\\nbased_on:\\n  - research/ba-requirements/exp/ba-requirements-normalization-539/runs-aggregate.json\\nrelated_artifacts:\\n  - \\\"research/ba-requirements/normalization/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/normalization/40-practice-and-cases.md\\\"\\n  - \\\"research/ba-requirements/exp/ba-requirements-normalization-539/README.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539\\\"\\n---\\n\\n# \u0421\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts/runs/` \u043d\u0430 2026-08-25\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u042d\u0442\u043e \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 **\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435**, \u0430 \u043d\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435. \u0412\u0441\u0435\\n> \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u0438, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u043c\u043e\u0434\u0443\u043b\u044c\\n> [`research/ba-requirements/normalization/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/00-introduction.md).\\n> \u0421\u043d\u0438\u043c\u043e\u043a \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0443 \u043c\u043e\u0434\u0443\u043b\u044f \u043d\u0435\u0442 \u0435\u0434\u0438\u043d\u043e\u0439 \u0434\u0430\u0442\u044b (\u0444\u0430\u0439\u043b\u044b\\n> \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043d\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0446\u0438\u043a\u043b\u0430\u0445), \u0430 \u0443 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u043e\u043d\u0430 \u0435\u0441\u0442\u044c: \u043a\u043e\u0440\u043f\u0443\u0441 \u0440\u0430\u0441\u0442\u0451\u0442, \u0438 \u0447\u0435\u0440\u0435\u0437\\n> \u043c\u0435\u0441\u044f\u0446 \u0447\u0438\u0441\u043b\u0430 \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438.\\n\\n## 1. \u0427\u0442\u043e \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `524a8eb`. \u0410\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440:\\n[`exp/ba-requirements-normalization-539/aggregate-runs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-requirements-normalization-539/aggregate-runs.py).\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e `metadata.yaml` \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432 \u043d\u0451\u043c \u043d\u0435\u0442 \u2014 \u0438\u043d\u0430\u0447\u0435 \u0432\u044b\u0432\u043e\u0434 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0431\u044b\u043b \u0431\u044b \u043f\u0440\u0435\u0434\u0440\u0435\u0448\u0451\u043d \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439.\\n\\n## 2. \u0421\u043e\u0441\u0442\u0430\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 56 |\\n| \u041f\u0435\u0440\u0438\u043e\u0434 | 2026-04-10 \u2026 2026-08-25 |\\n| `run_type` | `statistics` 47, `execution` 9 |\\n| `status` | `draft` 29, `works-with-edits` 19, `partial-success` 5, `success` 1, `needs-rework` 1, `experimental` 1 |\\n\\n\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0444\u0438\u043a\u0441\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 (\u043f\u0435\u0440\u0432\u044b\u0439 \u0441\u0435\u0433\u043c\u0435\u043d\u0442 \u043f\u043e\u043b\u044f `process`):\\n\\n| \u041f\u0440\u0435\u0444\u0438\u043a\u0441 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 |\\n| --- | --- | --- |\\n| `task-` | 32 | \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u0442\u0440\u0435\u043a\u0435\u0440\u0430/\u0447\u0430\u0442\u0430 \u2014 \u0443\u0436\u0435 \u0443\u043f\u0430\u043a\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 |\\n| `fr-` | 9 | \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 (\u0430\u043d\u0430\u043b\u0438\u0437, \u0434\u0440\u0430\u0444\u0442, \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f) |\\n| `bcreq-` | 4 | \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 (business change request) |\\n| `prompt-` | 3 | \u0440\u0430\u0431\u043e\u0442\u0430 \u043d\u0430\u0434 \u0441\u0430\u043c\u0438\u043c\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438, \u0430 \u043d\u0435 \u043d\u0430\u0434 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c |\\n| `tz-`, `usecase-`, `user-`, `gap-`, `kb-`, `industry-`, `session-`, `multichannel-` | \u043f\u043e 1 | \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u044b\u0435 \u0442\u0438\u043f\u044b |\\n\\n**\u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435.** 32 \u0438\u0437 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 `task-`, \u0442\u043e \u0435\u0441\u0442\u044c \u0441 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0443\u0436\u0435 \u043f\u0440\u043e\u0448\u0451\u043b \u0447\u044c\u044e-\u0442\u043e \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e. \u0418\u0441\u0445\u043e\u0434\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435\\n\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043e \u0441\u043b\u0430\u0431\u043e (4 `bcreq-`): \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c **\u0441\u0430\u043c\u043e\u0433\u043e \u0440\u0430\u043d\u043d\u0435\u0433\u043e** \u0443\u0447\u0430\u0441\u0442\u043a\u0430 \u0432\u0445\u043e\u0434\u0430\\n\u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.\\n\\n## 3. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\n\\n\u0427\u0438\u0441\u043b\u0430 \u0434\u0430\u043d\u044b \u043a\u0430\u043a `n` (\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u043c\u0435\u044e\u0442 \u043c\u0435\u0442\u0440\u0438\u043a\u0443) / \u043c\u0435\u0434\u0438\u0430\u043d\u0430 / \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d, \u043f\u043e\u0442\u043e\u043c\u0443\\n\u0447\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u044b \u043d\u0435\u0440\u0430\u0432\u043d\u043e\u043c\u0435\u0440\u043d\u043e \u0438 \u0441\u0440\u0435\u0434\u043d\u0435\u0435 \u043f\u043e \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043e\u0440\u043f\u0443\u0441\u0443 \u0432\u0432\u043e\u0434\u0438\u0442 \u0432\\n\u0437\u0430\u0431\u043b\u0443\u0436\u0434\u0435\u043d\u0438\u0435.\\n\\n| \u041c\u0435\u0442\u0440\u0438\u043a\u0430 | n | \u0421\u0443\u043c\u043c\u0430 | \u041c\u0435\u0434\u0438\u0430\u043d\u0430 | \u0414\u0438\u0430\u043f\u0430\u0437\u043e\u043d |\\n| --- | --- | --- | --- | --- |\\n| `episodes` | 41 | 1080 | 15 | 1 \u2026 83 |\\n| `iterations` | 37 | 1052 | 19 | 1 \u2026 83 |\\n| `turns` | 34 | 2084 | 44 | 2 \u2026 166 |\\n| `success_rate` | 18 | \u2014 | 0.60 | 0.25 \u2026 0.92 |\\n| `hallucinations` | 11 | 41 | 3 | 2 \u2026 8 |\\n| `hallucinations_shipped` | 11 | 12 | 1 | 0 \u2026 3 |\\n| `ba_edits` | 10 | 53 | 6 | 0 \u2026 11 |\\n| `quality` | 11 | 31 | 3 | 2 \u2026 3 |\\n| `tokens_dialog_total` | 32 | 61 360 738 | 720 806 | 3 387 \u2026 9 225 333 |\\n| `duration_wall_clock_s` | 11 | 1 331 029 | 45 675 | 2 762 \u2026 522 867 |\\n\\n\u041f\u0440\u043e\u0433\u043e\u043d\u044b, \u0433\u0434\u0435 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u0430 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n(`hallucinations_shipped > 0`): **9** \u2014 RUN-0016, RUN-0018, RUN-0021, RUN-0022,\\nRUN-0024, RUN-0025, RUN-0026, RUN-0027, RUN-0028.\\n\\n## 4. \u041f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u043f\u043e\u043d\u044f\u0442\u0438\u0439 \u043f\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0443\\n\\n\u041f\u043e\u0434\u0441\u0442\u0440\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0432\u0441\u0435\u043c `.md`/`.yaml` \u0444\u0430\u0439\u043b\u0430\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (\u0440\u0435\u0433\u0438\u0441\u0442\u0440 \u043d\u0435 \u0443\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f):\\n\\n| \u041f\u043e\u043d\u044f\u0442\u0438\u0435 | \u041f\u043e\u0434\u0441\u0442\u0440\u043e\u043a\u0430 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 56 |\\n| --- | --- | --- |\\n| \u041e\u0446\u0435\u043d\u043a\u0430 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f | `\u043f\u043e\u043a\u0440\u044b\u0442` | 41 |\\n| \u0423\u0442\u043e\u0447\u043d\u044f\u044e\u0449\u0438\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b | `\u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438` | 23 |\\n| \u0413\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0438 | `\u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d` | 20 |\\n| \u0414\u043e\u043c\u044b\u0441\u043b\u0438\u0432\u0430\u043d\u0438\u0435 | `\u0434\u043e\u043c\u044b\u0441\u043b` | 11 |\\n| \u041a\u0430\u0441\u0442\u043e\u043c-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 | `\u043a\u0430\u0441\u0442\u043e\u043c` | 10 |\\n| \u0422\u0430\u0440\u0438\u0444\u043d\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 | `\u0442\u0430\u0440\u0438\u0444` | 7 |\\n| \u041f\u0440\u0430\u0432\u0430 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 | `\u043f\u0440\u0430\u0432 \u0434\u043e\u0441\u0442\u0443\u043f\u0430` | 5 |\\n| \u00ab\u0423\u0436\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043e\u00bb | `\u0443\u0436\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d` | 3 |\\n| Discoverability | `discoverab` | **0** |\\n| \u0423\u0441\u0442\u0430\u0440\u0435\u0432\u0430\u043d\u0438\u0435/\u0432\u044b\u0432\u043e\u0434 \u0438\u0437 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 | `deprecat`, `\u0432\u044b\u0432\u043e\u0434 \u0438\u0437 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438` | **0** |\\n\\n## 5. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\\n\\n1. **\u0420\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u0430\u044f \u0441\u0445\u0435\u043c\u0430 \u043c\u0435\u0442\u0440\u0438\u043a.** \u0413\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0438 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0442\u0440\u0435\u043c\u044f \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043a\u043b\u044e\u0447\u0430\u043c\u0438:\\n   `hallucinations` (11 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432), `hallucinations_found` (3),\\n   `hallucinations_prevented` (3). \u0420\u0430\u043d\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b (RUN-0017, RUN-0020, RUN-0023)\\n   \u0434\u0435\u0440\u0436\u0430\u0442 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0432 \u0431\u043b\u043e\u043a\u0435 `eval:`, \u043f\u043e\u0437\u0434\u043d\u0438\u0435 \u2014 \u0432 `metrics:`. \u0410\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u0435\u0442\\n   \u043e\u0431\u0430 \u0431\u043b\u043e\u043a\u0430, \u043d\u043e **\u043d\u0435** \u0441\u043a\u043b\u0435\u0438\u0432\u0430\u0435\u0442 \u0440\u0430\u0437\u043d\u043e\u0438\u043c\u0451\u043d\u043d\u044b\u0435 \u043a\u043b\u044e\u0447\u0438: \u0441\u0443\u043c\u043c\u0430 \u043f\u043e `hallucinations`\\n   \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0438\u0436\u043d\u0435\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439.\\n2. **`success_rate` \u043d\u0435\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438.** \u041f\u043e\u043b\u0435\\n   `success_rate_basis` \u0432 RUN-0023 \u043f\u0440\u044f\u043c\u043e \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0430\u0435\u0442: \u0448\u043a\u0430\u043b\u0430 \u00ab\u043f\u0440\u0438\u043d\u044f\u0442\u043e\\n   \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c\u00bb \u0442\u0430\u043c \u043d\u0435\u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430, \u0438 \u00ab\u043f\u0440\u044f\u043c\u043e\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0441 `success_rate` \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432,\\n   \u0441\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0445 \u043f\u043e \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044e \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440 RUN-0020), \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u00bb.\\n   \u041c\u0435\u0434\u0438\u0430\u043d\u0430 0.60 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043a\u043e\u0440\u043f\u0443\u0441, \u0430 \u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.\\n3. **\u0417\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u043c\u0435\u0442\u0440\u0438\u043a \u2014 \u043e\u0442 10 \u0434\u043e 41 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438\u0437 56.** \u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043c\u0435\u0442\u0440\u0438\u043a\u0438\\n   \u0447\u0430\u0449\u0435 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u044f\u043b\u0438\u00bb, \u0430 \u043d\u0435 \u00ab\u043d\u043e\u043b\u044c\u00bb.\\n4. **\u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0441\u043b\u043e\u0432\u0430 \u043d\u0435 \u0440\u0430\u0432\u043d\u044b \u044f\u0432\u043b\u0435\u043d\u0438\u044f\u043c.** \u041d\u043e\u043b\u044c \u043f\u043e `deprecat` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0442\u0435\u043c\u0430\\n   \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0430\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 **\u043d\u0435 \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u0435\u0442\u0441\u044f**; \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u043d\u0435 \u0441\u043b\u0435\u0434\u0443\u0435\u0442, \u0447\u0442\u043e\\n   \u044f\u0432\u043b\u0435\u043d\u0438\u044f \u043d\u0435\u0442 \u2014 \u0441\u043b\u0435\u0434\u0443\u0435\u0442, \u0447\u0442\u043e \u0435\u0433\u043e \u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442.\\n5. **\u0421\u043d\u0438\u043c\u043e\u043a \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d.** \u041d\u0430 \u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u0437\u0434\u043d\u0438\u0445 \u043a\u043e\u043c\u043c\u0438\u0442\u0430\u0445 `mango_ba_prompts` \u0447\u0438\u0441\u043b\u0430\\n   \u0438\u0437\u043c\u0435\u043d\u044f\u0442\u0441\u044f; \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430 \u043f\u043e\u043b\u0435\u043c `repo_sha` \u0432\\n   [`runs-aggregate.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-requirements-normalization-539/runs-aggregate.json).\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-08-26\\ntemperature: 0.1\\ntype: research\\ncontext: [ba, requirements, mango, runs, corpus-measurement, pipeline, contracts, issue-545]\\nmethod: corpus-measurement + contract-gap-analysis + critical-analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/545\\\"\\nbased_on:\\n  - research/ba-requirements/exp/ba-rrp-full-cycle-545/pipeline-facts.json\\nrelated_artifacts:\\n  - \\\"docs/rfc/2026-08-25-rfc-ba-artifact-pipeline-rrp-roadmap.md\\\"\\n  - \\\"research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md\\\"\\n  - \\\"research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md\\\"\\n  - \\\"research/ba-requirements/exp/ba-rrp-full-cycle-545/README.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/545\\\"\\n---\\n\\n# \u0424\u0430\u043a\u0442\u044b \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u0434 \u043c\u043e\u0434\u0443\u043b\u0438 `M1`\u2013`M4`\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u042d\u0442\u043e \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 **\u0441\u043d\u0438\u043c\u043e\u043a \u0437\u0430\u043c\u0435\u0440\u0430**, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0443\u043b\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f.\\n> \u041e\u043d \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 \u043c\u043e\u0434\u0443\u043b\u0435\u0439\\n> [`solution-modeling/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/solution-modeling),\\n> [`artifact-rendering/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/artifact-rendering),\\n> [`feedback-and-evolution/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/feedback-and-evolution)\\n> \u0438 [`orchestration/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/orchestration),\\n> \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0443 \u0437\u0430\u043c\u0435\u0440\u0430 \u0435\u0441\u0442\u044c \u0434\u0430\u0442\u0430 \u0438 \u043a\u043e\u043c\u043c\u0438\u0442 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u043a\u043e\u0440\u043f\u0443\u0441 \u0440\u0430\u0441\u0442\u0451\u0442, \u0438 \u0447\u0435\u0440\u0435\u0437 \u043c\u0435\u0441\u044f\u0446\\n> \u0447\u0438\u0441\u043b\u0430 \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438, \u0430 \u0440\u0430\u043c\u043a\u0438 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u2014 \u043d\u0435\u0442.\\n>\\n> **\u0413\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u043e\u0441\u0442\u0438.** \u0412\u0441\u0451, \u0447\u0442\u043e \u0437\u0434\u0435\u0441\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e, \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a **\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435\\n> \u043e\u0434\u043d\u043e\u0439 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438**. \u041f\u043e \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0443 \u00ab\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0434\u043e\u043c\u043e\u0432\u00bb\\n> ([issue #545](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/545))\\n> \u044d\u0442\u0438 \u0447\u0438\u0441\u043b\u0430 **\u043d\u0435 \u0441\u0443\u0436\u0430\u044e\u0442** \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0434\u0443\u043b\u0435\u0439: \u043e\u043d\u0438 \u043f\u0438\u0442\u0430\u044e\u0442 \u0442\u043e\u043b\u044c\u043a\u043e\\n> \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f \u0438 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e \u043a\u0430\u0441\u0442\u043e\u043c\u0438\u0437\u0430\u0446\u0438\u0438.\\n\\n## 1. \u0427\u0442\u043e \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0417\u0430\u043c\u0435\u0440 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u043c\\n[`exp/ba-rrp-full-cycle-545/measure-pipeline.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-rrp-full-cycle-545/measure-pipeline.py)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `ef88a9a` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): **57\\n\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432**, \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 `runs/2026/RUN-*`. \u041c\u0435\u0442\u043e\u0434 \u0438 \u0435\u0433\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u2014 \u0432\\n[README \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-rrp-full-cycle-545/README.md).\\n\\n## 2. \u0421\u043e\u0441\u0442\u0430\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 57 |\\n| `run_type` | `statistics` 47, `execution` 10 |\\n| `status` | `draft` 29, `works-with-edits` 19, `partial-success` 6, `success` 1, `needs-rework` 1, `experimental` 1 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u043c `inputs/` | 57 (100 %) |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u043c `logs/` | 57 (100 %) |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u043c `feedback/` | 57 (100 %) |\\n\\n\u041f\u0435\u0440\u0432\u043e\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u2014 \u043d\u0435 \u043f\u0440\u043e \u0446\u0438\u0444\u0440\u044b, \u0430 \u043f\u0440\u043e \u0438\u0445 \u043e\u0434\u043d\u043e\u0440\u043e\u0434\u043d\u043e\u0441\u0442\u044c: \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n([`standards/runs-contract-standard.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/standards/runs-contract-standard.md))\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0451\u043d \u043d\u0430 100 % **\u043f\u043e \u0444\u043e\u0440\u043c\u0435** \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0435\u0441\u0442\u044c \u0443 \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432. \u0412\u0441\u0451\\n\u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435, \u0447\u0442\u043e \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e \u043d\u0438\u0436\u0435, \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u043e \u0433\u043e\u0440\u0430\u0437\u0434\u043e \u0445\u0443\u0436\u0435. \u042d\u0442\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f\\n`M4`: \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439, \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f \u2014 \u043d\u0435\u0442.\\n\\n## 3. \u0424\u0430\u043a\u0442\u044b \u043f\u043e\u0434 `M1` (\u044f\u0434\u0440\u043e \u0438 \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435)\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u0427\u0442\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c-\u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c \u044f\u0434\u0440\u0430 (`fr-`, `bcreq`, `glossary`, `context`) | 15 \u0438\u0437 57 | \u044f\u0434\u0440\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u0432 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c-\u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f (`us-`, `uc-`, `modeling`) | 2 \u0438\u0437 57 (`RUN-0002`, `RUN-0003`) | \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u0447\u0442\u0438 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f **\u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u043c** \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c |\\n\\n\u0412\u044b\u0432\u043e\u0434, \u0432\u0430\u0436\u043d\u044b\u0439 \u0434\u043b\u044f `M1`: \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u0432 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u043e \u043e\u0442\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u043e\u043d\u043e \u0440\u0430\u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043e \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0424\u0422. \u042d\u0442\u043e\\n\u0441\u043e\u0433\u043b\u0430\u0441\u0443\u0435\u0442\u0441\u044f \u0441 \u0440\u043e\u043b\u044c\u044e US/UC \u043a\u0430\u043a \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0442\u0440\u0435\u0441\u0441-\u0442\u0435\u0441\u0442\u0430 (\u043f\u0440\u0430\u0432\u0438\u043b\u043e `F2` RFC), \u043d\u043e\\n\u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e **\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 `C-CORE` \u0432 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u043d\u0435\u0442**: \u043d\u0435\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043f\u0440\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u0439\\n\u043c\u043e\u0436\u043d\u043e \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u00ab\u0432\u043e\u0442 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u044f\u0434\u0440\u043e, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0435\u0449\u0451 \u043d\u0435 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u044b\u00bb.\\n\\n\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435: \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0430 \u043a\u043b\u044e\u0447\u0435\u0432\u0430\u044f. \u041f\u0440\u043e\u0433\u043e\u043d, \u0441\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u0432\u0448\u0438\u0439 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0432\u043d\u0443\u0442\u0440\u0438\\n\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0441 \u0434\u0440\u0443\u0433\u0438\u043c \u0438\u043c\u0435\u043d\u0435\u043c, \u0432 \u0441\u0447\u0451\u0442 \u043d\u0435 \u043f\u043e\u043f\u0430\u043b. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u2014\\n\u00ab\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043e \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u00bb, \u0430 \u043d\u0435 \u00ab\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u043d\u0435 \u0441\u0442\u0440\u043e\u044f\u0442\u0441\u044f\u00bb.\\n\\n## 4. \u0424\u0430\u043a\u0442\u044b \u043f\u043e\u0434 `M2` (\u0440\u0435\u043d\u0434\u0435\u0440 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432)\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u0427\u0442\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0432\u044b\u0434\u0430\u0432\u0448\u0438\u0445 \u2265 1 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | 57 \u0438\u0437 57 (100 %) | \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043b\u043e\u0435\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0432\u0441\u0435\u0433\u0434\u0430 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0432\u044b\u0434\u0430\u0432\u0448\u0438\u0445 > 1 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | 23 \u0438\u0437 57 (40,4 %) | \u0432\u0435\u0435\u0440 \u0432\u044b\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u043d\u0435 \u0440\u0435\u0434\u043a\u043e\u0441\u0442\u044c, \u0430 \u043d\u043e\u0440\u043c\u0430 \u0434\u043b\u044f \u0442\u0440\u0435\u0442\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 |\\n| \u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0447\u0438\u0441\u043b\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 | 1 \u2192 34, 2 \u2192 11, 3 \u2192 11, 5 \u2192 1 | \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c \u043f\u044f\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 (`RUN-0057`) |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u043c \u0432\u0435\u0435\u0440\u043e\u043c \u043f\u043e \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f\u043c (`L0`\u2026`L4`) | 2 (`RUN-0056`, `RUN-0057`) | \u044f\u0432\u043d\u0430\u044f \u0430\u0434\u0440\u0435\u0441\u0430\u0446\u0438\u044f \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0439 \u043f\u043e\u044f\u0432\u0438\u043b\u0430\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 |\\n\\n\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u0444\u0430\u043a\u0442 \u0434\u043b\u044f `M2`: **40 % \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0443\u0436\u0435 \u0434\u0435\u043b\u0430\u044e\u0442 \u0442\u043e, \u0447\u0442\u043e RFC \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0440\u0435\u043d\u0434\u0435\u0440\u043e\u043c \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u044f\u0434\u0440\u0430**, \u043d\u043e \u0434\u0435\u043b\u0430\u044e\u0442 \u044d\u0442\u043e \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u044f\u0434\u0440\u0430. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b\\n\u043f\u043e\u0440\u043e\u0436\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u043e \u0438\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0430 \u043d\u0435 \u0438\u0437 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e\\n`C-CORE`. \u041e\u0442\u0441\u044e\u0434\u0430 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 `K5` (\u043d\u0435\u0434\u0440\u0435\u0439\u0444 \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 `M1`/`M2`) \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0432\\n\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0442\u043e\u0447\u043a\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043d\u0435\u0447\u0435\u043c\u0443.\\n\\n\u0423\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0439 \u0432\u0435\u0435\u0440 `L0`\u2013`L4` \u0432 `RUN-0057`\\n([`outputs/`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0057/outputs))\\n\u2014 \u043f\u0435\u0440\u0432\u044b\u0439 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441\u043b\u0443\u0447\u0430\u0439, \u0433\u0434\u0435 \u043e\u0434\u0438\u043d \u0438 \u0442\u043e\u0442 \u0436\u0435 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b \u0441\u043e\u0437\u043d\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0432\u044b\u0434\u0430\u043d \u043f\u044f\u0442\u0438\\n\u0440\u0430\u0437\u043d\u044b\u043c \u0447\u0438\u0442\u0430\u0442\u0435\u043b\u044f\u043c. \u042d\u0442\u043e \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f \u043e\u0441\u0438 `A1` \u043a\u0430\u043a **\u043d\u0430\u0431\u043e\u0440\u0430** \u0446\u0435\u043b\u0435\u0432\u044b\u0445\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432.\\n\\n## 5. \u0424\u0430\u043a\u0442\u044b \u043f\u043e\u0434 `M3` (\u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430)\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u0414\u043e\u043b\u044f |\\n| --- | --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u043c `feedback/` | 57 | 100 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043f\u043e\u043b\u0435\u043c `metrics.eval` | 40 | 70,2 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043f\u043e\u043b\u0435\u043c `metrics.verdict` | 15 | 26,3 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043f\u043e\u043b\u0435\u043c `metrics.success_rate` | 16 | 28,1 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c\u044e `metrics.measured` | 5 (`true` 3, `false` 2) | 8,8 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\u043e \u0441\u0432\u044f\u0437\u044c\u044e `related_runs` | 21 | 36,8 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 `hallucinations_shipped > 0` | 9 | 15,8 % |\\n\\n\u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 100 % \u043f\u0440\u043e\u0442\u0438\u0432 8,8 % \u2014 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 `M3`. \u0424\u043e\u0440\u043c\u0430 \u043e\u0431\u0440\u0430\u0442\u043d\u043e\u0439 \u0441\u0432\u044f\u0437\u0438\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u0432\u0441\u0435\u0433\u0434\u0430; **\u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u043f\u043e\u0447\u0442\u0438 \u043d\u0438\u043a\u043e\u0433\u0434\u0430**. \u041f\u0440\u0438\\n\u044d\u0442\u043e\u043c 9 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u0440\u0438\u0437\u043d\u0430\u044e\u0442, \u0447\u0442\u043e \u0432\u044b\u043c\u044b\u0441\u0435\u043b \u0434\u043e\u0448\u0451\u043b \u0434\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043f\u0440\u043e\u0439\u0434\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0435\\n\u0440\u0435\u0432\u044c\u044e: `RUN-0016`, `RUN-0018`, `RUN-0021`, `RUN-0022`, `RUN-0024`, `RUN-0025`,\\n`RUN-0026`, `RUN-0027`, `RUN-0028`.\\n\\n\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435: \u043b\u044e\u0431\u0430\u044f \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043a\u0430 \u0433\u0435\u0439\u0442\u043e\u0432 \u043f\u043e \u044d\u0442\u0438\u043c \u0434\u0430\u043d\u043d\u044b\u043c \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u0430 \u2014 \u0431\u0430\u0437\u0430\\n\u0434\u043b\u044f \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 (`RQ-3.4`) \u043d\u0435 \u043d\u0430\u0431\u0440\u0430\u043d\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u043e \u0437\u0430\u043a\u0440\u044b\u0442\u0438\u0438\\n\u043d\u0435\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c\u044b \u043c\u0435\u0436\u0434\u0443 \u0441\u043e\u0431\u043e\u0439.\\n\\n## 6. \u0424\u0430\u043a\u0442\u044b \u043f\u043e\u0434 `M4` (\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f)\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u0420\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043a\u043b\u044e\u0447\u0435\u0439 \u0432 \u0431\u043b\u043e\u043a\u0435 `metrics` \u043f\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0443 | **71** |\\n| \u0421\u0430\u043c\u044b\u0439 \u0447\u0430\u0441\u0442\u044b\u0439 \u043a\u043b\u044e\u0447 | `episodes` \u2014 41 \u043f\u0440\u043e\u0433\u043e\u043d (71,9 %) |\\n| \u041a\u043b\u044e\u0447\u0435\u0439, \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0449\u0438\u0445\u0441\u044f \u0440\u043e\u0432\u043d\u043e \u0432 \u043e\u0434\u043d\u043e\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0435 | 24 |\\n| \u0421\u043f\u043e\u0441\u043e\u0431 \u0443\u0447\u0451\u0442\u0430 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 `token_method` | \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d \u0432 41 \u043f\u0440\u043e\u0433\u043e\u043d\u0435, 24 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f, \u0432\u043a\u043b\u044e\u0447\u0430\u044f `not-recorded` |\\n| \u0420\u0435\u0436\u0438\u043c\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0432 [`prompts/`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts) | `stepwise` 10, `oneshot` 9, `legacy` 5, \u043f\u0440\u043e\u0447\u0438\u0435 3 |\\n\\n**71 \u043a\u043b\u044e\u0447 \u043d\u0430 57 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u043a\u043b\u044e\u0447\u0430, \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0449\u0435\u0433\u043e\u0441\u044f \u0443 \u0432\u0441\u0435\u0445** \u2014 \u044d\u0442\u043e \u0438\\n\u0435\u0441\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u0441\u0445\u0435\u043c\u044b \u0437\u0430\u043f\u0438\u0441\u0438 \u043e \u0437\u0430\u043a\u0440\u044b\u0442\u0438\u0438 \u043d\u0435\\n\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u041c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0442\u043e\u0440, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0434\u043e\u043b\u0436\u0435\u043d \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043f\u043e \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u043f\u043e\u0445\u043e\u0436\u0438\u0445\\n\u0437\u0430\u0434\u0430\u0447 (`RQ-4.3`), \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u044d\u0442\u043e\u0433\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c: \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0442\u044c \u043d\u0435\u0447\u0435\u0433\u043e.\\n\\n\u041f\u0430\u0440\u0430 `stepwise`/`oneshot` \u0432 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (10 \u043f\u0440\u043e\u0442\u0438\u0432 9) \u2014 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043e\u0441\u044c `A4` (\u0440\u0435\u0436\u0438\u043c \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f) \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0434\u043e\\n\u0432\u0441\u044f\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0443\u0436\u0435 \u0440\u0430\u0437\u0434\u0432\u043e\u0435\u043d\u0430 \u043f\u043e \u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0443.\\n\\n## 7. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0437\u0430\u043c\u0435\u0440\u0430\\n\\n1. \u041a\u043e\u0440\u043f\u0443\u0441 \u2014 **\u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 \u0438 \u043e\u0446\u0435\u043d\u043e\u0447\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440**. \u0417\u0430\u043c\u0435\u0440 issue #541 \u043f\u043e\u043a\u0430\u0437\u0430\u043b: \u043d\u0438\\n   \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0434\u043e\u0441\u0442\u0430\u0432\u0438\u043b \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u043e\u0435 \u0422\u0417. \u0412\u0441\u0435 \u0432\u044b\u0432\u043e\u0434\u044b \u043e `M2`/`M3` \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a\\n   \u043a\u043e\u043d\u0442\u0443\u0440\u0443 \u0434\u043e \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n2. \u0420\u0430\u0437\u043c\u0435\u0442\u043a\u0430 \u043a\u043b\u044e\u0447\u0435\u0432\u0430\u044f (\u0441\u043c. \u00a73), \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u043e\u0441\u044c.\\n3. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f `.md`-\u0444\u0430\u0439\u043b \u0432 `outputs/`, \u043a\u0440\u043e\u043c\u0435 `README`.\\n4. \u0417\u0430\u043c\u0435\u0440 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 **\u043e\u0434\u043d\u0443 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044e**. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0434\u043e\u043b\u044e 40 % \u0438\u043b\u0438 \u0447\u0438\u0441\u043b\u043e 71 \u043d\u0430\\n   \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044e \u043d\u0435\u043b\u044c\u0437\u044f; \u0432 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 \u044d\u0442\u0438 \u0447\u0438\u0441\u043b\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n   \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0435\u0451 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0451\u043d\u043d\u043e\u0441\u0442\u044c.\",\n[2026-09-29T07:44:59.977Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:59.977Z] [INFO]       }\n[2026-09-29T07:44:59.977Z] [INFO]     ]\n[2026-09-29T07:44:59.977Z] [INFO]   },\n[2026-09-29T07:44:59.977Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:59.977Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:59.977Z] [INFO]   \"uuid\": \"e0b4527c-1faa-4171-a61a-73e4f50eccbe\",\n[2026-09-29T07:44:59.977Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:59.967Z\",\n[2026-09-29T07:44:59.977Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:59.977Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:59.977Z] [INFO] }\n[2026-09-29T07:45:00.707Z] [INFO] {\n[2026-09-29T07:45:00.707Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:00.707Z] [INFO]   \"message\": {\n[2026-09-29T07:45:00.707Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:00.707Z] [INFO]     \"id\": \"msg_011CfXMin382ALmQZfWtBcwu\",\n[2026-09-29T07:45:00.707Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:00.707Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:00.707Z] [INFO]     \"content\": [\n[2026-09-29T07:45:00.707Z] [INFO]       {\n[2026-09-29T07:45:00.707Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:00.707Z] [INFO]         \"id\": \"toolu_01J9PL7c78pXAfjfWrqEMcei\",\n[2026-09-29T07:45:00.707Z] [INFO]         \"name\": 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    \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-08\\ntemperature: 0.1\\ntype: research\\ncontext: [ba, requirements, mango, runs, artifact-structure, empirical-snapshot, golden-set]\\nmethod: corpus-measurement + heading-slot-mapping\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561\\\"\\nbased_on:\\n  - research/ba-requirements/exp/ba-micro-structure-561/artifact-structure.json\\nrelated_artifacts:\\n  - \\\"research/ba-requirements/artifact-micro-structure/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/artifact-micro-structure/20-taxonomy.md\\\"\\n  - \\\"research/ba-requirements/exp/ba-micro-structure-561/README.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557\\\"\\n---\\n\\n# \u0421\u043d\u0438\u043c\u043e\u043a \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0411\u0410-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 2026-09-08\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 **\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435** \u043c\u0438\u043a\u0440\u043e-\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432,\\n> \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b `runs/` \u043e\u0442\u0434\u0430\u044e\u0442 \u043a\u0430\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0418\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u044f, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f\\n> \u0441\u043b\u043e\u0442\u043e\u0432 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u043c\u043e\u0434\u0443\u043b\u044c\\n> [`research/ba-requirements/artifact-micro-structure/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/00-introduction.md).\\n> \u0421\u043d\u0438\u043c\u043e\u043a \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u043c\u043e\u0434\u0443\u043b\u044f, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043a\u043e\u0440\u043f\u0443\u0441 \u0440\u0430\u0441\u0442\u0451\u0442: \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u043c \u043a\u043e\u043c\u043c\u0438\u0442\u0435 \u0447\u0438\u0441\u043b\u0430\\n> \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438, \u0438 \u044d\u0442\u043e \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u043e.\\n\\n## 1. \u0427\u0442\u043e \u0438 \u043a\u0430\u043a \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`. \u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c:\\n[`exp/ba-micro-structure-561/measure-artifact-structure.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/measure-artifact-structure.py).\\n\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 `##` \u043a\u0430\u0436\u0434\u043e\u0433\u043e markdown-\u0444\u0430\u0439\u043b\u0430 \u0432 `outputs/`, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u0438\u0445 \u043a\\n\u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0435 \u0438 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u0432 **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0441\u043b\u043e\u0442\u043e\u0432** (`S-*`) \u043f\u043e\\n\u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e\u043c\u0443 \u0441\u043f\u0438\u0441\u043a\u0443 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u043c\u0435\u0441\u0442\u043e\\n\u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u043e\u0433\u043e \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u0432 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0438, \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u043e\u0439\\n`SLOT_RULES` \u0432 \u0448\u0430\u043f\u043a\u0435 \u0441\u043a\u0440\u0438\u043f\u0442\u0430 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u043e.\\n\\n\u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043f\u0438\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u2192 \u0441\u043b\u043e\u0442\u00bb \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 **\u0444\u043e\u0440\u043c\u0443** \u043e\u0442 **\u0441\u043c\u044b\u0441\u043b\u0430**: \u0434\u0432\u0430\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c\u0438 (`1. \u0413\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439` \u0438 `1. \u0422\u0435\u0440\u043c\u0438\u043d\u044b \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f`)\\n\u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u043e\u0434\u0438\u043d \u0441\u043b\u043e\u0442 `S-GLOSSARY`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432, \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435\\n\u043d\u0438\u0436\u0435, \u2014 \u044d\u0442\u043e \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u0441\u043c\u044b\u0441\u043b\u0443, \u0430 \u043d\u0435 \u043f\u043e \u043e\u0440\u0444\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432.\\n\\n## 2. \u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0434\u0430\u043b\u0430 125 \u00ab\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438\u00bb \u0438 72 % \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432\\n\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u0420\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u043f\u0440\u0438\u0447\u0438\u043d\u0443: \u0432 `outputs/` \u043b\u0435\u0436\u0430\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\\n\u0444\u0430\u0439\u043b\u043e\u0432, \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0442\u0443 \u0436\u0435 \u043b\u0435\u043a\u0441\u0438\u043a\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0447\u0442\u043e \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 `classify_doc_kind()` \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u0438\u0445; \u0432\u0441\u0435 \u0442\u0440\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\\n`artifact-structure.json`, \u043d\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0441\u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0442\u0440\u0435\u0442\u044c\u0435\u043c\u0443.\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u0424\u0430\u0439\u043b\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e |\\n| --- | --- | --- |\\n| `run-journal` | 63 | \u0436\u0443\u0440\u043d\u0430\u043b \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u044d\u043f\u0438\u0437\u043e\u0434\u044b, \u0432\u0435\u0440\u0434\u0438\u043a\u0442, \u0447\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e |\\n| `analysis-note` | 45 | \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 |\\n| `requirement-document` | 17 | **\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0411\u0410** \u2014 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0437\u0430\u043c\u0435\u0440\u0430 |\\n\\n\u041f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u043e 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432; markdown-\u0444\u0430\u0439\u043b\u043e\u0432 \u0441 \u043b\u0435\u043a\u0441\u0438\u043a\u043e\u0439 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u2014 125.\\n\\n## 3. \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0444\u0430\u043a\u0442: 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432\\n\\n\u0421\u043a\u0435\u043b\u0435\u0442 \u2014 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u0430\u044f \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0421\u0440\u0435\u0434\u0438 17\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 **\u043d\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u043f\u0430\u0440\u044b \u0441 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0449\u0438\u043c \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u043c**.\\n\u0421\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 \u0438 \u043f\u043e\u0441\u043b\u0435 \u043e\u0433\u0440\u0443\u0431\u043b\u0435\u043d\u0438\u044f \u0434\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 \u0441\u043b\u043e\u0442\u043e\u0432.\\n\\n\u042d\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u043d\u043e\u043e\u0431\u0440\u0430\u0437\u0438\u0435 \u0437\u0430\u0434\u0430\u0447: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f **\u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438** \u0438\\n**\u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430**, \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0440\u0438 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e\u043c \u0432\u0445\u043e\u0434\u0435.\\n\\n| \u0413\u0440\u0443\u043f\u043f\u0430 | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 | \u0420\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 | \u0421\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 | \u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 |\\n| --- | --- | --- | --- | --- |\\n| BCREQ-1074 (RUN-0063, RUN-0064, RUN-0067) | 3 | 3 | 0.69 | 0.571 |\\n| `bcreq-1059-multichannel-slots-limits` | 2 | 2 | 0.286 | 0.286 |\\n| `bcreq-1069-restricted-api-key` | 2 | 2 | 0.2 | 0.2 |\\n| `feasibility-assessment-tender-*` | 2 | 2 | 0.167 | 0.167 |\\n| `multichannel-agent-workload` | 2 | 2 | 0.333 | 0.333 |\\n\\n\u0413\u0440\u0443\u043f\u043f\u0430 BCREQ-1074 \u2014 \u0441\u0430\u043c\u043e\u0435 \u0447\u0438\u0441\u0442\u043e\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435: \u043e\u0434\u043d\u0430 \u0438 \u0442\u0430 \u0436\u0435 \u0437\u0430\u0434\u0430\u0447\u0430,\\n\u0442\u0440\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u0442\u0440\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0418\u0445 \u043f\u043e\u0434\u043f\u0438\u0441\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432:\\n\\n| # | [RUN-0063](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0063) | [RUN-0064](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0064) | [RUN-0067](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0067) |\\n| --- | --- | --- | --- |\\n| 1 | \u0413\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 | \u0413\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 | \u0422\u0435\u0440\u043c\u0438\u043d\u044b \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f |\\n| 2 | \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0446\u0435\u043b\u0438 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 | \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0446\u0435\u043b\u044c \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f | \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0446\u0435\u043b\u044c, \u0437\u0430\u0434\u0430\u0447\u0430 |\\n| 3 | \u041c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0445 \u0424\u0422 | \u041c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0445 \u0424\u0422 | \u041e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u043c\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f |\\n| 4 | \u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f | **UI-\u043b\u043e\u0433\u0438\u043a\u0430 \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f** | \u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f |\\n| 5 | \u041d\u0435\u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f | \u041d\u0435\u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f | \u041d\u0435\u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f |\\n| 6 | \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f | \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f | \u041e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 |\\n| 7 | \u2014 | \u2014 | \u0412\u043e\u043f\u0440\u043e\u0441\u044b \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 |\\n\\n**\u0410\u0440\u043d\u043e\u0441\u0442\u044c \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u0430, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u0441\u043b\u043e\u0442\u043e\u0432 \u2014 \u043d\u0435\u0442.** \u0428\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442\u0441\u044f\\n\u0432 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0438\u0437 \u0442\u0440\u0451\u0445, \u043d\u043e \u0440\u0430\u0437\u0434\u0435\u043b 3 \u0432 RUN-0067 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 (\u0440\u0435\u0448\u0435\u043d\u0438\u0435\\n\u0432\u043c\u0435\u0441\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u0438 \u0424\u0422), \u0440\u0430\u0437\u0434\u0435\u043b 4 \u0432 RUN-0064 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0441 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043b\u043e\u0433\u0438\u043a\u0438 \u043d\u0430\\nUI, \u0440\u0430\u0437\u0434\u0435\u043b 6 \u0432 \u0442\u0440\u0451\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u043d\u0435\u0441\u0451\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043c\u044b\u0441\u043b\u0430.\\n\\n## 4. \u0421\u043b\u043e\u0442\u044b: \u0447\u0430\u0441\u0442\u043e\u0442\u0430 \u0438 \u043f\u043e\u0437\u0438\u0446\u0438\u044f\\n\\n| \u0421\u043b\u043e\u0442 | \u0420\u0430\u0437\u0434\u0435\u043b\u043e\u0432 | \u0420\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 |\\n| --- | --- | --- |\\n| `S-OTHER` (\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f) | 33 | 27 |\\n| `S-SCENARIO` | 14 | 14 |\\n| `S-FR` | 14 | 10 |\\n| `S-PROBLEM` | 10 | 8 |\\n| `S-LIMITS` | 9 | 7 |\\n| `S-SOLUTION` | 8 | 6 |\\n| `S-OPEN` | 7 | 5 |\\n| `S-GLOSSARY` | 6 | 4 |\\n| `S-TRACE` | 5 | 3 |\\n| `S-AC` | 1 | 1 |\\n| `S-UI` | 1 | 1 |\\n\\n\u0414\u0432\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0443\u043b\u044f:\\n\\n- **`S-SCENARIO`: 14 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, 14 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439.** \u041d\u0438 \u043e\u0434\u0438\u043d \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0441\u043b\u043e\u0442\\n  \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0433\u043e \u0438\u043c\u0435\u043d\u0438. \u041f\u043e\u0434\u043f\u0438\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u2014 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442.\\n- **`S-UI` = 1 \u0438 `S-AC` = 1 \u043d\u0430 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432.** UI-\u043b\u043e\u0433\u0438\u043a\u0430 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u043f\u0440\u0438\u0451\u043c\u043a\u0438\\n  \u043f\u043e\u0447\u0442\u0438 \u043d\u0438\u0433\u0434\u0435 \u043d\u0435 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u044b \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0440\u0430\u0437\u0434\u0435\u043b. \u041e\u043d\u0438 \u043d\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 \u0442\u0435\u043a\u0441\u0442\u0435 \u2014\\n  \u043e\u043d\u0438 \u0440\u0430\u0441\u0442\u0432\u043e\u0440\u0435\u043d\u044b \u0432\u043d\u0443\u0442\u0440\u0438 `S-FR`/`S-SCENARIO`. \u042d\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\\n  \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 issue #561 \u043e \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043b\u043e\u0433\u0438\u043a\u0438 \u0438 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0432\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0435 \u00ab\u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f\u00bb.\\n\\n\u041f\u043e\u0437\u0438\u0446\u0438\u043e\u043d\u043d\u043e\u0435 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0442\u043e\u0442 \u0436\u0435 \u043f\u0440\u043e\u0444\u0438\u043b\u044c: \u043f\u043e\u0437\u0438\u0446\u0438\u0438 1\u20132 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\\n\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u044b (`S-GLOSSARY` 5 \u0438\u0437 17 \u043d\u0430 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 1, `S-PROBLEM` 4 \u043d\u0430 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 2),\\n\u0434\u0430\u043b\u044c\u0448\u0435 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u2014 \u043d\u0430 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 4 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u043d\u044b\u0445\\n\u0441\u043b\u043e\u0442\u043e\u0432.\\n\\n## 5. \u0424\u043e\u0440\u043c\u0430\u0442\u044b\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 | \u041f\u0440\u0438\u0437\u043d\u0430\u043a |\\n| --- | --- | --- |\\n| `F-NARRATIVE` | 7 | \u043d\u0435\u0442 \u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u043f\u043e\u0432\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u0435 |\\n| `F-CLASSIC` | 6 | \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u2265 6 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 |\\n| `F-MIXED` | 3 | \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f \u0435\u0441\u0442\u044c, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043d\u0435\u043f\u043e\u043b\u043d\u0430\u044f |\\n| `F-SHORT` | 1 | \u2264 3 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 |\\n\\n\u0424\u043e\u0440\u043c\u0430\u0442 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u2014 \u043e\u043d \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f. \u041d\u0438 \u043e\u0434\u0438\u043d\\n\u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0432\u043e \u0432\u0445\u043e\u0434\u0435, \u043a\u0430\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u043e\u0436\u0438\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435.\\n\\n## 6. \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435\\n\\n\u0420\u0430\u0437\u043c\u0435\u0442\u043a\u0430 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f: \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043a\u043b\u0430\u0441\u0441\u0443, \u0435\u0441\u043b\u0438 \u0435\u0433\u043e \u0442\u0435\u043a\u0441\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\\n\u043b\u0435\u043a\u0441\u0438\u043a\u0443 \u043a\u043b\u0430\u0441\u0441\u0430.\\n\\n| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 |\\n| --- | --- |\\n| `contact-center` | 15 |\\n| `billing-finance` | 15 |\\n| `voice-ucaas` | 14 |\\n| `analytics-reporting` | 12 |\\n| `integration` | 12 |\\n| `self-service-lk` | 11 |\\n\\n\u0427\u0438\u0441\u043b\u0430 \u0431\u043e\u043b\u044c\u0448\u0435 \u043f\u043e\u0445\u043e\u0436\u0438 \u043d\u0430 \u0437\u0430\u043c\u0435\u0440 \u043b\u0435\u043a\u0441\u0438\u043a\u0438, \u0447\u0435\u043c \u043d\u0430 \u0437\u0430\u043c\u0435\u0440 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u0430: \u043f\u043e\u0447\u0442\u0438 \u043a\u0430\u0436\u0434\u044b\u0439\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043f\u043e\u0447\u0442\u0438 \u043a\u0430\u0436\u0434\u044b\u043c \u043a\u043b\u0430\u0441\u0441\u043e\u043c. \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u043e\u0442\u0441\u044e\u0434\u0430 \u043e\u0434\u0438\u043d \u0438 \u043e\u043d\\n\u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u2014 **\u043a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u0434\u0430\u0451\u0442 \u0447\u0438\u0441\u0442\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u0432\u044b\u0431\u043e\u0440\u043e\u043a**. \u041d\u0438 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0430\u0431\u0440\u0430\u0442\u044c \u044d\u0442\u0430\u043b\u043e\u043d \u0438\u043d\u0434\u0443\u043a\u0446\u0438\u0435\u0439 \u043f\u043e \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u043d\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u0433\u0440\u0443\u043f\u043f\u044b \u00ab\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0441\\n\u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439\u00bb. \u042d\u0442\u043e \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0437\u0430 Golden Set,\\n\u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 3 issue #561, \u0430 \u043d\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e\u0431 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u0435.\\n\\n## 7. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\\n\\n- \u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0443 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0438 \u043b\u0435\u043a\u0441\u0438\u043a\u0443, \u043e\u0431\u0435\\n  \u043e\u0448\u0438\u0431\u043a\u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0430\u0441\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u043f\u043e \u0441\u043f\u0438\u0441\u043a\u0443 \u0438\u0437 17 \u0444\u0430\u0439\u043b\u043e\u0432; \u043b\u043e\u0436\u043d\u044b\u0445\\n  \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u043f\u043e\u0441\u043b\u0435 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430 \u043d\u0435 \u043e\u0441\u0442\u0430\u043b\u043e\u0441\u044c, \u043b\u043e\u0436\u043d\u044b\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f\\n  \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u043d\u0435\u043b\u044c\u0437\u044f.\\n- \u0421\u043b\u043e\u0442 \u043f\u0440\u0438\u0441\u0432\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043f\u0435\u0440\u0432\u043e\u043c\u0443 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u0432\u0448\u0435\u043c\u0443 \u043f\u0440\u0430\u0432\u0438\u043b\u0443 `SLOT_RULES`. \u0420\u0430\u0437\u0434\u0435\u043b \u0441\u043e\\n  \u0441\u043c\u0435\u0448\u0430\u043d\u043d\u044b\u043c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435\u043c (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0424\u0422 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 UI) \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043e\u0434\u0438\u043d \u0441\u043b\u043e\u0442 \u2014\\n  \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u0437\u0430\u043d\u0438\u0436\u0430\u0435\u0442 \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442 \u0435\u0433\u043e.\\n- 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 \u043c\u0430\u043b\u0430\u044f \u0432\u044b\u0431\u043e\u0440\u043a\u0430. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u0434\u0435\u043b\u0430 3 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a\\n  \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u043d\u0430 \u043a\u043e\u0440\u043f\u0443\u0441\u0435, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430: \u043f\u0440\u0438 17 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f\u0445 \u00ab17 \u0438\u0437 17\\n  \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u00bb \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e, \u0430 \u0434\u043e\u043b\u0438 \u043f\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u043c \u043a\u043b\u0430\u0441\u0441\u0430\u043c \u2014 \u043d\u0435\u0442.\\n- \u041a\u043e\u0440\u043f\u0443\u0441 \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u0441\u043f\u0438\u0446\u0430 (Mango). \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043d\u0430 \u0434\u0440\u0443\u0433\u0438\u0435\\n  \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u044b\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u044d\u0442\u0438\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\\n\\n## 8. \u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435\\n\\n\u041a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440:\\n[`research/ba-requirements/exp/ba-micro-structure-561/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-micro-structure-561).\",\n[2026-09-29T07:45:01.758Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:01.758Z] [INFO]       }\n[2026-09-29T07:45:01.758Z] [INFO]     ]\n[2026-09-29T07:45:01.758Z] [INFO]   },\n[2026-09-29T07:45:01.758Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:01.758Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:01.758Z] [INFO]   \"uuid\": \"fa631504-24d0-442a-bfe1-c7b07abb3ef7\",\n[2026-09-29T07:45:01.758Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:01.735Z\",\n[2026-09-29T07:45:01.758Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:01.758Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:01.758Z] [INFO] }\n[2026-09-29T07:45:01.774Z] [STDOUT] [log_9a53e7] sending request {\n[2026-09-29T07:45:01.778Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:01.784Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:01.787Z] [STDOUT]   options: {\n[2026-09-29T07:45:01.791Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:01.794Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:01.796Z] [STDOUT]     body: {\n[2026-09-29T07:45:01.798Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:01.801Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:01.805Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:01.808Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:01.810Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:01.812Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:01.816Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:01.819Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:01.834Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:01.851Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:01.870Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:01.893Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:02.411Z] [STDOUT]     },\n[2026-09-29T07:45:02.458Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:02.480Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:02.489Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:02.493Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:02.499Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:02.504Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:02.507Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:02.509Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:02.517Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:02.521Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:02.525Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:02.528Z] [STDOUT]     },\n[2026-09-29T07:45:02.536Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:02.540Z] [STDOUT]   },\n[2026-09-29T07:45:02.545Z] [STDOUT]   headers: {\n[2026-09-29T07:45:02.559Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:02.568Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:02.574Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:02.596Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:02.607Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:02.658Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:02.912Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:03.286Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:03.304Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:03.359Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:03.369Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:03.388Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1315;Bash=2349\",\n[2026-09-29T07:45:03.418Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:03.492Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:03.504Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:03.513Z] [STDOUT]     \"x-client-request-id\": \"2ca54e34-5754-4cc1-ab56-56c80e70f972\",\n[2026-09-29T07:45:03.517Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:03.523Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:03.529Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:03.536Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:03.559Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:03.578Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:03.591Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:03.600Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:03.606Z] [STDOUT]   },\n[2026-09-29T07:45:03.613Z] [STDOUT] }\n[2026-09-29T07:45:03.627Z] [STDOUT] [log_3412d4, request-id: \"req_011CfXMj16CT4W1cTcDTQTmk\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 958ms\n[2026-09-29T07:45:03.635Z] [STDOUT] [log_3412d4] response start {\n[2026-09-29T07:45:03.650Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:03.663Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:03.673Z] [STDOUT]   headers: {\n[2026-09-29T07:45:03.683Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:03.689Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:03.692Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:03.698Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:03.702Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:03.707Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:03.712Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:03.720Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:03.734Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:03.747Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:03.755Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:03.774Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:03.792Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:03.808Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:03.817Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:03.838Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:03.846Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:03.873Z] [STDOUT]     \"cf-ray\": \"a4295dacff1f4d8b-FRA\",\n[2026-09-29T07:45:03.877Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:03.881Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:03.884Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:03.886Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:03.889Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:01 GMT\",\n[2026-09-29T07:45:03.894Z] [STDOUT]     \"request-id\": \"req_011CfXMj16CT4W1cTcDTQTmk\",\n[2026-09-29T07:45:03.896Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:03.901Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:03.907Z] [STDOUT]     traceresponse: \"00-a0ca417e7634e85c4185bcdcdbaee807-deac87228ec062a2-01\",\n[2026-09-29T07:45:03.913Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:03.921Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:03.925Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:03.929Z] [STDOUT]   },\n[2026-09-29T07:45:03.936Z] [STDOUT]   durationMs: 958,\n[2026-09-29T07:45:03.944Z] [STDOUT] }\n[2026-09-29T07:45:03.951Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:03.965Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:01 GMT\",\n[2026-09-29T07:45:03.971Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:03.977Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:03.983Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:03.988Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:03.994Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:04.004Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:04.025Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:04.045Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:04.051Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:04.054Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:04.062Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:04.071Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:04.076Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:04.081Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:04.087Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:04.092Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:04.094Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:04.100Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:04.108Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:04.112Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:04.117Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:04.126Z] [STDOUT]   \"request-id\": \"req_011CfXMj16CT4W1cTcDTQTmk\",\n[2026-09-29T07:45:04.131Z] [STDOUT]   \"traceresponse\": \"00-a0ca417e7634e85c4185bcdcdbaee807-deac87228ec062a2-01\",\n[2026-09-29T07:45:04.136Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:04.141Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:04.147Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:04.162Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:04.167Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:04.171Z] [STDOUT]   \"cf-ray\": \"a4295dacff1f4d8b-FRA\",\n[2026-09-29T07:45:04.175Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:04.182Z] [STDOUT] [log_3412d4] response parsed {\n[2026-09-29T07:45:04.191Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:04.199Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:04.206Z] [STDOUT]   body: X {\n[2026-09-29T07:45:04.210Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:04.215Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:04.218Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:04.224Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:04.228Z] [STDOUT]     },\n[2026-09-29T07:45:04.235Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:04.240Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:04.244Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:04.247Z] [STDOUT]   },\n[2026-09-29T07:45:04.249Z] [STDOUT]   durationMs: 959,\n[2026-09-29T07:45:04.257Z] [STDOUT] }\n[2026-09-29T07:45:04.271Z] [STDOUT] [log_9a53e7, request-id: \"req_011CfXMj4W5cTKZteH4RsNHw\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 885ms\n[2026-09-29T07:45:04.276Z] [STDOUT] [log_9a53e7] response start {\n[2026-09-29T07:45:04.286Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:04.296Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:04.316Z] [STDOUT]   headers: {\n[2026-09-29T07:45:04.336Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:04.370Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:04.391Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:04.424Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:04.437Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:04.445Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:04.454Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:04.464Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:04.475Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:04.572Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:04.603Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:04.608Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:04.615Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:04.623Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:04.636Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:04.662Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:04.677Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:04.686Z] [STDOUT]     \"cf-ray\": \"a4295db21dba29ad-FRA\",\n[2026-09-29T07:45:04.691Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:04.696Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:04.704Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:04.710Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:04.713Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:02 GMT\",\n[2026-09-29T07:45:04.721Z] [STDOUT]     \"request-id\": \"req_011CfXMj4W5cTKZteH4RsNHw\",\n[2026-09-29T07:45:04.724Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:04.728Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:04.733Z] [STDOUT]     traceresponse: \"00-3d45e87d604c55192c30e2bb8c91c345-dc4e0dc34d1a8450-01\",\n[2026-09-29T07:45:04.737Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:04.741Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:04.750Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:04.767Z] [STDOUT]   },\n[2026-09-29T07:45:04.789Z] [STDOUT]   durationMs: 885,\n[2026-09-29T07:45:04.803Z] [STDOUT] }\n[2026-09-29T07:45:04.817Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:04.822Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:02 GMT\",\n[2026-09-29T07:45:04.834Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:04.849Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:04.858Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:04.872Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:04.885Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:04.903Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:04.930Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:04.939Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:04.963Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:04.984Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:05.004Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:05.018Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:05.034Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:05.038Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:05.041Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:05.044Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:05.051Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:05.056Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:05.063Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:05.066Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:05.071Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:05.080Z] [STDOUT]   \"request-id\": \"req_011CfXMj4W5cTKZteH4RsNHw\",\n[2026-09-29T07:45:05.086Z] [STDOUT]   \"traceresponse\": \"00-3d45e87d604c55192c30e2bb8c91c345-dc4e0dc34d1a8450-01\",\n[2026-09-29T07:45:05.100Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:05.119Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:05.127Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:05.135Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:05.142Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:05.151Z] [STDOUT]   \"cf-ray\": \"a4295db21dba29ad-FRA\",\n[2026-09-29T07:45:05.173Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:05.180Z] [STDOUT] [log_9a53e7] response parsed {\n[2026-09-29T07:45:05.195Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:05.206Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:05.212Z] [STDOUT]   body: X {\n[2026-09-29T07:45:05.219Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:05.222Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:05.226Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:05.238Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:05.245Z] [STDOUT]     },\n[2026-09-29T07:45:05.254Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:05.258Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:05.267Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:05.278Z] [STDOUT]   },\n[2026-09-29T07:45:05.285Z] [STDOUT]   durationMs: 936,\n[2026-09-29T07:45:05.292Z] [STDOUT] }\n[2026-09-29T07:45:05.295Z] [INFO] {\n[2026-09-29T07:45:05.295Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"task_id\": \"bpv2ozv5r\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"tool_use_id\": \"toolu_01J9PL7c78pXAfjfWrqEMcei\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"description\": \"Read run forensics analysis\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:45:05.295Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"uuid\": \"9c09d85b-338e-4c2b-b071-984ca48c4e12\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:05.295Z] [INFO] }\n[2026-09-29T07:45:05.302Z] [INFO] {\n[2026-09-29T07:45:05.302Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"message\": {\n[2026-09-29T07:45:05.302Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:05.302Z] [INFO]     \"id\": \"msg_011CfXMj5LSMD2w9vg9oA5uC\",\n[2026-09-29T07:45:05.302Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:05.302Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:05.302Z] [INFO]     \"content\": [\n[2026-09-29T07:45:05.302Z] [INFO]       {\n[2026-09-29T07:45:05.302Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:05.302Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:05.302Z] [INFO]         \"signature\": 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\"standard\",\n[2026-09-29T07:45:05.302Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:05.302Z] [INFO]     },\n[2026-09-29T07:45:05.302Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:05.302Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:05.302Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:05.302Z] [INFO]   },\n[2026-09-29T07:45:05.302Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"uuid\": \"b62ed1e2-be91-4460-91f3-630e4ffb6e6d\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:03.788Z\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"request_id\": \"req_011CfXMj4W5cTKZteH4RsNHw\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:05.302Z] [INFO] }\n[2026-09-29T07:45:05.309Z] [INFO] {\n[2026-09-29T07:45:05.309Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:05.309Z] [INFO]   \"message\": {\n[2026-09-29T07:45:05.309Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:05.309Z] [INFO]     \"id\": \"msg_011CfXMj5LSMD2w9vg9oA5uC\",\n[2026-09-29T07:45:05.309Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:05.309Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:05.309Z] [INFO]     \"content\": [\n[2026-09-29T07:45:05.309Z] [INFO]       {\n[2026-09-29T07:45:05.309Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:05.309Z] [INFO]         \"id\": \"toolu_01DXvjL1beywyhMBvb8bEokq\",\n[2026-09-29T07:45:05.309Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:05.309Z] [INFO]         \"input\": {\n[2026-09-29T07:45:05.309Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements && sed -n '20,400p' 2026-09-10-gigacode-environment-facts.md\",\n[2026-09-29T07:45:05.309Z] [INFO]           \"description\": \"Read GigaCode environment facts\"\n[2026-09-29T07:45:05.309Z] [INFO]         },\n[2026-09-29T07:45:05.309Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:05.309Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:05.309Z] [INFO]         }\n[2026-09-29T07:45:05.309Z] [INFO]       }\n[2026-09-29T07:45:05.309Z] [INFO]     ],\n[2026-09-29T07:45:05.309Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:05.309Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:05.309Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:05.309Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:05.309Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:05.309Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:05.309Z] [INFO]       \"cache_creation_input_tokens\": 11376,\n[2026-09-29T07:45:05.309Z] [INFO]       \"cache_read_input_tokens\": 18433,\n[2026-09-29T07:45:05.309Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:05.309Z] [INFO]         \"ephemeral_5m_input_tokens\": 11376,\n[2026-09-29T07:45:05.309Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:05.309Z] [INFO]       },\n[2026-09-29T07:45:05.309Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:45:05.309Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:05.309Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:05.309Z] [INFO]     },\n[2026-09-29T07:45:05.309Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:05.309Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:05.309Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:05.309Z] [INFO]   },\n[2026-09-29T07:45:05.309Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:05.309Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:05.309Z] [INFO]   \"uuid\": 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{\n[2026-09-29T07:45:05.320Z] [INFO]     \"total_tokens\": 30131,\n[2026-09-29T07:45:05.320Z] [INFO]     \"tool_uses\": 9,\n[2026-09-29T07:45:05.320Z] [INFO]     \"duration_ms\": 34977\n[2026-09-29T07:45:05.320Z] [INFO]   },\n[2026-09-29T07:45:05.320Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:05.320Z] [INFO]   \"uuid\": \"3cc3b642-2f05-4a6b-998e-088e51ba5712\",\n[2026-09-29T07:45:05.320Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:05.320Z] [INFO] }\n[2026-09-29T07:45:05.330Z] [INFO] {\n[2026-09-29T07:45:05.330Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:05.330Z] [INFO]   \"message\": {\n[2026-09-29T07:45:05.330Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:05.330Z] [INFO]     \"id\": \"msg_011CfXMj1XjrpJBAQfbXezPQ\",\n[2026-09-29T07:45:05.330Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:05.330Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:05.330Z] [INFO]     \"content\": [\n[2026-09-29T07:45:05.330Z] [INFO]       {\n[2026-09-29T07:45:05.330Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:05.330Z] [INFO]         \"id\": \"toolu_01GoabRAjszwBBKqBmXLAo1p\",\n[2026-09-29T07:45:05.330Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:05.330Z] [INFO]         \"input\": {\n[2026-09-29T07:45:05.330Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && python3 - <<'EOF'\\nimport yaml,glob,collections\\nrows=[]\\nfor f in sorted(glob.glob('runs/2026/RUN-*/metadata.yaml')):\\n    d=yaml.safe_load(open(f))\\n    rows.append(d)\\n    print(d.get('run_id'),d.get('date'),d.get('run_type'),d.get('status'),'|',d.get('model'),'|',str(d.get('author'))[:50],'|',d.get('process'))\\nc=collections.Counter\\nprint(c(str(r.get('run_type')) for r in rows))\\nprint(c(str(r.get('status')) for r in rows))\\nprint(c(str(r.get('model')) for r in rows))\\nprint(min(str(r['date']) for r in rows), max(str(r['date']) for r in rows))\\nprint(c(k for r in rows for k in r.keys()))\\nEOF\",\n[2026-09-29T07:45:05.330Z] [INFO]           \"description\": \"Parse all run metadata\"\n[2026-09-29T07:45:05.330Z] [INFO]         },\n[2026-09-29T07:45:05.330Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:05.330Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:05.330Z] [INFO]         }\n[2026-09-29T07:45:05.330Z] [INFO]       }\n[2026-09-29T07:45:05.330Z] [INFO]     ],\n[2026-09-29T07:45:05.330Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:05.330Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:05.330Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:05.330Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:05.330Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:05.330Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:05.330Z] [INFO]       \"cache_creation_input_tokens\": 159,\n[2026-09-29T07:45:05.330Z] [INFO]       \"cache_read_input_tokens\": 43315,\n[2026-09-29T07:45:05.330Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:05.330Z] [INFO]         \"ephemeral_5m_input_tokens\": 159,\n[2026-09-29T07:45:05.330Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:05.330Z] [INFO]       },\n[2026-09-29T07:45:05.330Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:45:05.330Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:05.330Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:05.330Z] [INFO]     },\n[2026-09-29T07:45:05.330Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:05.330Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:05.330Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:05.330Z] [INFO]   },\n[2026-09-29T07:45:05.330Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:05.330Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:05.330Z] [INFO]   \"uuid\": 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    \"total_tokens\": 43851,\n[2026-09-29T07:45:05.337Z] [INFO]     \"tool_uses\": 11,\n[2026-09-29T07:45:05.337Z] [INFO]     \"duration_ms\": 42044\n[2026-09-29T07:45:05.337Z] [INFO]   },\n[2026-09-29T07:45:05.337Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:05.337Z] [INFO]   \"uuid\": \"ac59eb20-fa04-4458-99e3-286898f0acf7\",\n[2026-09-29T07:45:05.337Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:05.337Z] [INFO] }\n[2026-09-29T07:45:05.357Z] [INFO] {\n[2026-09-29T07:45:05.357Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"task_id\": \"bpv2ozv5r\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"tool_use_id\": \"toolu_01J9PL7c78pXAfjfWrqEMcei\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"summary\": \"Read run forensics analysis\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"uuid\": \"fc72ad99-5625-467d-9447-c0069a374ce8\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:05.357Z] [INFO] }\n[2026-09-29T07:45:05.390Z] [INFO] {\n[2026-09-29T07:45:05.390Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:05.390Z] [INFO]   \"message\": {\n[2026-09-29T07:45:05.390Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:05.390Z] [INFO]     \"content\": [\n[2026-09-29T07:45:05.390Z] [INFO]       {\n[2026-09-29T07:45:05.390Z] [INFO]         \"tool_use_id\": \"toolu_01J9PL7c78pXAfjfWrqEMcei\",\n[2026-09-29T07:45:05.390Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:05.390Z] [INFO]         \"content\": \"---\\nstatus: accepted\\nversion: 0.2\\nupdated: 2026-09-24\\ntemperature: 0.1\\ntype: analysis\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/605\\\"\\nscope: mango-only\\nbased_on: \\\"https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs\\\"\\nrelated_artifacts:\\n---\\n\\n# \u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u043c\u0430\u0442\u0440\u0438\u0446\u0435\u0439 `as-is \u2192 delta`, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438:\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c.\\n\\n\u041f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u043d\u0438\u0436\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md).\\n\u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f Source-\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0432\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u043d\u043e \u0441\u0430\u043c\u0438 \u043f\u043e \u0441\u0435\u0431\u0435 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043c\u0435\u043d\u044f\u0442\u044c runtime-\u043f\u0430\u043a\u0435\u0442. \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439\\nissue \u043f\u0443\u0442\u044c `docs/contracts/` \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d: \u043e\u043d\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u043c `AGENTS.md`; Analysis \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n\u0421\u043d\u0438\u043c\u043e\u043a \u043d\u0430 2026-09-23 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432\u0441\u0435 67 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432 `RUN-0001`\u2026`RUN-0067` legacy-\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043d\u0430 commit\\n[`8cbf82a`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs),\\n27 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 JSON-\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f metadata \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0438\\n\u0442\u0440\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue #605. \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0434\u0438\u0430\u043b\u043e\u0433\u0438 BCREQ-1104 \u0438\\nBCREQ-1106; \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438.\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0447\u0438\u0442\u0430\u043b\u0438\u0441\u044c \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043b\u0438\u0441\u044c.\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u0434\u0435\u0441\u044c \u043d\u0435\u0442 \u043f\u0441\u0438\u0445\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445\\n\u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0439: \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e.\\n\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0435 \u044d\u043a\u0441\u0442\u0440\u0430\u043f\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u0441\u044e \u043f\u043e\u043f\u0443\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430. \u0414\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0439 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d read-only \u0441\u043a\u0440\u0438\u043f\u0442\\n[`issue_605_run_inventory.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-605-67068bc98bc2/projects/ba-ai-process/experiments/issue_605_run_inventory.py).\\n\\n### \u041f\u043e\u043b\u043d\u043e\u0442\u0430 evidence\\n\\n| \u0421\u0440\u0435\u0437 | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e | \u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d |\\n| --- | ---: | --- |\\n| \u0412\u0441\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 runs | 67 | Metadata, outputs, logs \u0438 feedback \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u043f\u043e \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u0441\u0441\u044b\u043b\u043a\u0435 metadata | 27 | \u042d\u043a\u0441\u043f\u043e\u0440\u0442 \u043f\u043e\u043b\u0443\u0447\u0435\u043d \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043e\u0431\u043b\u0430\u0441\u0442\u044c \u0438 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d; \u0432 Git \u043d\u0435 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d. |\\n| Run \u0431\u0435\u0437 \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0434\u0438\u0430\u043b\u043e\u0433\u0430 | 23 | \u0410\u043d\u0430\u043b\u0438\u0437 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 outputs/logs; \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 gap list. |\\n| \u0414\u0438\u0430\u043b\u043e\u0433\u0438 issue #605 | 2 | \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b BCREQ-1104 \u0438 BCREQ-1106. |\\n| \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u043e\u0435 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 | 1 | \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u0446\u0435\u043b\u0438; \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u0444\u0430\u043a\u0442\u043e\u0432. |\\n\\n`RUN-0030`\u2026`RUN-0055` \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c: \u0438\u0445 \u043f\u043e\u043b\u043d\u044b\u0435 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u044b \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432\\nGit-\u0434\u0435\u0440\u0435\u0432\u0435, \u043d\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c \u0432 `metadata.yaml`. `RUN-0061` \u0442\u0430\u043a\u0436\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\\n\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043d\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443.\\n\\n### \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n\\n1. **\u041e\u0448\u0438\u0431\u043a\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0434\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0435 FR.** \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e: RUN-0016, RUN-0020,\\n   RUN-0026, RUN-0063 \u0438 \u043e\u0431\u0430 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0430\u0437\u043d\u044b\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435\\n   \u043e\u0442\u043a\u0430\u0437\u044b \u2014 grounding, scope, state \u0438 classification.\\n2. **Citation \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c.** \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e: \u0432\\n   RUN-0024 \u0438 RUN-0026 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u043b\u0438 \u0432\u044b\u0432\u043e\u0434 \u043b\u0438\u0431\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u043d\u0435 \u0431\u044b\u043b\u0438\\n   \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b; \u0432 BCREQ-1104 \u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u0445\u043e\u0436\u0438\u0435 \u0444\u0430\u043a\u0442\u044b \u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u0430 \u0431\u044b\u043b\u0438\\n   \u043d\u0435\u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b \u0437\u0432\u0443\u043a\u043e\u0432\u043e\u043c\u0443 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044e.\\n3. **\u0410\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e FR \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0435 \u043f\u043e\u043b\u0435 \u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435.**\\n   \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e RUN-0063\u2192RUN-0067: \u043f\u044f\u0442\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0439 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438\\n   \u0443\u0434\u0430\u043b\u0435\u043d\u044b, \u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044f\u043c \u0441 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f\u043c\u0438.\\n4. **TM Forum \u0434\u0430\u0451\u0442 \u0433\u043e\u0442\u043e\u0432\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0438 FR/UC/NFR.** \u041d\u0435\\n   \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e. TM Forum \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 capabilities, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0438 ODA-\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442;\\n   \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442 \u0438 \u0438\u0445 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442\\n   [ISO/IEC/IEEE 29148:2018](https://www.iso.org/obp/ui?_escaped_fragment_=iso%3Astd%3Aiso-iec-ieee%3A29148%3Aed-2%3Av1%3Aen),\\n   \u0430 \u0442\u0438\u043f\u044b FR/NFR \u2014 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439\\n   [IREB CPRE Glossary](https://cpre.ireb.org/en/downloads-and-resources/glossary).\\n\\n## \u041d\u0430\u0445\u043e\u0434\u043a\u0438: \u0434\u0435\u0444\u0435\u043a\u0442\u044b, \u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n\\n\u041a\u0430\u0436\u0434\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u0438\u043c\u0435\u0435\u0442 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0443\u044e debug-\u0444\u043e\u0440\u043c\u0443: \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f, \u0444\u0430\u043a\u0442, \u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u043e\u0435\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e. `\u0417\u0430\u043f\u0440\u0435\u0442` \u2014 \u0447\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043d\u0435 \u0432\u043f\u0440\u0430\u0432\u0435 \u0434\u0435\u043b\u0430\u0442\u044c;\\n`\u041f\u0440\u0430\u0432\u0438\u043b\u043e` \u2014 \u0447\u0442\u043e \u0431\u0443\u0434\u0443\u0449\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0431\u044f\u0437\u0430\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c.\\n\\n| ID / \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f | \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0439 \u0444\u0430\u043a\u0442 | \u0417\u0430\u043f\u0440\u0435\u0442 | \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- | --- |\\n| `EVID-01` grounding | RUN-0026 \u0437\u0430\u044f\u0432\u0438\u043b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u0440\u0438 `extract_page_success=[0,0,0]`; \u0442\u043e\u0447\u043d\u0430\u044f UI-\u043c\u0435\u0442\u043a\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0438\u0442\u043e\u0433\u0430 \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0438\u0441\u0430\u0442\u044c \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\u00bb, \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0443 \u0438\u043b\u0438 \u0442\u043e\u0447\u043d\u0443\u044e \u043c\u0435\u0442\u043a\u0443, \u0435\u0441\u043b\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043d\u0435 \u043e\u0442\u043a\u0440\u044b\u0442. | \u041a\u0430\u0436\u0434\u043e\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 `source_ref`, \u0442\u043e\u0447\u043d\u044b\u0439 anchor \u0438 `retrieval_status=read`; \u0438\u043d\u0430\u0447\u0435 \u0442\u043e\u043b\u044c\u043a\u043e `hypothesis` \u0438\u043b\u0438 `open_question`. |\\n| `EVID-02` citation | RUN-0024 \u0434\u0430\u043b \u0442\u0440\u0438 \u0441\u043d\u043e\u0441\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043b\u0438 \u043f\u0440\u0438\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0435 \u0438\u043c \u0444\u0430\u043a\u0442\u044b; \u043e\u0434\u043d\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0434\u043e\u0448\u043b\u043e \u0434\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u0442\u0435\u043a\u0441\u0442\u0430. | \u041d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043d\u0430\u043b\u0438\u0447\u0438\u0435 URL \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c entailment. | \u0413\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u0440\u0443 `claim \u2194 excerpt`, \u0430 \u0437\u0430\u0442\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e `claim \u2194 goal/boundary`; \u043e\u0431\u0435 \u0441\u0432\u044f\u0437\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b. |\\n| `EVID-03` attachment | RUN-0016 \u0441\u0441\u044b\u043b\u0430\u043b\u0441\u044f \u043d\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 CDN-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u0435 \u0431\u044b\u043b\u043e \u0432 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c run. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 attachment \u0437\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e SSOT. | Evidence \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 checksum \u0438\u043b\u0438 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443; \u0438\u043d\u0430\u0447\u0435 \u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f gap. |\\n| `REL-01` relevance | BCREQ-1104 \u043f\u043e\u0434\u0442\u044f\u043d\u0443\u043b \u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e speech analytics, TTS \u0438 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0434\u043b\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0438\u0433\u0440\u044b\u0432\u0430\u043d\u0438\u044f \u0441\u0438\u0433\u043d\u0430\u043b\u0430. | \u041d\u0435\u043b\u044c\u0437\u044f \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0444\u0430\u043a\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437-\u0437\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u044f \u0441\u043b\u043e\u0432 \u00ab\u0437\u0430\u043f\u0438\u0441\u044c\u00bb, \u00ab\u0437\u0432\u0443\u043a\u00bb \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0432\u0435\u0440\u0445\u043d\u0435\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f. | \u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0444\u0430\u043a\u0442\u0430 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b `goal_refs`, `system_boundary`, `product_binding`, `relevance_reason`; keyword match \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d. |\\n| `SCOPE-01` as-is/delta | \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0440\u0442; RUN-0067 \u0443\u0434\u0430\u043b\u0438\u043b \u0438\u0445. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435. | \u0414\u043e FR \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `evidence \u2192 as_is \u2192 requested_delta \u2192 disposition`; \u0432 FR \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u0430\u044f delta. |\\n| `SCOPE-02` invented scope | RUN-0016 \u0434\u043e\u0431\u0430\u0432\u0438\u043b \u0440\u0435\u0436\u0438\u043c \u0438\u043d\u043a\u043e\u0433\u043d\u0438\u0442\u043e, \u0430\u043a\u0442\u0438\u0432\u043d\u0443\u044e \u0432\u043a\u043b\u0430\u0434\u043a\u0443 \u0438 \u043f\u0430\u043a\u0435\u0442 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438; RUN-0064 \u043d\u0430\u0448\u0451\u043b \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0439 XLSX \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0440\u043e\u043b\u0435\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. | \u041d\u0435\u043b\u044c\u0437\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c \u0440\u043e\u043b\u044c, \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044e, \u0444\u043e\u0440\u043c\u0430\u0442, \u043b\u0438\u043c\u0438\u0442 \u0438\u043b\u0438 entitlement \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438. | \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0436\u0438\u0432\u0451\u0442 \u0432 `solution_option`/`open_question`, \u043d\u0435 \u0432 FR/NFR. |\\n| `FR-01` wrong level | BCREQ-1104/1106 \u0438 \u0440\u044f\u0434 chat exports \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u043f\u043e\u043b\u044f, \u043a\u043d\u043e\u043f\u043a\u0438, \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043d\u0430 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0435 FR. | \u041d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c UI control, \u043f\u043e\u043b\u0435, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435, \u0448\u0430\u0433 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f, API-\u043c\u0435\u0442\u043e\u0434 \u0438\u043b\u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u044b. | FR \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u00ab\u043a\u0430\u043a\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442/\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u00bb \u0438 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f L2\u2013L4 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438. |\\n| `FR-02` wrong subject | RUN-0026 \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043b \u00ab\u0434\u0430\u0442\u044c \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u00bb \u043a \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f\u043c, \u043f\u043e\u0442\u0435\u0440\u044f\u0432 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430 \u0438 \u0442\u0435\u0441\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u043e\u0434\u043c\u0435\u043d\u044f\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f. | Subject \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e\u0431\u044b\u0442\u0438\u0435\u043c: `\u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 <\u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435/\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442>`; actor \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u0435\u043c\u043e\u0439 actor-\u043e\u043c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438. |\\n| `FR-03` duplication | RUN-0016 \u043d\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b \u0434\u0443\u0431\u043b\u0438 4.3.2/4.4.1 \u0438 4.5.1/6.1.1. | \u041d\u0435\u043b\u044c\u0437\u044f \u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0434\u0432\u0430 ID \u0441 \u043e\u0434\u043d\u0438\u043c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c \u0438\u043b\u0438 \u043e\u0434\u043d\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043a\u0430\u043a FR \u0438 constraint. | Semantic gate \u0441\u0442\u0440\u043e\u0438\u0442 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0433\u0440\u0430\u0444 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u2192\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435\u2192\u043e\u0431\u044a\u0435\u043a\u0442\u2192\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 merge/link \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0434\u0443\u0431\u043b\u0435\u0439. |\\n| `UC-01` mixed artifact | \u0412 \u0434\u0438\u0430\u043b\u043e\u0433\u0430\u0445 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0438 UI-\u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e \u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043a\u0430\u043a FR; \u0432 BCREQ-1106 \u043d\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u043b\u043e\u0441\u044c \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 variants. | \u041d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0434\u0430\u0432\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0438\u043b\u0438 \u0432\u0435\u0442\u043a\u0443 \u043e\u0448\u0438\u0431\u043a\u0438 \u0437\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 FR. | UC \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 actor, trigger, preconditions, main flow, alternatives/exceptions, outcome \u0438 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 FR/NFR/constraints. |\\n| `NFR-01` invented metric | RUN-0015 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b 5 \u043c\u0438\u043d\u0443\u0442, 100 ms, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b \u0438 24/7; \u0432\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0431\u044b\u043b\u0438 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c. | \u041d\u0435\u043b\u044c\u0437\u044f \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0447\u0438\u0441\u043b\u043e\u0432\u043e\u0439 target \u0438\u0437 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u043b\u0438 \u0441\u043b\u043e\u0432\u0430 \u00ab\u0431\u044b\u0441\u0442\u0440\u043e\u00bb. | NFR \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 quality attribute, \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u043c, condition, measure, target \u0438 provenance; \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u2014 TBD/open question. |\\n| `NFR-02` misclassification | BCREQ-1104 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u043e\u0438\u0433\u0440\u044b\u0432\u0430\u043d\u0438\u0435 \u0441\u0438\u0433\u043d\u0430\u043b\u0430 \u0432 \u00ab100%\u00bb NFR, \u0445\u043e\u0442\u044f \u044d\u0442\u043e functional outcome. | \u041d\u0435\u043b\u044c\u0437\u044f \u0434\u0435\u043b\u0430\u0442\u044c NFR \u0438\u0437 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0430. | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439 outcome. NFR \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430/constraint \u043f\u043e\u0432\u0435\u0440\u0445 \u0444\u0443\u043d\u043a\u0446\u0438\u0438; target \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u044b\u0439 \u0442\u0438\u043f. |\\n| `STATE-01` baseline drift | RUN-0028 \u043f\u043e\u0442\u0435\u0440\u044f\u043b \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c 4.1\u20134.4 \u0438 \u0443\u0434\u0430\u043b\u0438\u043b 4.4.3; RUN-0016 \u0432\u0435\u0440\u043d\u0443\u043b \u0441\u043d\u044f\u0442\u044b\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044b \u0432 summary. | \u041d\u0435\u043b\u044c\u0437\u044f \u043c\u043e\u043b\u0447\u0430 \u0443\u0434\u0430\u043b\u044f\u0442\u044c, \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u0438\u043b\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u044d\u043b\u0435\u043c\u0435\u043d\u0442. | \u041a\u0430\u0436\u0434\u0430\u044f \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442 explicit change set \u043a baseline; \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 ID continuity, accepted/rejected decisions \u0438 unexplained diff. |\\n| `STATE-02` user correction | BCREQ-1104 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u043b \u043b\u043e\u0436\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u0444\u0430\u043a\u0442; \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0437\u0436\u0435 \u0441\u043d\u043e\u0432\u0430 \u043e\u043f\u0438\u0440\u0430\u043b\u0430\u0441\u044c \u043d\u0430 \u043f\u0440\u0435\u0436\u043d\u044e\u044e \u0432\u0435\u0440\u0441\u0438\u044e. | \u041d\u0435\u043b\u044c\u0437\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c superseded claim \u043f\u043e\u0441\u043b\u0435 \u044f\u0432\u043d\u043e\u0439 \u043a\u043e\u0440\u0440\u0435\u043a\u0446\u0438\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. | Decision log \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442 claim `accepted/rejected/superseded`; retrieval \u0438 generation \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u044e\u0442 rejected/superseded. |\\n| `FORMAT-01` instruction | RUN-0029 \u0434\u0432\u0430\u0436\u0434\u044b \u0432\u0435\u0440\u043d\u0443\u043b \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0438 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0438 \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0441\u043f\u0438\u0441\u043e\u043a \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432\u00bb. | \u041d\u0435\u043b\u044c\u0437\u044f \u043c\u0435\u043d\u044f\u0442\u044c \u0437\u0430\u043f\u0440\u043e\u0448\u0435\u043d\u043d\u0443\u044e \u0444\u043e\u0440\u043c\u0443 \u0431\u0435\u0437 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u0430 \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c. | Rendering gate \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u0430\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0438; \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u044b. |\\n| `TMF-01` false authority | BCREQ-1104 \u0432\u044b\u0434\u0430\u043b \u043e\u0431\u0449\u0438\u0435 ODA/eTOM-\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u043e\u0447\u043d\u043e\u0435 TM Forum mapping \u0431\u0435\u0437 catalog ID \u0438 \u0432\u0435\u0440\u0441\u0438\u0438. | \u041d\u0435\u043b\u044c\u0437\u044f \u043d\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u043e\u0447\u043d\u044b\u043c TM Forum \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435\u043c. | Binding \u0432\u0430\u043b\u0438\u0434\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u043c\u0443 versioned snapshot \u0441 \u0442\u043e\u0447\u043d\u044b\u043c\u0438 ID; \u0438\u043d\u0430\u0447\u0435 `unresolved`, \u0430 \u043d\u0435 guessed label. |\\n\\n## \u041f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u0443\u0447\u0430\u0438 \u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n\\n| Evidence | \u0427\u0442\u043e \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u043e | \u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- |\\n| RUN-0016 | \u041d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u044b\u043b\u043e \u0443\u0434\u0430\u043b\u0435\u043d\u043e; \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0447\u0435\u0440\u0435\u0437 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a, \u043d\u0435 \u0438\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f. | \u0414\u0435\u0442\u0430\u043b\u044c \u0431\u0435\u0437 evidence \u0443\u0434\u0430\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u043b\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c; \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 FR, \u043d\u043e \u043d\u0435 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u0435\u0433\u043e. |\\n| RUN-0025 | \u041d\u0430\u0439\u0434\u0435\u043d\u044b \u0434\u0443\u0431\u043b\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u044d\u0442\u0430\u043f\u044b \u0440\u0430\u0431\u043e\u0442 \u043f\u043e\u0434 \u0432\u0438\u0434\u043e\u043c \u043f\u0440\u0430\u0432\u0438\u043b \u0438 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u0430; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u043e. | Review \u043e\u0431\u044f\u0437\u0430\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0442\u0438\u043f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 decision authority, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0433\u0440\u0430\u043c\u043c\u0430\u0442\u0438\u043a\u0443. |\\n| RUN-0026 | Scope expansion \u0438 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0434\u0443\u0431\u043b\u044c \u0431\u044b\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u044b; \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 \u0434\u0430\u043b\u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 \u0432\u044b\u0431\u0440\u0430\u0442\u044c. | \u041f\u0440\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u0445 \u043f\u0443\u0431\u043b\u0438\u043a\u0443\u044e\u0442\u0441\u044f \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 trade-offs, \u043d\u0435 \u0444\u0438\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n| RUN-0027 | \u0422\u0440\u0438 \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0445 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438; \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u0430\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u0430 \u044f\u0432\u043d\u043e. | \u0427\u0438\u0441\u043b\u043e \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 anchor \u0438 \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430; partial \u043d\u0435 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e fact. |\\n| RUN-0029 | \u041f\u043e\u0441\u043b\u0435 \u043a\u043e\u0440\u0440\u0435\u043a\u0446\u0438\u0438 \u0440\u0435\u0436\u0438\u043c \u0438\u0437\u043c\u0435\u043d\u0451\u043d \u0441 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438. | \u0420\u0435\u0436\u0438\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u0447\u0430\u0441\u0442\u044c baseline \u0438 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u044f\u0432\u043d\u044b\u043c decision event. |\\n| RUN-0055 | 40 \u0438\u0437 50 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b, 10 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u043f\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438. | Claim-level verification \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u0435\u0434\u0448\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c feasibility verdict. |\\n| RUN-0056\u2192RUN-0058 | \u041f\u0435\u0440\u0432\u0438\u0447\u043d\u044b\u0439 gap \u0438\u0437-\u0437\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 API \u0431\u044b\u043b \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0435\u043d \u043f\u043e\u0441\u043b\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 \u0445\u0440\u0430\u043d\u0438\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 evidence \u0438 \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u0435\u0440\u0435\u0441\u0447\u0438\u0442\u0430\u043d \u043f\u0440\u0438 \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u0438 SSOT. |\\n| RUN-0059 | \u041d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 Mango endpoints \u0438 JSON \u043d\u0435 \u0431\u044b\u043b\u0438 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043d\u044b; \u043f\u0440\u043e\u0431\u0435\u043b \u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c gap. | Fail-closed \u043f\u043e\u043b\u0435\u0437\u043d\u0435\u0435 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u044b \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. |\\n| RUN-0060 | 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 source anchors; \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b, \u043e\u0434\u0438\u043d verdict \u043f\u043e\u043d\u0438\u0436\u0435\u043d. | Reproducible index \u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u043e\u043b\u0436\u043d\u044b \u0443\u043c\u0435\u0442\u044c \u0443\u0445\u0443\u0434\u0448\u0430\u0442\u044c \u043f\u0440\u0435\u0436\u043d\u0438\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n| RUN-0063\u2192RUN-0067 | \u041f\u044f\u0442\u044c as-is \u043f\u0441\u0435\u0432\u0434\u043e-FR \u0443\u0434\u0430\u043b\u0435\u043d\u044b; \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c FR, 14 AC \u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c. | \u041c\u0430\u043b\u043e\u0435 \u0447\u0438\u0441\u043b\u043e capability FR + \u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438 \u043b\u0443\u0447\u0448\u0435 \u0441\u043f\u0438\u0441\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0438\u0445 UI-\u0444\u0430\u043a\u0442\u043e\u0432. |\\n| BCREQ-1104 | \u041f\u043e\u0441\u043b\u0435 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u043e\u043f\u0440\u0430\u0432\u043e\u043a \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0447\u0435\u0442\u044b\u0440\u0435 \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0431\u0435\u0437 \u043b\u0438\u0448\u043d\u0435\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438. | Human correction \u0434\u043e\u043b\u0436\u043d\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f regression example, \u0430 \u043d\u0435 \u043e\u0434\u043d\u043e\u0440\u0430\u0437\u043e\u0432\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. |\\n| BCREQ-1106 | \u0420\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u043b\u043e \u0441\u0432\u043e\u0431\u043e\u0434\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u0414\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432 solution layer, \u043d\u0435 \u043c\u0430\u0441\u043a\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e\u0434 FR. |\\n\\n## \u0421\u0442\u0440\u043e\u0433\u0438\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n\\n\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b \u0441\\n[ISO/IEC/IEEE 29148:2018](https://www.iso.org/obp/ui?_escaped_fragment_=iso%3Astd%3Aiso-iec-ieee%3A29148%3Aed-2%3Av1%3Aen)\\n\u0438 [IREB CPRE Glossary](https://cpre.ireb.org/en/downloads-and-resources/glossary),\\n\u043d\u043e \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a BCREQ-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n### Functional Requirement\\n\\n**\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435.** FR \u2014 \u043e\u0434\u043d\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435, \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0434\u043b\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438 \u0432\\n\u0437\u0430\u0434\u0430\u043d\u043d\u043e\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u0435. FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 `\u0447\u0442\u043e`, \u0430 \u043d\u0435 \u044d\u043a\u0440\u0430\u043d, control, \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c\\n\u0448\u0430\u0433\u043e\u0432 \u0438\u043b\u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438.\\n\\n`FR-INV-01` \u2014 \u0443 FR \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d `requirement_id`, \u043e\u0434\u0438\u043d system subject \u0438 \u043e\u0434\u043d\u0430\\n\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f capability; \u0441\u043e\u0441\u0442\u0430\u0432\u043d\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f.\\n\\n`FR-INV-02` \u2014 FR \u0438\u043c\u0435\u0435\u0442 `goal_refs`, `task_refs`, `source_refs`,\\n`product_binding`, `delta_ref` \u0438 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u043e\u0434\u0438\u043d `scenario_ref`.\\n\\n`FR-INV-03` \u2014 \u0442\u0435\u043a\u0441\u0442 \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c (`shall` / \u00ab\u0434\u043e\u043b\u0436\u043d\u0430\u00bb) \u0438 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0439\\noutcome. \u0421\u043b\u043e\u0432\u0430 `\u043a\u043d\u043e\u043f\u043a\u0430`, `\u043f\u043e\u043b\u0435`, `\u0432\u043a\u043b\u0430\u0434\u043a\u0430`, `endpoint`, \u0444\u043e\u0440\u043c\u0430\u0442 payload \u0438\\n\u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0430\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432 FR \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f warning, \u043f\u043e\u043a\u0430 semantic gate \u043d\u0435 \u0434\u043e\u043a\u0430\u0436\u0435\u0442,\\n\u0447\u0442\u043e \u044d\u0442\u043e \u0441\u0430\u043c\u043e \u0437\u0430\u043f\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0435 \u0432\u043d\u0435\u0448\u043d\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435.\\n\\n`FR-INV-04` \u2014 as-is, project task, rationale, constraint, NFR, acceptance\\ncriterion \u0438 solution option \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0438\u043c\u0435\u0442\u044c \u0442\u0438\u043f FR.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430:\\n\\n```yaml\\nrequirement_id: FR-001\\nsystem_subject: target-system\\nshall: \\\"provide \\\"\\ngoal_refs: [GOAL-01]\\ntask_refs: [TASK-01]\\nsource_refs: [SRC-01]\\ndelta_ref: DELTA-01\\nproduct_binding_refs: [PB-01]\\nscenario_refs: [UC-001]\\nacceptance_refs: [AC-001]\\n```\\n\\n### Use Case\\n\\n**\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435.** UC \u2014 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u0439 \u0446\u0435\u043b\u044c\u044e \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f actor-\u0430 \u0441\\n\u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f trigger-\u043e\u043c, \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0438\\n\u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435/\u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u0442\u043e\u043a\u0438 \u0438 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u043c outcome. UC\\n\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439; \u0441\u0430\u043c \u043f\u043e \u0441\u0435\u0431\u0435 \u043e\u043d \u043d\u0435\\n\u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u0443\u044e capability.\\n\\n`UC-INV-01` \u2014 UC \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 actor, goal, trigger, preconditions, numbered main\\nflow, alternatives/exceptions \u0438 postcondition/outcome.\\n\\n`UC-INV-02` \u2014 \u043a\u0430\u0436\u0434\u044b\u0439 UC \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u043d\u0430 FR, NFR \u0438\u043b\u0438 constraint; \u043a\u0430\u0436\u0434\u044b\u0439 FR\\n\u0438\u043c\u0435\u0435\u0442 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d UC. \u0421\u0432\u044f\u0437\u044c many-to-many \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0432 \u043e\u0431\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u044b.\\n\\n`UC-INV-03` \u2014 UI control \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0448\u0430\u0433\u043e\u043c UC; failure branch \u2014 alternative \u0438\u043b\u0438\\nexception. \u041d\u0438 \u043e\u0434\u0438\u043d \u0438\u0437 \u043d\u0438\u0445 \u043d\u0435 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f FR \u0431\u0435\u0437 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439\\ncapability.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430:\\n\\n```yaml\\nscenario_id: UC-001\\nactor: ACTOR-01\\ngoal_ref: GOAL-01\\ntrigger: \\\"...\\\"\\npreconditions: [PRE-01]\\nmain_flow: [STEP-01, STEP-02]\",\n[2026-09-29T07:45:05.390Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:05.390Z] [INFO]       }\n[2026-09-29T07:45:05.390Z] [INFO]     ]\n[2026-09-29T07:45:05.390Z] [INFO]   },\n[2026-09-29T07:45:05.390Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:05.390Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:05.390Z] [INFO]   \"uuid\": \"829876ac-cb52-4174-b8da-b1392beba049\",\n[2026-09-29T07:45:05.390Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:04.644Z\",\n[2026-09-29T07:45:05.390Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:45:05.390Z] [INFO]     \"stdout\": \"---\\nstatus: accepted\\nversion: 0.2\\nupdated: 2026-09-24\\ntemperature: 0.1\\ntype: analysis\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/605\\\"\\nscope: mango-only\\nbased_on: \\\"https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs\\\"\\nrelated_artifacts:\\n---\\n\\n# \u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u043c\u0430\u0442\u0440\u0438\u0446\u0435\u0439 `as-is \u2192 delta`, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438:\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c.\\n\\n\u041f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u043d\u0438\u0436\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md).\\n\u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f Source-\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0432\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u043d\u043e \u0441\u0430\u043c\u0438 \u043f\u043e \u0441\u0435\u0431\u0435 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043c\u0435\u043d\u044f\u0442\u044c runtime-\u043f\u0430\u043a\u0435\u0442. \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439\\nissue \u043f\u0443\u0442\u044c `docs/contracts/` \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d: \u043e\u043d\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u043c `AGENTS.md`; Analysis \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n\u0421\u043d\u0438\u043c\u043e\u043a \u043d\u0430 2026-09-23 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432\u0441\u0435 67 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432 `RUN-0001`\u2026`RUN-0067` legacy-\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043d\u0430 commit\\n[`8cbf82a`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs),\\n27 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 JSON-\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f metadata \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0438\\n\u0442\u0440\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue #605. \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0434\u0438\u0430\u043b\u043e\u0433\u0438 BCREQ-1104 \u0438\\nBCREQ-1106; \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438.\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0447\u0438\u0442\u0430\u043b\u0438\u0441\u044c \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043b\u0438\u0441\u044c.\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u0434\u0435\u0441\u044c \u043d\u0435\u0442 \u043f\u0441\u0438\u0445\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445\\n\u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0439: \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e.\\n\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0435 \u044d\u043a\u0441\u0442\u0440\u0430\u043f\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u0441\u044e \u043f\u043e\u043f\u0443\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430. \u0414\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0439 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d read-only \u0441\u043a\u0440\u0438\u043f\u0442\\n[`issue_605_run_inventory.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-605-67068bc98bc2/projects/ba-ai-process/experiments/issue_605_run_inventory.py).\\n\\n### \u041f\u043e\u043b\u043d\u043e\u0442\u0430 evidence\\n\\n| \u0421\u0440\u0435\u0437 | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e | \u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d |\\n| --- | ---: | --- |\\n| \u0412\u0441\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 runs | 67 | Metadata, outputs, logs \u0438 feedback \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u043f\u043e \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u0441\u0441\u044b\u043b\u043a\u0435 metadata | 27 | \u042d\u043a\u0441\u043f\u043e\u0440\u0442 \u043f\u043e\u043b\u0443\u0447\u0435\u043d \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043e\u0431\u043b\u0430\u0441\u0442\u044c \u0438 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d; \u0432 Git \u043d\u0435 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d. |\\n| Run \u0431\u0435\u0437 \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0434\u0438\u0430\u043b\u043e\u0433\u0430 | 23 | \u0410\u043d\u0430\u043b\u0438\u0437 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 outputs/logs; \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 gap list. |\\n| \u0414\u0438\u0430\u043b\u043e\u0433\u0438 issue #605 | 2 | \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b BCREQ-1104 \u0438 BCREQ-1106. |\\n| \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u043e\u0435 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 | 1 | \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u0446\u0435\u043b\u0438; \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u0444\u0430\u043a\u0442\u043e\u0432. |\\n\\n`RUN-0030`\u2026`RUN-0055` \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c: \u0438\u0445 \u043f\u043e\u043b\u043d\u044b\u0435 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u044b \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432\\nGit-\u0434\u0435\u0440\u0435\u0432\u0435, \u043d\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c \u0432 `metadata.yaml`. `RUN-0061` \u0442\u0430\u043a\u0436\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\\n\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043d\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443.\\n\\n### \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n\\n1. **\u041e\u0448\u0438\u0431\u043a\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0434\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0435 FR.** \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e: RUN-0016, RUN-0020,\\n   RUN-0026, RUN-0063 \u0438 \u043e\u0431\u0430 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0430\u0437\u043d\u044b\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435\\n   \u043e\u0442\u043a\u0430\u0437\u044b \u2014 grounding, scope, state \u0438 classification.\\n2. **Citation \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c.** \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e: \u0432\\n   RUN-0024 \u0438 RUN-0026 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u043b\u0438 \u0432\u044b\u0432\u043e\u0434 \u043b\u0438\u0431\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u043d\u0435 \u0431\u044b\u043b\u0438\\n   \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b; \u0432 BCREQ-1104 \u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u0445\u043e\u0436\u0438\u0435 \u0444\u0430\u043a\u0442\u044b \u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u0430 \u0431\u044b\u043b\u0438\\n   \u043d\u0435\u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b \u0437\u0432\u0443\u043a\u043e\u0432\u043e\u043c\u0443 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044e.\\n3. **\u0410\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e FR \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0435 \u043f\u043e\u043b\u0435 \u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435.**\\n   \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e RUN-0063\u2192RUN-0067: \u043f\u044f\u0442\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0439 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438\\n   \u0443\u0434\u0430\u043b\u0435\u043d\u044b, \u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044f\u043c \u0441 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f\u043c\u0438.\\n4. **TM Forum \u0434\u0430\u0451\u0442 \u0433\u043e\u0442\u043e\u0432\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0438 FR/UC/NFR.** \u041d\u0435\\n   \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e. TM Forum \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 capabilities, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0438 ODA-\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442;\\n   \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442 \u0438 \u0438\u0445 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442\\n   [ISO/IEC/IEEE 29148:2018](https://www.iso.org/obp/ui?_escaped_fragment_=iso%3Astd%3Aiso-iec-ieee%3A29148%3Aed-2%3Av1%3Aen),\\n   \u0430 \u0442\u0438\u043f\u044b FR/NFR \u2014 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439\\n   [IREB CPRE Glossary](https://cpre.ireb.org/en/downloads-and-resources/glossary).\\n\\n## \u041d\u0430\u0445\u043e\u0434\u043a\u0438: \u0434\u0435\u0444\u0435\u043a\u0442\u044b, \u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n\\n\u041a\u0430\u0436\u0434\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u0438\u043c\u0435\u0435\u0442 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0443\u044e debug-\u0444\u043e\u0440\u043c\u0443: \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f, \u0444\u0430\u043a\u0442, \u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u043e\u0435\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e. `\u0417\u0430\u043f\u0440\u0435\u0442` \u2014 \u0447\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043d\u0435 \u0432\u043f\u0440\u0430\u0432\u0435 \u0434\u0435\u043b\u0430\u0442\u044c;\\n`\u041f\u0440\u0430\u0432\u0438\u043b\u043e` \u2014 \u0447\u0442\u043e \u0431\u0443\u0434\u0443\u0449\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0431\u044f\u0437\u0430\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c.\\n\\n| ID / \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f | \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0439 \u0444\u0430\u043a\u0442 | \u0417\u0430\u043f\u0440\u0435\u0442 | \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- | --- |\\n| `EVID-01` grounding | RUN-0026 \u0437\u0430\u044f\u0432\u0438\u043b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u0440\u0438 `extract_page_success=[0,0,0]`; \u0442\u043e\u0447\u043d\u0430\u044f UI-\u043c\u0435\u0442\u043a\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0438\u0442\u043e\u0433\u0430 \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0438\u0441\u0430\u0442\u044c \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\u00bb, \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0443 \u0438\u043b\u0438 \u0442\u043e\u0447\u043d\u0443\u044e \u043c\u0435\u0442\u043a\u0443, \u0435\u0441\u043b\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043d\u0435 \u043e\u0442\u043a\u0440\u044b\u0442. | \u041a\u0430\u0436\u0434\u043e\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 `source_ref`, \u0442\u043e\u0447\u043d\u044b\u0439 anchor \u0438 `retrieval_status=read`; \u0438\u043d\u0430\u0447\u0435 \u0442\u043e\u043b\u044c\u043a\u043e `hypothesis` \u0438\u043b\u0438 `open_question`. |\\n| `EVID-02` citation | RUN-0024 \u0434\u0430\u043b \u0442\u0440\u0438 \u0441\u043d\u043e\u0441\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043b\u0438 \u043f\u0440\u0438\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0435 \u0438\u043c \u0444\u0430\u043a\u0442\u044b; \u043e\u0434\u043d\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0434\u043e\u0448\u043b\u043e \u0434\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u0442\u0435\u043a\u0441\u0442\u0430. | \u041d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043d\u0430\u043b\u0438\u0447\u0438\u0435 URL \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c entailment. | \u0413\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u0440\u0443 `claim \u2194 excerpt`, \u0430 \u0437\u0430\u0442\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e `claim \u2194 goal/boundary`; \u043e\u0431\u0435 \u0441\u0432\u044f\u0437\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b. |\\n| `EVID-03` attachment | RUN-0016 \u0441\u0441\u044b\u043b\u0430\u043b\u0441\u044f \u043d\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 CDN-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u0435 \u0431\u044b\u043b\u043e \u0432 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c run. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 attachment \u0437\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e SSOT. | Evidence \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 checksum \u0438\u043b\u0438 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443; \u0438\u043d\u0430\u0447\u0435 \u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f gap. |\\n| `REL-01` relevance | BCREQ-1104 \u043f\u043e\u0434\u0442\u044f\u043d\u0443\u043b \u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e speech analytics, TTS \u0438 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0434\u043b\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0438\u0433\u0440\u044b\u0432\u0430\u043d\u0438\u044f \u0441\u0438\u0433\u043d\u0430\u043b\u0430. | \u041d\u0435\u043b\u044c\u0437\u044f \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0444\u0430\u043a\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437-\u0437\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u044f \u0441\u043b\u043e\u0432 \u00ab\u0437\u0430\u043f\u0438\u0441\u044c\u00bb, \u00ab\u0437\u0432\u0443\u043a\u00bb \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0432\u0435\u0440\u0445\u043d\u0435\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f. | \u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0444\u0430\u043a\u0442\u0430 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b `goal_refs`, `system_boundary`, `product_binding`, `relevance_reason`; keyword match \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d. |\\n| `SCOPE-01` as-is/delta | \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0440\u0442; RUN-0067 \u0443\u0434\u0430\u043b\u0438\u043b \u0438\u0445. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435. | \u0414\u043e FR \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `evidence \u2192 as_is \u2192 requested_delta \u2192 disposition`; \u0432 FR \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u0430\u044f delta. |\\n| `SCOPE-02` invented scope | RUN-0016 \u0434\u043e\u0431\u0430\u0432\u0438\u043b \u0440\u0435\u0436\u0438\u043c \u0438\u043d\u043a\u043e\u0433\u043d\u0438\u0442\u043e, \u0430\u043a\u0442\u0438\u0432\u043d\u0443\u044e \u0432\u043a\u043b\u0430\u0434\u043a\u0443 \u0438 \u043f\u0430\u043a\u0435\u0442 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438; RUN-0064 \u043d\u0430\u0448\u0451\u043b \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0439 XLSX \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0440\u043e\u043b\u0435\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. | \u041d\u0435\u043b\u044c\u0437\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c \u0440\u043e\u043b\u044c, \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044e, \u0444\u043e\u0440\u043c\u0430\u0442, \u043b\u0438\u043c\u0438\u0442 \u0438\u043b\u0438 entitlement \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438. | \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0436\u0438\u0432\u0451\u0442 \u0432 `solution_option`/`open_question`, \u043d\u0435 \u0432 FR/NFR. |\\n| `FR-01` wrong level | BCREQ-1104/1106 \u0438 \u0440\u044f\u0434 chat exports \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u043f\u043e\u043b\u044f, \u043a\u043d\u043e\u043f\u043a\u0438, \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043d\u0430 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0435 FR. | \u041d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c UI control, \u043f\u043e\u043b\u0435, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435, \u0448\u0430\u0433 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f, API-\u043c\u0435\u0442\u043e\u0434 \u0438\u043b\u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u044b. | FR \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u00ab\u043a\u0430\u043a\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442/\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u00bb \u0438 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f L2\u2013L4 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438. |\\n| `FR-02` wrong subject | RUN-0026 \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043b \u00ab\u0434\u0430\u0442\u044c \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u00bb \u043a \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f\u043c, \u043f\u043e\u0442\u0435\u0440\u044f\u0432 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430 \u0438 \u0442\u0435\u0441\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u043e\u0434\u043c\u0435\u043d\u044f\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f. | Subject \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e\u0431\u044b\u0442\u0438\u0435\u043c: `\u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 <\u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435/\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442>`; actor \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u0435\u043c\u043e\u0439 actor-\u043e\u043c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438. |\\n| `FR-03` duplication | RUN-0016 \u043d\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b \u0434\u0443\u0431\u043b\u0438 4.3.2/4.4.1 \u0438 4.5.1/6.1.1. | \u041d\u0435\u043b\u044c\u0437\u044f \u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0434\u0432\u0430 ID \u0441 \u043e\u0434\u043d\u0438\u043c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c \u0438\u043b\u0438 \u043e\u0434\u043d\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043a\u0430\u043a FR \u0438 constraint. | Semantic gate \u0441\u0442\u0440\u043e\u0438\u0442 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0433\u0440\u0430\u0444 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u2192\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435\u2192\u043e\u0431\u044a\u0435\u043a\u0442\u2192\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 merge/link \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0434\u0443\u0431\u043b\u0435\u0439. |\\n| `UC-01` mixed artifact | \u0412 \u0434\u0438\u0430\u043b\u043e\u0433\u0430\u0445 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0438 UI-\u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e \u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043a\u0430\u043a FR; \u0432 BCREQ-1106 \u043d\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u043b\u043e\u0441\u044c \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 variants. | \u041d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0434\u0430\u0432\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0438\u043b\u0438 \u0432\u0435\u0442\u043a\u0443 \u043e\u0448\u0438\u0431\u043a\u0438 \u0437\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 FR. | UC \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 actor, trigger, preconditions, main flow, alternatives/exceptions, outcome \u0438 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 FR/NFR/constraints. |\\n| `NFR-01` invented metric | RUN-0015 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b 5 \u043c\u0438\u043d\u0443\u0442, 100 ms, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b \u0438 24/7; \u0432\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0431\u044b\u043b\u0438 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c. | \u041d\u0435\u043b\u044c\u0437\u044f \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0447\u0438\u0441\u043b\u043e\u0432\u043e\u0439 target \u0438\u0437 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u043b\u0438 \u0441\u043b\u043e\u0432\u0430 \u00ab\u0431\u044b\u0441\u0442\u0440\u043e\u00bb. | NFR \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 quality attribute, \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u043c, condition, measure, target \u0438 provenance; \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u2014 TBD/open question. |\\n| `NFR-02` misclassification | BCREQ-1104 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u043e\u0438\u0433\u0440\u044b\u0432\u0430\u043d\u0438\u0435 \u0441\u0438\u0433\u043d\u0430\u043b\u0430 \u0432 \u00ab100%\u00bb NFR, \u0445\u043e\u0442\u044f \u044d\u0442\u043e functional outcome. | \u041d\u0435\u043b\u044c\u0437\u044f \u0434\u0435\u043b\u0430\u0442\u044c NFR \u0438\u0437 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0430. | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439 outcome. NFR \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430/constraint \u043f\u043e\u0432\u0435\u0440\u0445 \u0444\u0443\u043d\u043a\u0446\u0438\u0438; target \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u044b\u0439 \u0442\u0438\u043f. |\\n| `STATE-01` baseline drift | RUN-0028 \u043f\u043e\u0442\u0435\u0440\u044f\u043b \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c 4.1\u20134.4 \u0438 \u0443\u0434\u0430\u043b\u0438\u043b 4.4.3; RUN-0016 \u0432\u0435\u0440\u043d\u0443\u043b \u0441\u043d\u044f\u0442\u044b\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044b \u0432 summary. | \u041d\u0435\u043b\u044c\u0437\u044f \u043c\u043e\u043b\u0447\u0430 \u0443\u0434\u0430\u043b\u044f\u0442\u044c, \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u0438\u043b\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u044d\u043b\u0435\u043c\u0435\u043d\u0442. | \u041a\u0430\u0436\u0434\u0430\u044f \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442 explicit change set \u043a baseline; \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 ID continuity, accepted/rejected decisions \u0438 unexplained diff. |\\n| `STATE-02` user correction | BCREQ-1104 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u043b \u043b\u043e\u0436\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u0444\u0430\u043a\u0442; \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0437\u0436\u0435 \u0441\u043d\u043e\u0432\u0430 \u043e\u043f\u0438\u0440\u0430\u043b\u0430\u0441\u044c \u043d\u0430 \u043f\u0440\u0435\u0436\u043d\u044e\u044e \u0432\u0435\u0440\u0441\u0438\u044e. | \u041d\u0435\u043b\u044c\u0437\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c superseded claim \u043f\u043e\u0441\u043b\u0435 \u044f\u0432\u043d\u043e\u0439 \u043a\u043e\u0440\u0440\u0435\u043a\u0446\u0438\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. | Decision log \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442 claim `accepted/rejected/superseded`; retrieval \u0438 generation \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u044e\u0442 rejected/superseded. |\\n| `FORMAT-01` instruction | RUN-0029 \u0434\u0432\u0430\u0436\u0434\u044b \u0432\u0435\u0440\u043d\u0443\u043b \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0438 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0438 \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0441\u043f\u0438\u0441\u043e\u043a \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432\u00bb. | \u041d\u0435\u043b\u044c\u0437\u044f \u043c\u0435\u043d\u044f\u0442\u044c \u0437\u0430\u043f\u0440\u043e\u0448\u0435\u043d\u043d\u0443\u044e \u0444\u043e\u0440\u043c\u0443 \u0431\u0435\u0437 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u0430 \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c. | Rendering gate \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u0430\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0438; \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u044b. |\\n| `TMF-01` false authority | BCREQ-1104 \u0432\u044b\u0434\u0430\u043b \u043e\u0431\u0449\u0438\u0435 ODA/eTOM-\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u043e\u0447\u043d\u043e\u0435 TM Forum mapping \u0431\u0435\u0437 catalog ID \u0438 \u0432\u0435\u0440\u0441\u0438\u0438. | \u041d\u0435\u043b\u044c\u0437\u044f \u043d\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u043e\u0447\u043d\u044b\u043c TM Forum \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435\u043c. | Binding \u0432\u0430\u043b\u0438\u0434\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u043c\u0443 versioned snapshot \u0441 \u0442\u043e\u0447\u043d\u044b\u043c\u0438 ID; \u0438\u043d\u0430\u0447\u0435 `unresolved`, \u0430 \u043d\u0435 guessed label. |\\n\\n## \u041f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u0443\u0447\u0430\u0438 \u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n\\n| Evidence | \u0427\u0442\u043e \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u043e | \u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- |\\n| RUN-0016 | \u041d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u044b\u043b\u043e \u0443\u0434\u0430\u043b\u0435\u043d\u043e; \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0447\u0435\u0440\u0435\u0437 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a, \u043d\u0435 \u0438\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f. | \u0414\u0435\u0442\u0430\u043b\u044c \u0431\u0435\u0437 evidence \u0443\u0434\u0430\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u043b\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c; \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 FR, \u043d\u043e \u043d\u0435 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u0435\u0433\u043e. |\\n| RUN-0025 | \u041d\u0430\u0439\u0434\u0435\u043d\u044b \u0434\u0443\u0431\u043b\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u044d\u0442\u0430\u043f\u044b \u0440\u0430\u0431\u043e\u0442 \u043f\u043e\u0434 \u0432\u0438\u0434\u043e\u043c \u043f\u0440\u0430\u0432\u0438\u043b \u0438 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u0430; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u043e. | Review \u043e\u0431\u044f\u0437\u0430\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0442\u0438\u043f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 decision authority, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0433\u0440\u0430\u043c\u043c\u0430\u0442\u0438\u043a\u0443. |\\n| RUN-0026 | Scope expansion \u0438 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0434\u0443\u0431\u043b\u044c \u0431\u044b\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u044b; \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 \u0434\u0430\u043b\u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 \u0432\u044b\u0431\u0440\u0430\u0442\u044c. | \u041f\u0440\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u0445 \u043f\u0443\u0431\u043b\u0438\u043a\u0443\u044e\u0442\u0441\u044f \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 trade-offs, \u043d\u0435 \u0444\u0438\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n| RUN-0027 | \u0422\u0440\u0438 \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0445 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438; \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u0430\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u0430 \u044f\u0432\u043d\u043e. | \u0427\u0438\u0441\u043b\u043e \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 anchor \u0438 \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430; partial \u043d\u0435 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e fact. |\\n| RUN-0029 | \u041f\u043e\u0441\u043b\u0435 \u043a\u043e\u0440\u0440\u0435\u043a\u0446\u0438\u0438 \u0440\u0435\u0436\u0438\u043c \u0438\u0437\u043c\u0435\u043d\u0451\u043d \u0441 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438. | \u0420\u0435\u0436\u0438\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u0447\u0430\u0441\u0442\u044c baseline \u0438 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u044f\u0432\u043d\u044b\u043c decision event. |\\n| RUN-0055 | 40 \u0438\u0437 50 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b, 10 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u043f\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438. | Claim-level verification \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u0435\u0434\u0448\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c feasibility verdict. |\\n| RUN-0056\u2192RUN-0058 | \u041f\u0435\u0440\u0432\u0438\u0447\u043d\u044b\u0439 gap \u0438\u0437-\u0437\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 API \u0431\u044b\u043b \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0435\u043d \u043f\u043e\u0441\u043b\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 \u0445\u0440\u0430\u043d\u0438\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 evidence \u0438 \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u0435\u0440\u0435\u0441\u0447\u0438\u0442\u0430\u043d \u043f\u0440\u0438 \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u0438 SSOT. |\\n| RUN-0059 | \u041d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 Mango endpoints \u0438 JSON \u043d\u0435 \u0431\u044b\u043b\u0438 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043d\u044b; \u043f\u0440\u043e\u0431\u0435\u043b \u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c gap. | Fail-closed \u043f\u043e\u043b\u0435\u0437\u043d\u0435\u0435 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u044b \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. |\\n| RUN-0060 | 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 source anchors; \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b, \u043e\u0434\u0438\u043d verdict \u043f\u043e\u043d\u0438\u0436\u0435\u043d. | Reproducible index \u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u043e\u043b\u0436\u043d\u044b \u0443\u043c\u0435\u0442\u044c \u0443\u0445\u0443\u0434\u0448\u0430\u0442\u044c \u043f\u0440\u0435\u0436\u043d\u0438\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n| RUN-0063\u2192RUN-0067 | \u041f\u044f\u0442\u044c as-is \u043f\u0441\u0435\u0432\u0434\u043e-FR \u0443\u0434\u0430\u043b\u0435\u043d\u044b; \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c FR, 14 AC \u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c. | \u041c\u0430\u043b\u043e\u0435 \u0447\u0438\u0441\u043b\u043e capability FR + \u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438 \u043b\u0443\u0447\u0448\u0435 \u0441\u043f\u0438\u0441\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0438\u0445 UI-\u0444\u0430\u043a\u0442\u043e\u0432. |\\n| BCREQ-1104 | \u041f\u043e\u0441\u043b\u0435 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u043e\u043f\u0440\u0430\u0432\u043e\u043a \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0447\u0435\u0442\u044b\u0440\u0435 \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0431\u0435\u0437 \u043b\u0438\u0448\u043d\u0435\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438. | Human correction \u0434\u043e\u043b\u0436\u043d\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f regression example, \u0430 \u043d\u0435 \u043e\u0434\u043d\u043e\u0440\u0430\u0437\u043e\u0432\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. |\\n| BCREQ-1106 | \u0420\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u043b\u043e \u0441\u0432\u043e\u0431\u043e\u0434\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u0414\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432 solution layer, \u043d\u0435 \u043c\u0430\u0441\u043a\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e\u0434 FR. |\\n\\n## \u0421\u0442\u0440\u043e\u0433\u0438\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n\\n\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b \u0441\\n[ISO/IEC/IEEE 29148:2018](https://www.iso.org/obp/ui?_escaped_fragment_=iso%3Astd%3Aiso-iec-ieee%3A29148%3Aed-2%3Av1%3Aen)\\n\u0438 [IREB CPRE Glossary](https://cpre.ireb.org/en/downloads-and-resources/glossary),\\n\u043d\u043e \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a BCREQ-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n### Functional Requirement\\n\\n**\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435.** FR \u2014 \u043e\u0434\u043d\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435, \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0434\u043b\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438 \u0432\\n\u0437\u0430\u0434\u0430\u043d\u043d\u043e\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u0435. FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 `\u0447\u0442\u043e`, \u0430 \u043d\u0435 \u044d\u043a\u0440\u0430\u043d, control, \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c\\n\u0448\u0430\u0433\u043e\u0432 \u0438\u043b\u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438.\\n\\n`FR-INV-01` \u2014 \u0443 FR \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d `requirement_id`, \u043e\u0434\u0438\u043d system subject \u0438 \u043e\u0434\u043d\u0430\\n\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f capability; \u0441\u043e\u0441\u0442\u0430\u0432\u043d\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f.\\n\\n`FR-INV-02` \u2014 FR \u0438\u043c\u0435\u0435\u0442 `goal_refs`, `task_refs`, `source_refs`,\\n`product_binding`, `delta_ref` \u0438 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u043e\u0434\u0438\u043d `scenario_ref`.\\n\\n`FR-INV-03` \u2014 \u0442\u0435\u043a\u0441\u0442 \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c (`shall` / \u00ab\u0434\u043e\u043b\u0436\u043d\u0430\u00bb) \u0438 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0439\\noutcome. \u0421\u043b\u043e\u0432\u0430 `\u043a\u043d\u043e\u043f\u043a\u0430`, `\u043f\u043e\u043b\u0435`, `\u0432\u043a\u043b\u0430\u0434\u043a\u0430`, `endpoint`, \u0444\u043e\u0440\u043c\u0430\u0442 payload \u0438\\n\u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0430\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432 FR \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f warning, \u043f\u043e\u043a\u0430 semantic gate \u043d\u0435 \u0434\u043e\u043a\u0430\u0436\u0435\u0442,\\n\u0447\u0442\u043e \u044d\u0442\u043e \u0441\u0430\u043c\u043e \u0437\u0430\u043f\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0435 \u0432\u043d\u0435\u0448\u043d\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435.\\n\\n`FR-INV-04` \u2014 as-is, project task, rationale, constraint, NFR, acceptance\\ncriterion \u0438 solution option \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0438\u043c\u0435\u0442\u044c \u0442\u0438\u043f FR.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430:\\n\\n```yaml\\nrequirement_id: FR-001\\nsystem_subject: target-system\\nshall: \\\"provide \\\"\\ngoal_refs: [GOAL-01]\\ntask_refs: [TASK-01]\\nsource_refs: [SRC-01]\\ndelta_ref: DELTA-01\\nproduct_binding_refs: [PB-01]\\nscenario_refs: [UC-001]\\nacceptance_refs: [AC-001]\\n```\\n\\n### Use Case\\n\\n**\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435.** UC \u2014 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u0439 \u0446\u0435\u043b\u044c\u044e \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f actor-\u0430 \u0441\\n\u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f trigger-\u043e\u043c, \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0438\\n\u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435/\u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u0442\u043e\u043a\u0438 \u0438 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u043c outcome. UC\\n\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439; \u0441\u0430\u043c \u043f\u043e \u0441\u0435\u0431\u0435 \u043e\u043d \u043d\u0435\\n\u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u0443\u044e capability.\\n\\n`UC-INV-01` \u2014 UC \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 actor, goal, trigger, preconditions, numbered main\\nflow, alternatives/exceptions \u0438 postcondition/outcome.\\n\\n`UC-INV-02` \u2014 \u043a\u0430\u0436\u0434\u044b\u0439 UC \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u043d\u0430 FR, NFR \u0438\u043b\u0438 constraint; \u043a\u0430\u0436\u0434\u044b\u0439 FR\\n\u0438\u043c\u0435\u0435\u0442 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d UC. \u0421\u0432\u044f\u0437\u044c many-to-many \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0432 \u043e\u0431\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u044b.\\n\\n`UC-INV-03` \u2014 UI control \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0448\u0430\u0433\u043e\u043c UC; failure branch \u2014 alternative \u0438\u043b\u0438\\nexception. \u041d\u0438 \u043e\u0434\u0438\u043d \u0438\u0437 \u043d\u0438\u0445 \u043d\u0435 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f FR \u0431\u0435\u0437 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439\\ncapability.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430:\\n\\n```yaml\\nscenario_id: UC-001\\nactor: ACTOR-01\\ngoal_ref: GOAL-01\\ntrigger: \\\"...\\\"\\npreconditions: [PRE-01]\\nmain_flow: [STEP-01, STEP-02]\",\n[2026-09-29T07:45:05.390Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:45:05.390Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:45:05.390Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:45:05.390Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:45:05.390Z] [INFO]   }\n[2026-09-29T07:45:05.390Z] [INFO] }\n[2026-09-29T07:45:05.407Z] [STDOUT] [log_490491] sending request {\n[2026-09-29T07:45:05.414Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:05.423Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:05.427Z] [STDOUT]   options: {\n[2026-09-29T07:45:05.435Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:05.443Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:05.455Z] [STDOUT]     body: {\n[2026-09-29T07:45:05.469Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:05.493Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:05.497Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:05.504Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:05.527Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:05.547Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:05.574Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:05.585Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:05.587Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:05.589Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:05.597Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:05.600Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:05.606Z] [STDOUT]     },\n[2026-09-29T07:45:05.610Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:05.614Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:05.620Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:05.630Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:05.641Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:05.646Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:05.650Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:05.653Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:05.672Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:05.681Z] [STDOUT]     },\n[2026-09-29T07:45:05.689Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:05.697Z] [STDOUT]   },\n[2026-09-29T07:45:05.706Z] [STDOUT]   headers: {\n[2026-09-29T07:45:05.727Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:05.751Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:05.764Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:05.768Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:05.787Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:05.809Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:05.818Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:05.852Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:05.867Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:05.879Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=3931\",\n[2026-09-29T07:45:05.889Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:05.898Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:45:05.907Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:05.928Z] [STDOUT]     \"x-client-request-id\": \"2411d34b-6711-4c80-ab19-55de0b0eb8cb\",\n[2026-09-29T07:45:05.951Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:05.985Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:05.989Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:06.003Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:06.010Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:06.026Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:06.041Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:06.054Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:06.067Z] [STDOUT]   },\n[2026-09-29T07:45:06.073Z] [STDOUT] }\n[2026-09-29T07:45:06.082Z] [STDOUT] [log_490491, request-id: \"req_011CfXMjH3PgxwSnTsMAc7t9\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 837ms\n[2026-09-29T07:45:06.094Z] [STDOUT] [log_490491] response start {\n[2026-09-29T07:45:06.100Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:06.105Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:06.108Z] [STDOUT]   headers: {\n[2026-09-29T07:45:06.112Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:06.154Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:06.164Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:06.177Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:06.184Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:06.207Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:06.272Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:06.362Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:06.391Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:06.416Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:06.438Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:06.447Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:06.453Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:06.460Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:06.472Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:06.479Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:06.491Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:06.535Z] [STDOUT]     \"cf-ray\": \"a4295dc47ef729ad-FRA\",\n[2026-09-29T07:45:06.559Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:06.579Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:06.638Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:06.651Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:06.664Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:05 GMT\",\n[2026-09-29T07:45:06.674Z] [STDOUT]     \"request-id\": \"req_011CfXMjH3PgxwSnTsMAc7t9\",\n[2026-09-29T07:45:06.692Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:06.707Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:06.729Z] [STDOUT]     traceresponse: \"00-c94a5f0ce63add66397751f29ef124ac-4d2e9b9c8c290f4e-01\",\n[2026-09-29T07:45:06.779Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:06.828Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:06.847Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:06.896Z] [STDOUT]   },\n[2026-09-29T07:45:06.911Z] [STDOUT]   durationMs: 837,\n[2026-09-29T07:45:06.915Z] [STDOUT] }\n[2026-09-29T07:45:06.926Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:06.945Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:05 GMT\",\n[2026-09-29T07:45:07.029Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:07.045Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:07.051Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:07.076Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:07.082Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:07.085Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:07.091Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:07.097Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:07.104Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:07.114Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:07.119Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:07.126Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:07.130Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:07.136Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:07.151Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:07.165Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:07.179Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:07.199Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:07.205Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:07.222Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:07.230Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:07.232Z] [STDOUT]   \"request-id\": \"req_011CfXMjH3PgxwSnTsMAc7t9\",\n[2026-09-29T07:45:07.256Z] [STDOUT]   \"traceresponse\": \"00-c94a5f0ce63add66397751f29ef124ac-4d2e9b9c8c290f4e-01\",\n[2026-09-29T07:45:07.269Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:07.287Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:07.293Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:07.307Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:07.332Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:07.354Z] [STDOUT]   \"cf-ray\": \"a4295dc47ef729ad-FRA\",\n[2026-09-29T07:45:07.366Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:07.374Z] [STDOUT] [log_490491] response parsed {\n[2026-09-29T07:45:07.377Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:07.386Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:07.392Z] [STDOUT]   body: X {\n[2026-09-29T07:45:07.396Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:07.402Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:07.407Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:07.413Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:07.418Z] [STDOUT]     },\n[2026-09-29T07:45:07.425Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:07.430Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:07.439Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:07.448Z] [STDOUT]   },\n[2026-09-29T07:45:07.456Z] [STDOUT]   durationMs: 837,\n[2026-09-29T07:45:07.463Z] [STDOUT] }\n[2026-09-29T07:45:07.471Z] [INFO] {\n[2026-09-29T07:45:07.471Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:07.471Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:45:07.471Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:45:07.471Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:45:07.471Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:07.471Z] [INFO]   \"uuid\": \"6f3f33df-0e35-41cd-9bc2-abbd8d5fc7cb\"\n[2026-09-29T07:45:07.471Z] [INFO] }\n[2026-09-29T07:45:07.479Z] [INFO] {\n[2026-09-29T07:45:07.479Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"message\": {\n[2026-09-29T07:45:07.479Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:07.479Z] [INFO]     \"content\": [\n[2026-09-29T07:45:07.479Z] [INFO]       {\n[2026-09-29T07:45:07.479Z] [INFO]         \"tool_use_id\": \"toolu_01DXvjL1beywyhMBvb8bEokq\",\n[2026-09-29T07:45:07.479Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:07.479Z] [INFO]         \"content\": \"# \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode \u043d\u0430 GitVerse: \u0441\u043d\u0438\u043c\u043e\u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0430 2026-09-10\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0441\u043d\u0438\u043c\u043e\u043a **\u0444\u0430\u043a\u0442\u043e\u0432 \u043e \u0441\u0440\u0435\u0434\u0435**, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u0435\u0434\u0441\u0442\u043e\u0438\u0442\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043d\u0430\u0432\u044b\u043a\u0438 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0411\u0410. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u0437\u0430\u043c\u0435\u0440\u0430 \u043c\u043e\u0434\u0443\u043b\u044c\\n> [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n> \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u043b, \u0447\u0442\u043e \u0434\u0435\u0442\u0430\u043b\u044c\u043d\u043e\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 GigaCode \u043d\u0435\u0442 \u0438 \u0447\u0442\u043e \u0444\u043e\u0440\u043c\u0430 `SKILL.md`\\n> \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u0430 **\u043f\u043e \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0438** \u0441 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0430\u0433\u0435\u043d\u0442\u043e\u0432 Claude. \u041f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430\\n> issue [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)\\n> \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b; \u0432\u0441\u0435\\n> \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435 \u043e\u0431 \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0438 **\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e** \u0438\\n> \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\u0438 \u0444\u0430\u043a\u0442\u0430\u043c\u0438 `GC-1`\u2013`GC-28`.\\n>\\n> **\u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 2026-09-10.** \u041f\u043e\\n> [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572)\\n> \u0441\u043d\u0438\u043c\u043e\u043a \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d \u0444\u0430\u043a\u0442\u0430\u043c\u0438 `GC-25`\u2013`GC-28`: \u043e\u043d\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442, \u0447\u0435\u043c \u0441\u0440\u0435\u0434\u0430\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043e\u0431\u044a\u0451\u043c \u043d\u0430\u0432\u044b\u043a\u0430 \u0441\u0432\u0435\u0440\u0445\u0443 \u0438 \u0441\u043d\u0438\u0437\u0443.\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a.** \u0420\u0430\u0437\u0434\u0435\u043b\\n[`gitverse.ru/docs/ai/ai-development`](https://gitverse.ru/docs/ai/ai-development)\\n\u0438 \u0441\u043e\u0441\u0435\u0434\u043d\u0438\u0435 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u0435 \u0432 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 issue #571: `quick-start`,\\n`repository-setup`, `workflow`, `context`, `tools`, `skills`, `agents`, \u0430 \u0442\u0430\u043a\u0436\u0435\\n[`gigacode-on-gitverse`](https://gitverse.ru/docs/ai/gigacode-on-gitverse),\\n[`mcp`](https://gitverse.ru/docs/ai/mcp) \u0438\\n[`mcp/gitverse-mcp-tools`](https://gitverse.ru/docs/ai/mcp/gitverse-mcp-tools).\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c.**\\n[`exp/ba-process-taxonomy-571/fetch-gigacode-docs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/fetch-gigacode-docs.py),\\n\u0441\u044b\u0440\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n[`gigacode-docs.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/gigacode-docs.json),\\n\u043b\u043e\u0433 \u2014\\n[`fetch-gigacode-docs.log`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/fetch-gigacode-docs.log).\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442 \u0432\u0441\u0435 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 HTTP-\u043a\u043e\u0434, \u0440\u0430\u0437\u043c\u0435\u0440 \u0438 `sha256`\\n\u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e HTML \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0434\u0432\u0430\u0434\u0446\u0430\u0442\u0438 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043e\u043a,\\n\u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u043e\u0440\u043c\u0430 \u0425\u0430\u0431\u0430. \u041f\u0440\u043e\u0433\u043e\u043d 2026-09-10: **11 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0438\u0437 11**,\\nHTTP 200 \u0443 \u0432\u0441\u0435\u0445, **24 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0438\u0437 24 \u043d\u0430\u0439\u0434\u0435\u043d\u044b**, \u043e\u0448\u0438\u0431\u043e\u043a \u043d\u0435\u0442.\\n\\n## \u0421\u0432\u043e\u0434\u043a\u0430\\n\\n| \u041a\u043e\u0434 | \u0424\u0430\u043a\u0442 | \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 |\\n| --- | --- | --- |\\n| `GC-1` | \u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u0430\u043f\u043a\u0430 \u0441 \u0444\u0430\u0439\u043b\u043e\u043c `SKILL.md` \u0432 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435 | `skills` |\\n| `GC-2` | \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0440\u043e\u0432\u043d\u043e \u0434\u0432\u0430: `name` \u0438 `description` | `skills` |\\n| `GC-3` | \u043d\u0430\u0432\u044b\u043a\u0438 \u043b\u0435\u0436\u0430\u0442 \u0432 `.agents/skills/<\u0438\u043c\u044f>/SKILL.md` | `skills` |\\n| `GC-4` | `name` \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u043c, \u0438\u043d\u0430\u0447\u0435 \u0432\u044b\u0431\u043e\u0440 \u043d\u0430\u0432\u044b\u043a\u0430 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d | `skills` |\\n| `GC-5` | \u0440\u044f\u0434\u043e\u043c \u0441 `SKILL.md` \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b \u0432\u0441\u043f\u043e\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b | `skills` |\\n| `GC-6` | \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0441\u0442\u0443\u043f\u0435\u043d\u0447\u0430\u0442\u0430\u044f: \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u0438\u043c\u0435\u043d\u0430 \u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044f, \u043f\u043e\u0442\u043e\u043c \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f | `skills` |\\n| `GC-7` | \u0430\u0433\u0435\u043d\u0442\u044b \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432 `.opencode/agent/*.md` | `agents` |\\n| `GC-8` | `mode`: `primary`, `subagent` \u0438\u043b\u0438 `all` | `agents` |\\n| `GC-9` | `permission` \u2014 \u043f\u0440\u0430\u0432\u0430 \u043f\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c \u0441 \u043a\u0430\u0440\u0442\u043e\u0439 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432 | `agents` |\\n| `GC-10` | `steps` \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u0447\u0438\u0441\u043b\u043e \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 | `agents` |\\n| `GC-11` | \u0430\u0433\u0435\u043d\u0442\u0443 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438: \u0441\u0431\u043e\u0440\u043a\u0430, \u0442\u0435\u0441\u0442\u044b, \u043b\u0438\u043d\u0442\u0435\u0440\u044b | `tools` |\\n| `GC-12` | \u043f\u0440\u043e\u0444\u0438\u043b\u0435\u043c \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432, \u043f\u0440\u0430\u0432\u043a\u0430 `.git`, `curl`, `wget` | `tools` |\\n| `GC-13` | \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u044e\u0442\u0441\u044f \u043f\u043e Model Context Protocol | `tools` |\\n| `GC-14` | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0441\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0439, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u043c\u0438 | `workflow` |\\n| `GC-15` | \u043a\u0430\u0436\u0434\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0444\u0430\u0439\u043b\u043e\u043c \u0438 \u0441\u0442\u0440\u043e\u043a\u043e\u0439 | `workflow` |\\n| `GC-16` | \u0434\u0438\u0430\u043b\u043e\u0433 \u0441\u0436\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438 \u043f\u0440\u0438\u0431\u043b\u0438\u0436\u0435\u043d\u0438\u0438 \u043a \u043f\u0440\u0435\u0434\u0435\u043b\u0443 | `context` |\\n| `GC-17` | \u043f\u043e\u0441\u043b\u0435 \u0441\u0436\u0430\u0442\u0438\u044f \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u044b\u0432\u043e\u0434\u044b, \u0430 \u043d\u0435 \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u0430\u044f \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 | `context` |\\n| `GC-18` | `AGENTS.md` \u0432 \u043a\u043e\u0440\u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0435 \u0430\u0433\u0435\u043d\u0442\u0430 | `repository-setup` |\\n| `GC-19` | \u0441\u0440\u0435\u0434\u0430 \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u043d\u0430 \u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0438, \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e | `ai-development` |\\n| `GC-20` | \u0432\u0441\u0451, \u0447\u0442\u043e \u043d\u0435 \u0437\u0430\u0434\u0430\u043d\u043e \u0438 \u043d\u0435 \u0441\u043f\u0440\u043e\u0448\u0435\u043d\u043e, \u0430\u0433\u0435\u043d\u0442 \u0434\u043e\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442 | `ai-development` |\\n| `GC-21` | GigaCode-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0438 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0430 \u0441\u043b\u0438\u044f\u043d\u0438\u0435 | `gigacode-on-gitverse` |\\n| `GC-22` | MCP \u0434\u0430\u0451\u0442 \u0447\u0442\u0435\u043d\u0438\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0435\u0432 (`issue_read`) | `mcp/gitverse-mcp-tools` |\\n| `GC-23` | MCP \u0434\u0430\u0451\u0442 \u0437\u0430\u043f\u0438\u0441\u044c \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044f (`add_issue_comment`) | `mcp/gitverse-mcp-tools` |\\n| `GC-24` | MCP \u0434\u0430\u0451\u0442 \u043b\u043e\u0433\u0438 CI/CD-\u0437\u0430\u0434\u0430\u0447 (`get_job_logs`) | `mcp/gitverse-mcp-tools` |\\n| `GC-25` | \u043d\u0430\u0432\u044b\u043a \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u043a\u0430\u043a \u00ab\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0434\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0449\u0435\u0439\u0441\u044f \u0440\u0430\u0431\u043e\u0442\u044b\u00bb \u2014 \u0447\u0435\u0440\u0435\u0437 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c, \u043d\u0435 \u0447\u0435\u0440\u0435\u0437 \u043e\u0431\u044a\u0451\u043c | `skills` |\\n| `GC-26` | \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430: \u00ab\u043a\u043e\u0440\u043e\u0442\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u00bb \u2014 \u043c\u0435\u0441\u0442\u043e \u0442\u0430\u043a\u043e\u0433\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `AGENTS.md`, \u0430 \u043d\u0435 \u043d\u0430\u0432\u044b\u043a | `skills` |\\n| `GC-27` | \u043d\u0430\u0432\u044b\u043a \u00ab\u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u0443\u044e \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u0443\u00bb \u2014 \u043c\u043d\u043e\u0433\u043e\u0448\u0430\u0433\u043e\u0432\u043e\u0441\u0442\u044c \u0444\u043e\u0440\u043c\u043e\u0439 \u043d\u0430\u0432\u044b\u043a\u0430 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f | `skills` |\\n| `GC-28` | \u0432\u0435\u0440\u0445\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430: \u0442\u043e, \u0447\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u00ab\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043d\u0430\u0431\u043e\u0440\u0430 \u043f\u0440\u0430\u0432 \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430\u00bb, \u043e\u0444\u043e\u0440\u043c\u043b\u044f\u0435\u0442\u0441\u044f \u0430\u0433\u0435\u043d\u0442\u043e\u043c | `skills` |\\n\\n## GC-1\u2026GC-6. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430\u0432\u044b\u043a\u0430 \u0437\u0430\u0434\u0430\u043d \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043f\u043e \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0438\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u041d\u0430\u0432\u044b\u043a\u0438\u00bb](https://gitverse.ru/docs/ai/ai-development/skills)\\n\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u0443 \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e:\\n\\n> \u041d\u0430\u0432\u044b\u043a \u2014 \u043f\u0430\u043f\u043a\u0430 \u0441 \u0444\u0430\u0439\u043b\u043e\u043c SKILL.md \u0432 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435. \u0412 \u043d\u0430\u0447\u0430\u043b\u0435 \u0444\u0430\u0439\u043b\u0430 \u2014 \u0431\u043b\u043e\u043a\\n> \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445, \u0434\u0430\u043b\u044c\u0448\u0435 \u2014 \u0441\u0430\u043c\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f.\\n\\n\u041f\u0440\u0438\u043c\u0435\u0440 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 \u0442\u043e\u0439 \u0436\u0435 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u0434\u0432\u0430 \u043f\u043e\u043b\u044f \u2014 `name` \u0438\\n`description`, \u2014 \u0438 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0442\u0435\u043a\u0441\u0442\u043e\u043c:\\n\\n> \u041e\u0431\u0430 \u043f\u043e\u043b\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b. name \u2014 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u0432\u044b\u043a\u0430, description \u2014 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0435\u0433\u043e\\n> \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f: \u0430\u0433\u0435\u043d\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044f \u0432\u0441\u0435\u0445 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438 \u043f\u043e \u043d\u0438\u043c \u0440\u0435\u0448\u0430\u0435\u0442,\\n> \u043a\u0430\u043a\u043e\u0439 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u043a \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0437\u0430\u0434\u0430\u0447\u0435. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435\\n> \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a.\\n\\n\u0420\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u0435 \u0438 \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u0438:\\n\\n> \u041d\u0430\u0432\u044b\u043a\u0438 \u043b\u0435\u0436\u0430\u0442 \u0432 \u043f\u0430\u043f\u043a\u0435 .agents/skills, \u043a\u0430\u0436\u0434\u044b\u0439 \u0432 \u0441\u0432\u043e\u0435\u0439 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438 <\u2026> \u0418\u043c\u044f \u043d\u0430\u0432\u044b\u043a\u0430\\n> \u0438\u0437 \u043f\u043e\u043b\u044f name \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u043c: \u0435\u0441\u043b\u0438 \u0434\u0432\u0430 \u043d\u0430\u0432\u044b\u043a\u0430 \u043d\u0430\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e,\\n> \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d \u0431\u0443\u0434\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0438\u0437 \u043d\u0438\u0445, \u0438 \u043a\u0430\u043a\u043e\u0439 \u0438\u043c\u0435\u043d\u043d\u043e \u2014 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e.\\n\\n\u0412\u0441\u043f\u043e\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u0438 \u0441\u0442\u0443\u043f\u0435\u043d\u0447\u0430\u0442\u0430\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430:\\n\\n> \u0420\u044f\u0434\u043e\u043c \u0441 SKILL.md \u043c\u043e\u0436\u043d\u043e \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u044c \u0432\u0441\u043f\u043e\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u2014 \u0441\u043a\u0440\u0438\u043f\u0442\u044b, \u0448\u0430\u0431\u043b\u043e\u043d\u044b,\\n> \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u2014 \u0438 \u0441\u0441\u044b\u043b\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u043d\u0438\u0445 \u0438\u0437 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438.\\n\\n> \u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u0434\u0435\u0440\u0436\u0438\u0442 \u0432 \u043f\u0430\u043c\u044f\u0442\u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u0432\u0441\u0435\u0445 \u043d\u0430\u0432\u044b\u043a\u043e\u0432. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043e\u043d \u0432\u0438\u0434\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043c\u0435\u043d\u0430 \u0438\\n> \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044f; \u043f\u043e\u043b\u043d\u0443\u044e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u0447\u0438\u0442\u0430\u0435\u0442 \u043b\u0438\u0448\u044c \u0442\u043e\u0433\u0434\u0430, \u043a\u043e\u0433\u0434\u0430 \u043d\u0430\u0432\u044b\u043a \u043f\u043e\u0434\u043e\u0448\u0435\u043b \u043a \u0437\u0430\u0434\u0430\u0447\u0435.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0443 \u0441\u0440\u0435\u0434\u044b \u0434\u0432\u0430, \u0443 \u0425\u0430\u0431\u0430 \u0438\u0445\\n\u0431\u043e\u043b\u044c\u0448\u0435. \u0417\u043d\u0430\u0447\u0438\u0442, \u0441\u043e\u0441\u0442\u0430\u0432 \u0441\u0435\u043a\u0446\u0438\u0439 `SKILL.md`, \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0439 \u0432 \u043c\u043e\u0434\u0443\u043b\u0435 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u2014 \u044d\u0442\u043e\\n**\u0434\u0435\u043b\u044c\u0442\u0430 \u0425\u0430\u0431\u0430 \u043f\u043e\u0432\u0435\u0440\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0441\u0440\u0435\u0434\u044b**, \u0430 \u043d\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b. \u0414\u0435\u043b\u044c\u0442\u0430\\n\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u0430: \u0441\u0440\u0435\u0434\u0430 \u043d\u0435 \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 \u043d\u0438 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u043b\u044f \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445, \u043d\u0438\\n\u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044b \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u00ab`name` \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u00bb \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0435\u0439 \u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f **\u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c** \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432\\n\u0443\u0440\u043e\u0432\u043d\u044f `L3`: \u043a\u043e\u043b\u043b\u0438\u0437\u0438\u044f \u0438\u043c\u0451\u043d \u0434\u0435\u043b\u0430\u0435\u0442 \u0432\u044b\u0431\u043e\u0440 \u043d\u0430\u0432\u044b\u043a\u0430 \u043d\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u043c.\\n\\n## GC-25\u2026GC-28. \u0421\u0440\u0435\u0434\u0430 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0430\u0432\u044b\u043a \u043f\u043e \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u0438, \u0430 \u043d\u0435 \u043f\u043e \u0443\u0440\u043e\u0432\u043d\u044e\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u041d\u0430\u0432\u044b\u043a\u0438\u00bb](https://gitverse.ru/docs/ai/ai-development/skills)\\n\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a **\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u0434\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0449\u0435\u0439\u0441\u044f \u0440\u0430\u0431\u043e\u0442\u044b** (`GC-25`) \u0438\\n\u0437\u0430\u0434\u0430\u0451\u0442 \u0444\u043e\u0440\u043c\u0435 \u0434\u0432\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b: \u043a\u043e\u0440\u043e\u0442\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u2014 \u043d\u0435 \u043d\u0430\u0432\u044b\u043a, \u0435\u0433\u043e \u043c\u0435\u0441\u0442\u043e \u0432\\n`AGENTS.md` (`GC-26`); \u0442\u043e, \u0434\u043b\u044f \u0447\u0435\u0433\u043e \u043d\u0443\u0436\u0435\u043d \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0430\u0432 \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439\\n\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u2014 \u0443\u0436\u0435 \u0430\u0433\u0435\u043d\u0442, \u0430 \u043d\u0435 \u043d\u0430\u0432\u044b\u043a (`GC-28`). \u041c\u0435\u0436\u0434\u0443 \u044d\u0442\u0438\u043c\u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u043c\u0438 \u043e\u0431\u044a\u0451\u043c \u043d\u0435\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d: \u0442\u0430 \u0436\u0435 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u044f\u043c\u043e \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442, \u0447\u0442\u043e \u043d\u0430\u0432\u044b\u043a \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u0443\u044e\\n\u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u0443 (`GC-27`).\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 0.2 \u00ab\u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\u00bb \u043e\u043f\u043e\u0440\u043e\u0439 \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u044b **\u043d\u0435 \u043e\u0431\u043b\u0430\u0434\u0430\u0435\u0442**: \u0441\u0440\u0435\u0434\u0430\\n\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u043d\u0435 \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442. \u042d\u0442\u043e \u0431\u044b\u043b\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0425\u0430\u0431\u0430,\\n\u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b. \u0424\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u0438 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438\\n\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md);\\n\u0433\u0440\u0430\u043d\u0438\u0446\u044b `GC-26` \u0438 `GC-28` \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SF-3`, `SF-4` \u0438 `SK-10`.\\n\\n## GC-7\u2026GC-10. \u0420\u043e\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0444\u0430\u0439\u043b\u043e\u043c \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0430\u0432\u0430\u043c\u0438\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u0410\u0433\u0435\u043d\u0442\u044b \u0438 \u0441\u0443\u0431\u0430\u0433\u0435\u043d\u0442\u044b\u00bb](https://gitverse.ru/docs/ai/ai-development/agents):\\n\\n> \u0410\u0433\u0435\u043d\u0442\u044b \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f markdown-\u0444\u0430\u0439\u043b\u0430\u043c\u0438 \u0432 \u043f\u0430\u043f\u043a\u0435 .opencode/agent \u0432\u0430\u0448\u0435\u0433\u043e\\n> \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.\\n\\n\u041f\u043e\u043b\u044f \u0431\u043b\u043e\u043a\u0430 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 `description`, `mode` (`primary` / `subagent` /\\n`all`), `permission`, `temperature`, `steps`. \u041f\u0440\u043e \u043f\u0440\u0430\u0432\u0430:\\n\\n> \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f permission \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c: edit \u2014 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\\n> \u0444\u0430\u0439\u043b\u043e\u0432, bash \u2014 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438, read \u2014 \u0447\u0442\u0435\u043d\u0438\u0435, webfetch \u2014 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0441\u0442\u0440\u0430\u043d\u0438\u0446.\\n> \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0437\u0430\u0434\u0430\u0435\u0442\u0441\u044f \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0438\u043c \u0441\u043b\u043e\u0432\u043e\u043c \u0434\u043b\u044f \u0432\u0441\u0435\u0433\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430, \u043b\u0438\u0431\u043e \u043a\u0430\u0440\u0442\u043e\u0439\\n> \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432, \u0433\u0434\u0435 \u0431\u043e\u043b\u0435\u0435 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0432\u0430\u0436\u043d\u0435\u0435 \u043e\u0431\u0449\u0435\u0433\u043e.\\n\\n\u041f\u0440\u043e `steps`:\\n\\n> \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437 \u0430\u0433\u0435\u043d\u0442 \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u0431\u0443\u0434\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0442\u0438\u0442\u044c\\n> \u0442\u0435\u043a\u0441\u0442\u043e\u043c.\\n\\n\u0412\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0430\u0433\u0435\u043d\u0442\u044b \u2014 `Build` (\u0447\u0438\u0442\u0430\u0435\u0442 \u0438 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0444\u0430\u0439\u043b\u044b, \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043a\u043e\u043c\u043c\u0438\u0442\u044b) \u0438 `Plan` (\u0447\u0438\u0442\u0430\u0435\u0442 \u0438 \u043f\u043b\u0430\u043d\u0438\u0440\u0443\u0435\u0442, \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043d\u0435\\n\u043c\u0435\u043d\u044f\u0435\u0442); \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u0441\u0443\u0431\u0430\u0433\u0435\u043d\u0442\u044b \u2014 `explore` (\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435) \u0438 `general`.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u0421\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u00ab\u0410\u043a\u0442\u043e\u0440\u00bb \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u0432\u043e\u043f\u043b\u043e\u0449\u0435\u043d\u0438\u0435:\\n\u0440\u043e\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u2014 \u044d\u0442\u043e \u0444\u0430\u0439\u043b \u0430\u0433\u0435\u043d\u0442\u0430 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c\u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0441\u043e\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u0432\\n\u0442\u0435\u043a\u0441\u0442\u0435. \u0417\u0430\u043f\u0440\u0435\u0442 \u043d\u0430 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0443 \u0440\u0435\u0432\u044c\u044e\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u0440\u043e\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c \u0441\u0440\u0435\u0434\u043e\u0439\\n(`permission.edit: deny`), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 `check` \u043c\u043e\u0436\u043d\u043e \u0432\u044b\u0434\u0430\u0432\u0430\u0442\u044c\\n\u0430\u0433\u0435\u043d\u0442\u0443, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u00ab\u043f\u043e\u0447\u0438\u043d\u0438\u0442\u044c\u00bb \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432\u043c\u0435\u0441\u0442\u043e \u0442\u043e\u0433\u043e, \u0447\u0442\u043e\u0431\u044b \u043e\\n\u043d\u0451\u043c \u0441\u043e\u043e\u0431\u0449\u0438\u0442\u044c.\\n\\n## GC-11\u2026GC-13. \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c \u0432 \u0441\u0440\u0435\u0434\u0435\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0438 MCP\u00bb](https://gitverse.ru/docs/ai/ai-development/tools)\\n\u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u0430\u0433\u0435\u043d\u0442\u0443 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e \u0432 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0438 \u0441 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u043c, \u0432\u043a\u043b\u044e\u0447\u0430\u044f:\\n\\n> \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438: \u0441\u0431\u043e\u0440\u043a\u0430, \u0442\u0435\u0441\u0442\u044b, \u043b\u0438\u043d\u0442\u0435\u0440\u044b, \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 Git.\\n\\n\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u043f\u0440\u0430\u0432 \u043d\u0430\u0437\u0432\u0430\u043d\u044b \u044f\u0432\u043d\u043e:\\n\\n> \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0441 \u0441\u0435\u043a\u0440\u0435\u0442\u0430\u043c\u0438: .env \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u043e\u0442 \u043d\u0435\u0433\u043e, .key, .pem, .netrc;\\n> \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u044b\u0445 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0433\u043e .git; \u043a\u043e\u043c\u0430\u043d\u0434\u044b curl,\\n> wget, git merge \u0438 git reset --hard.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u041e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u0441\u043f\u043e\u0441\u043e\u0431 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u0441\u0440\u0435\u0434\u0435\\n\u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u0435\u043d\u00bb \u0437\u0430\u043a\u0440\u044b\u0442 \u0432 \u0447\u0430\u0441\u0442\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 `G-mach`: \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440, \u043b\u0438\u043d\u0442\u0435\u0440 \u0438 \u0442\u0435\u0441\u0442 \u2014\\n\u044d\u0442\u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438, \u0430 \u0441\u0440\u0435\u0434\u0430 \u0434\u0430\u0451\u0442 \u043f\u0440\u0430\u0432\u043e \u0435\u0451 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c. \u041e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f **\u043d\u0435 \u0434\u043e\u043b\u0436\u043d\u0430** \u0437\u0430\u0432\u0438\u0441\u0435\u0442\u044c \u043e\u0442 `curl` \u0438\u043b\u0438\\n`wget`, \u0438\u043d\u0430\u0447\u0435 \u0435\u0451 \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0441\u044f \u0432 \u0441\u0440\u0435\u0434\u0435. \u0421\u0431\u043e\u0440 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\\n\u0438\u0434\u0451\u0442 \u043b\u0438\u0431\u043e \u0447\u0435\u0440\u0435\u0437 `webfetch`-\u043f\u0440\u0430\u0432\u043e \u0430\u0433\u0435\u043d\u0442\u0430, \u043b\u0438\u0431\u043e \u0447\u0435\u0440\u0435\u0437 MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.\\n\\n## GC-14\u2026GC-15. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0443 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0425\u0430\u0431\u0430\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u0426\u0438\u043a\u043b \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0430\u0433\u0435\u043d\u0442\u043e\u043c\u00bb](https://gitverse.ru/docs/ai/ai-development/workflow)\\n\u0437\u0430\u0434\u0430\u0451\u0442 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 (\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u2192 \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u2192 \u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u2192 \u041f\u043b\u0430\u043d \u2192 \u0412\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435) \u0438\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e. \u0414\u0432\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0443:\\n\\n> \u043a\u0430\u0436\u0434\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0444\u0430\u0439\u043b\u043e\u043c \u0438 \u0441\u0442\u0440\u043e\u043a\u043e\u0439\\n\\n> \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u0438 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430 \u0441\u043b\u043e\u0432\u0430\u043c\u0438\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u00ab\u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043f\u0440\u0438 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u044b\u0445 \u0441\u0441\u044b\u043b\u043a\u0430\u0445 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u00bb \u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u00ab\u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442\\n\u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0432\u044b\u0432\u043e\u0434 \u043a\u043e\u043c\u0430\u043d\u0434\u044b\u00bb \u2014 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0435\u043d\u0438\u0435 \u0425\u0430\u0431\u0430, \u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435 \u0441 \u043d\u043e\u0440\u043c\u043e\u0439 \u0441\u0440\u0435\u0434\u044b.\\n\u042d\u0442\u043e \u0441\u043d\u0438\u0436\u0430\u0435\u0442 \u0440\u0438\u0441\u043a \u0434\u0435\u043b\u044c\u0442\u044b: \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0441\u0440\u0435\u0434\u0430 \u0443\u0436\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442, \u043d\u0435 \u043f\u0440\u0438\u0434\u0451\u0442\u0441\u044f\\n\u043d\u0430\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e.\\n\\n## GC-16\u2026GC-18. \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043d\u043e\u0440\u043c\u0430 \u0436\u0438\u0432\u0451\u0442 \u0432 \u0444\u0430\u0439\u043b\u0430\u0445\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u00bb](https://gitverse.ru/docs/ai/ai-development/context):\\n\\n> \u041a\u043e\u0433\u0434\u0430 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0431\u043b\u0438\u0437\u043e\u043a \u043a \u043f\u0440\u0435\u0434\u0435\u043b\u0443, \u0434\u0438\u0430\u043b\u043e\u0433 \u0441\u0436\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 <\u2026> \u043f\u043e\u0441\u043b\u0435\\n> \u0441\u0436\u0430\u0442\u0438\u044f \u0430\u0433\u0435\u043d\u0442 \u043f\u043e\u043c\u043d\u0438\u0442 \u0432\u044b\u0432\u043e\u0434\u044b, \u043d\u043e \u043d\u0435 \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u0443\u044e \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0443. \u0414\u043e\u0433\u043e\u0432\u043e\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c,\\n> \u0443\u043f\u043e\u043c\u044f\u043d\u0443\u0442\u0430\u044f \u043e\u0434\u0438\u043d \u0440\u0430\u0437 \u0438 \u043c\u0438\u043c\u043e\u0445\u043e\u0434\u043e\u043c, \u043c\u043e\u0436\u0435\u0442 \u043d\u0435 \u043f\u0435\u0440\u0435\u0436\u0438\u0442\u044c \u0441\u0436\u0430\u0442\u0438\u0435. \u0415\u0441\u043b\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0435\\n> \u0432\u0430\u0436\u043d\u043e \u2014 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0439\u0442\u0435 \u0435\u0433\u043e \u0432 \u0444\u0430\u0439\u043b\u0435.\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u041f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\u00bb](https://gitverse.ru/docs/ai/ai-development/repository-setup)\\n\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442, \u0447\u0442\u043e `AGENTS.md` \u0432 \u043a\u043e\u0440\u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0435\\n\u0430\u0433\u0435\u043d\u0442\u0430 \u0438 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u043d\u0451\u043c \u0434\u043e\u043b\u0436\u043d\u043e \u043e\u0441\u0442\u0430\u0432\u0430\u0442\u044c\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e\\n\u0442\u043e, \u043e \u0447\u0451\u043c \u0430\u0433\u0435\u043d\u0442 \u043e\u0448\u0438\u0431\u0451\u0442\u0441\u044f \u0431\u0435\u0437 \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043a\u0438.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u0421\u0442\u0443\u043f\u0435\u043d\u0447\u0430\u0442\u0430\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 (`GC-6`) \u2014 \u043d\u0435 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e, \u0430\\n\u0431\u044e\u0434\u0436\u0435\u0442: \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0441\u0442\u043e\u044f\u0442 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u0435, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043d\u0430\u0432\u044b\u043a\u0430\\n\u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0433\u0434\u0430 \u043d\u0430\u0432\u044b\u043a \u043f\u043e\u0434\u043e\u0448\u0451\u043b. \u042d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0443\u0440\u043e\u0432\u043d\u0435\u0439:\\n`L0`\u2013`L2` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043d\u0430\u0432\u044b\u043a `L3` \u2014\\n\u0435\u0434\u0438\u043d\u0438\u0446\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0440\u0435\u0434\u0430 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u043f\u043e \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044e \u0438 \u0432\u044b\u0433\u0440\u0443\u0436\u0430\u0435\u0442 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0437\u0430\u0434\u0430\u0447\u0435\u0439.\\n\\n## GC-19\u2026GC-24. \u0417\u0430\u0434\u0430\u0447\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0438 \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n\\n\u041e\u0431\u0437\u043e\u0440\u043d\u0430\u044f \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430\\n[\u00abAI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043d\u0430 GitVerse\u00bb](https://gitverse.ru/docs/ai/ai-development)\\n\u043e\u0447\u0435\u0440\u0447\u0438\u0432\u0430\u0435\u0442 \u043e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u043e\u0441\u0442\u0438:\\n\\n> \u0425\u043e\u0440\u043e\u0448\u043e \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0442\u0430\u043c, \u0433\u0434\u0435 \u0437\u0430\u0434\u0430\u0447\u0443 \u043c\u043e\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n> \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043d\u043e.\\n\\n\u0438 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043d\u0435\u0443\u0434\u0430\u0447:\\n\\n> \u0412\u0441\u0435, \u0447\u0435\u0433\u043e \u043e\u043d \u043d\u0435 \u0437\u043d\u0430\u0435\u0442 \u0438 \u043e \u0447\u0435\u043c \u043d\u0435 \u0441\u043f\u0440\u043e\u0441\u0438\u043b, \u043e\u043d \u0434\u043e\u0434\u0443\u043c\u0430\u0435\u0442 \u2014 \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442 \u0440\u0430\u0431\u043e\u0442\u0443\\n> \u0442\u0430\u043a, \u0431\u0443\u0434\u0442\u043e \u044d\u0442\u043e \u0444\u0430\u043a\u0442.\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00abGigaCode \u043d\u0430 GitVerse\u00bb](https://gitverse.ru/docs/ai/gigacode-on-gitverse)\\n\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 GigaCode-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430 \u043a\u0430\u043a \u00abAI-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0437\u0430\u0434\u0430\u0447\u00bb, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u00ab\u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443 \u0438\u043b\u0438 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0435 \u0438 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0430 \u0441\u043b\u0438\u044f\u043d\u0438\u0435\u00bb. \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430\\n[GitVerse MCP tools](https://gitverse.ru/docs/ai/mcp/gitverse-mcp-tools)\\n\u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 42 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430, \u0441\u0440\u0435\u0434\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 `issue_read`, `issue_write`,\\n`add_issue_comment`, `list_pull_request_files`, `get_job_logs`,\\n`get_job_failure_context`.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u041d\u043e\u0441\u0438\u0442\u0435\u043b\u044c \u0441\u043b\u0435\u0434\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (`A-TRACE`) \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432\\n\u0441\u0440\u0435\u0434\u0435: \u0437\u0430\u0434\u0430\u0447\u0430, \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u043a \u043d\u0435\u0439 \u0438 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0430 \u0441\u043b\u0438\u044f\u043d\u0438\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0430\u0433\u0435\u043d\u0442\u0443 \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435\\n\u0438 \u0437\u0430\u043f\u0438\u0441\u044c \u0447\u0435\u0440\u0435\u0437 MCP, \u0430 \u043b\u043e\u0433\u0438 CI-\u0437\u0430\u0434\u0430\u0447\u0438 \u2014 \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u00ab\u0432\u044b\u0445\u043e\u0434\\n\u043a\u043b\u0430\u0434\u0451\u0442\u0441\u044f \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0430 \u043d\u0435 \u0432 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0443\u00bb \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `GC-17` \u0438 \u043f\u043e\u0434\u043a\u0440\u0435\u043f\u043b\u044f\u0435\u0442\u0441\u044f\\n`GC-21`: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0432 \u0441\u0440\u0435\u0434\u0435 \u0438 \u0442\u0430\u043a \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0438\u0437\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u043d\u0430 \u0441\u043b\u0438\u044f\u043d\u0438\u0435.\\n\\n## \u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442\\n\\n1. \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u00ab\u0444\u043e\u0440\u043c\u0430 `SKILL.md` \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0438, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f GigaCode\\n   \u043d\u0435 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0430\u00bb \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430 \u0438 \u043f\u043e\u0434\u043b\u0435\u0436\u0438\u0442 \u0437\u0430\u043c\u0435\u043d\u0435 \u043d\u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `GC-1`\u2013`GC-6`\\n   \u0441 \u044f\u0432\u043d\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0434\u0435\u043b\u044c\u0442\u043e\u0439 \u0425\u0430\u0431\u0430.\\n2. \u041e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e \u043c\u0435\u0445\u0430\u043d\u0438\u043a\u0435 \u0433\u0435\u0439\u0442\u043e\u0432 \u0437\u0430\u043a\u0440\u044b\u0442 **\u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e**: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442\\n   \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438 (`GC-11`); \u043c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u0432\\n   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0430 \u0438 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u0439.\\n3. \u041f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0435 \u0434\u043e\u043b\u0436\u043d\u0430\\n   \u043e\u043f\u0438\u0440\u0430\u0442\u044c\u0441\u044f \u043d\u0430 `curl` \u0438 `wget` (`GC-12`).\\n4. \u0423\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u0438 \u043d\u0430\u0432\u044b\u043a\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438\\n   \u0443\u0440\u043e\u0432\u043d\u044f `L3` (`GC-4`), \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0434\u043e \u0432\u044b\u043a\u043b\u0430\u0434\u043a\u0438.\\n5. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u00ab\u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c\u00bb \u043e\u043f\u043e\u0440\u044b \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442\\n   (`GC-25`\u2013`GC-28`) \u0438 \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u043c\u0438 \u0444\u043e\u0440\u043c\u044b `SF-3`, `SF-4`.\\n\\n### \u041f\u0440\u0435\u0434\u0435\u043b \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430: \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430, \u0430 \u043d\u0435 \u0444\u0430\u043a\u0442 \u0441\u043d\u0438\u043c\u043a\u0430\\n\\n\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0441\u0440\u0435\u0434\u044b \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0441\u0436\u0430\u0442\u0438\u0435 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u043f\u0440\u0438 \u043f\u0440\u0438\u0431\u043b\u0438\u0436\u0435\u043d\u0438\u0438 \u043a \u043f\u0440\u0435\u0434\u0435\u043b\u0443 (`GC-16`,\\n`GC-17`), \u043d\u043e **\u0447\u0438\u0441\u043b\u0430 \u043d\u0435 \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442**. \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u0432\\n[\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0438 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572)\\n\u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u043d\u044b\u0439 \u043f\u0440\u0435\u0434\u0435\u043b: **1 000 000 \u0442\u043e\u043a\u0435\u043d\u043e\u0432**, \u043f\u043e \u0434\u043e\u0441\u0442\u0438\u0436\u0435\u043d\u0438\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e\\n\u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442\u0441\u044f, \u0430 \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442.\\n\\n\u042d\u0442\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430: \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430, \u0430 \u043d\u0435 \u0446\u0438\u0442\u0430\u0442\u0430\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430 `GC-*` \u043e\u043d\u043e \u043d\u0435 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0438 \u0432 \u0441\u0447\u0451\u0442\\n\u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043e\u043a \u0441\u043d\u0438\u043c\u043a\u0430 \u043d\u0435 \u0432\u0445\u043e\u0434\u0438\u0442. \u0412 \u043d\u043e\u0440\u043c\u0443 \u043e\u043d\u043e \u0432\u043d\u0435\u0441\u0435\u043d\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c `SK-6`\\n\u043a\u0430\u043a **\u0436\u0451\u0441\u0442\u043a\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430** \u043e\u0431\u044a\u0451\u043c\u0430 \u043d\u0430\u0432\u044b\u043a\u0430. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 `B-162`;\\n\u0434\u043e \u043d\u0435\u0451 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0435, \u0447\u0442\u043e \u0437\u0434\u0435\u0441\u044c \u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u043d\u0438\u043c\u043a\u0430\\n\\n- \u042d\u0442\u043e **\u0441\u043d\u0438\u043c\u043e\u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438**, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b: \u0444\u0430\u043a\u0442\u044b\\n  \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0441\u0440\u0435\u0434\u0430 \u0442\u0430\u043a **\u043e\u043f\u0438\u0441\u0430\u043d\u0430**, \u0430 \u043d\u0435 \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435\u043c \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0435.\\n- \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043d\u0435 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0443: \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u044f\u043a\u043e\u0440\u044c\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u2014 \u0434\u0430\u0442\u0430 \u0441\u043d\u0438\u043c\u043a\u0430 \u0438 `sha256` HTML \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432\\n  [`gigacode-docs.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/gigacode-docs.json).\\n  \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 `sha256` \u043f\u0440\u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0438 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\u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u0435\u043a\u0441\u0442\u0430 \u0438\u0437 HTML \u043e\u0433\u0440\u0443\u0431\u043b\u0451\u043d\u043d\u043e\u0435: \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f \u0430\u0431\u0437\u0430\u0446\u044b \u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438,\\n  \u0442\u0430\u0431\u043b\u0438\u0446\u044b \u0442\u0435\u0440\u044f\u044e\u0442 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0443. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u043f\u043e\u0434\u043e\u0431\u0440\u0430\u043d\u044b \u0442\u0430\u043a,\\n  \u0447\u0442\u043e\u0431\u044b \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0435\u0442\u044c \u043e\u0442 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0438 \u0442\u0430\u0431\u043b\u0438\u0446.\\n- \u041a\u043e\u043f\u0438\u044f \u0447\u0443\u0436\u043e\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0432 \u0425\u0430\u0431\u0435 \u043d\u0435 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f: \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u044b \u043e\u0431\u044a\u0451\u043c\u043e\u043c,\\n  \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u043c \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f, \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435.\\n- \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u00ab\u0421\u0435\u0441\u0441\u0438\u0438\u00bb \u0438 \u00abAI workflow-\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438\u00bb \u0432 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 issue #571\\n  \u043d\u0435 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u044b \u0438 \u0432 \u0441\u043d\u0438\u043c\u043e\u043a \u043d\u0435 \u0432\u0445\u043e\u0434\u044f\u0442: \u0441\u043f\u043e\u0441\u043e\u0431 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043d\u0430\u0432\u044b\u043a\u0430 \u0432 CI-\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438\\n  \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c.\",\n[2026-09-29T07:45:07.479Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:07.479Z] [INFO]       }\n[2026-09-29T07:45:07.479Z] [INFO]     ]\n[2026-09-29T07:45:07.479Z] [INFO]   },\n[2026-09-29T07:45:07.479Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"uuid\": \"cc68548c-0457-45a8-80ef-70893150a60d\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:06.439Z\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:07.479Z] [INFO] }\n[2026-09-29T07:45:07.494Z] [STDOUT] [log_5fce0b] sending request {\n[2026-09-29T07:45:07.507Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:07.521Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:07.532Z] [STDOUT]   options: {\n[2026-09-29T07:45:07.539Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:07.549Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:07.558Z] [STDOUT]     body: {\n[2026-09-29T07:45:07.563Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:07.568Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:07.577Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:07.583Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:07.586Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:07.589Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:07.607Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:07.616Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:07.632Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:07.656Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:07.667Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:07.703Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:07.712Z] [STDOUT]     },\n[2026-09-29T07:45:07.716Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:07.728Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:07.753Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:07.853Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:07.858Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:07.866Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:07.967Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:07.977Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:07.982Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:08.038Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:08.111Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:08.204Z] [STDOUT]     },\n[2026-09-29T07:45:08.208Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:08.212Z] [STDOUT]   },\n[2026-09-29T07:45:08.227Z] [STDOUT]   headers: {\n[2026-09-29T07:45:08.232Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:08.241Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:08.260Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:08.268Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:08.272Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:08.279Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:08.289Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:08.294Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:08.303Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:08.311Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:08.318Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:08.329Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2144\",\n[2026-09-29T07:45:08.334Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:08.338Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:08.344Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:08.349Z] [STDOUT]     \"x-client-request-id\": \"ccc9814b-b0a1-4ad8-b72d-48a0390705ce\",\n[2026-09-29T07:45:08.352Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:08.356Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:08.363Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:08.366Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:08.371Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:08.377Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:08.382Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:08.387Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:08.389Z] [STDOUT]   },\n[2026-09-29T07:45:08.391Z] [STDOUT] }\n[2026-09-29T07:45:08.394Z] [INFO] {\n[2026-09-29T07:45:08.394Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:08.394Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:45:08.394Z] [INFO]   \"estimated_tokens\": 194,\n[2026-09-29T07:45:08.394Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:45:08.394Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:08.394Z] [INFO]   \"uuid\": \"637e19c5-2f3d-43f3-b807-dd8a56c948c7\"\n[2026-09-29T07:45:08.394Z] [INFO] }\n[2026-09-29T07:45:08.407Z] [INFO] {\n[2026-09-29T07:45:08.407Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:08.407Z] [INFO]   \"message\": {\n[2026-09-29T07:45:08.407Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:08.407Z] [INFO]     \"id\": \"msg_011CfXMjHccy9QHH3HUJSVJt\",\n[2026-09-29T07:45:08.407Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:08.407Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:08.407Z] [INFO]     \"content\": [\n[2026-09-29T07:45:08.407Z] [INFO]       {\n[2026-09-29T07:45:08.407Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:08.407Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:08.407Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:45:08.407Z] [INFO]       }\n[2026-09-29T07:45:08.407Z] [INFO]     ],\n[2026-09-29T07:45:08.407Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:08.407Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:08.407Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:08.407Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:08.407Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:08.407Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:08.407Z] [INFO]       \"cache_creation_input_tokens\": 7060,\n[2026-09-29T07:45:08.407Z] [INFO]       \"cache_read_input_tokens\": 93336,\n[2026-09-29T07:45:08.407Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:08.407Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:45:08.407Z] [INFO]         \"ephemeral_1h_input_tokens\": 7060\n[2026-09-29T07:45:08.407Z] [INFO]       },\n[2026-09-29T07:45:08.407Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:45:08.407Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:08.407Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:08.407Z] [INFO]     },\n[2026-09-29T07:45:08.407Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:08.407Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:08.407Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:08.407Z] [INFO]   },\n[2026-09-29T07:45:08.407Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:08.407Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:08.407Z] [INFO]   \"uuid\": \"a6a24d55-cde3-4d35-b730-a46936c82332\",\n[2026-09-29T07:45:08.407Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:06.752Z\",\n[2026-09-29T07:45:08.407Z] [INFO]   \"request_id\": \"req_011CfXMjH3PgxwSnTsMAc7t9\"\n[2026-09-29T07:45:08.407Z] [INFO] }\n[2026-09-29T07:45:08.466Z] [STDOUT] [log_5fce0b, request-id: \"req_011CfXMjRY7sPjAeAeDFMYdT\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 887ms\n[2026-09-29T07:45:08.475Z] [STDOUT] [log_5fce0b] response start {\n[2026-09-29T07:45:08.479Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:08.513Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:08.521Z] [STDOUT]   headers: {\n[2026-09-29T07:45:08.533Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:08.538Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:08.543Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:08.548Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:08.554Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:08.561Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:08.566Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:08.571Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:08.580Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:08.590Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:08.595Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:08.601Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:08.610Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:08.622Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:08.633Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:08.644Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:08.668Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:08.702Z] [STDOUT]     \"cf-ray\": \"a4295dd0ac024d8b-FRA\",\n[2026-09-29T07:45:08.724Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:08.728Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:08.733Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:08.735Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:08.738Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:07 GMT\",\n[2026-09-29T07:45:08.741Z] [STDOUT]     \"request-id\": \"req_011CfXMjRY7sPjAeAeDFMYdT\",\n[2026-09-29T07:45:08.745Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:08.749Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:08.752Z] [STDOUT]     traceresponse: \"00-9da728d3e7662fa4c84175ae18005a6d-87bac7bc54f232fb-01\",\n[2026-09-29T07:45:08.768Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:08.783Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:08.787Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:08.793Z] [STDOUT]   },\n[2026-09-29T07:45:08.797Z] [STDOUT]   durationMs: 887,\n[2026-09-29T07:45:08.801Z] [STDOUT] }\n[2026-09-29T07:45:08.810Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:08.815Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:07 GMT\",\n[2026-09-29T07:45:08.824Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:08.827Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:08.832Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:08.849Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:08.859Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:08.865Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:08.868Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:08.876Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:08.880Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:08.883Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:08.887Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:08.889Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:08.895Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:08.900Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:08.906Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:08.912Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:08.916Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:08.919Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:08.923Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:08.926Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:08.941Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:08.952Z] [STDOUT]   \"request-id\": \"req_011CfXMjRY7sPjAeAeDFMYdT\",\n[2026-09-29T07:45:08.959Z] [STDOUT]   \"traceresponse\": \"00-9da728d3e7662fa4c84175ae18005a6d-87bac7bc54f232fb-01\",\n[2026-09-29T07:45:08.963Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:08.969Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:08.975Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:08.982Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:08.984Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:08.986Z] [STDOUT]   \"cf-ray\": \"a4295dd0ac024d8b-FRA\",\n[2026-09-29T07:45:08.990Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:08.992Z] [STDOUT] [log_5fce0b] response parsed {\n[2026-09-29T07:45:08.995Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:09.004Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:09.011Z] [STDOUT]   body: X {\n[2026-09-29T07:45:09.018Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:09.022Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:09.030Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:09.035Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:09.038Z] [STDOUT]     },\n[2026-09-29T07:45:09.048Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:09.055Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:09.059Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:09.062Z] [STDOUT]   },\n[2026-09-29T07:45:09.085Z] [STDOUT]   durationMs: 888,\n[2026-09-29T07:45:09.095Z] [STDOUT] }\n[2026-09-29T07:45:09.102Z] [INFO] {\n[2026-09-29T07:45:09.102Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"task_id\": \"b2ptpvaoq\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"owned_by_subagent\": true,\n[2026-09-29T07:45:09.102Z] [INFO]   \"tool_use_id\": \"toolu_01GoabRAjszwBBKqBmXLAo1p\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"description\": \"Parse all run metadata\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:45:09.102Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"uuid\": \"f86f50dd-2bed-482c-ae86-fa68bd2ba0f5\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:09.102Z] [INFO] }\n[2026-09-29T07:45:09.108Z] [INFO] {\n[2026-09-29T07:45:09.108Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"task_id\": \"b2ptpvaoq\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"tool_use_id\": \"toolu_01GoabRAjszwBBKqBmXLAo1p\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"summary\": \"Parse all run metadata\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"uuid\": \"6302820b-160a-401e-8fbc-a07650d324f9\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:09.108Z] [INFO] }\n[2026-09-29T07:45:09.120Z] [INFO] {\n[2026-09-29T07:45:09.120Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:09.120Z] [INFO]   \"message\": {\n[2026-09-29T07:45:09.120Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:09.120Z] [INFO]     \"content\": [\n[2026-09-29T07:45:09.120Z] [INFO]       {\n[2026-09-29T07:45:09.120Z] [INFO]         \"tool_use_id\": \"toolu_01GoabRAjszwBBKqBmXLAo1p\",\n[2026-09-29T07:45:09.120Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:09.120Z] [INFO]         \"content\": \"RUN-0001 2026-05-26 execution experimental | not-recorded | BA/AI | prompt-experiment\\nRUN-0002 2026-05-26 execution partial-success | not-recorded | BA/AI | user-story-generation\\nRUN-0003 2026-05-26 execution partial-success | not-recorded | BA/AI | usecase-generation\\nRUN-0004 2026-05-26 statistics draft | not-recorded | BA/AI | prompt-audit\\nRUN-0005 2026-05-26 statistics draft | not-recorded | BA/AI | prompt-selftest\\nRUN-0006 2026-06-13 execution success | not-recorded | BA/AI | session-debug-documentation\\nRUN-0007 2026-06-16 execution works-with-edits | not-recorded | BA/AI | fr-generation\\nRUN-0008 2026-06-16 statistics draft | not-recorded | BA/AI | kb-citation-check\\nRUN-0009 2026-06-16 statistics draft | not-recorded | BA/AI | industry-standards-ab-check\\nRUN-0010 2026-06-17 statistics works-with-edits | qwen3.7 plus | BA-IH + LLM | bcreq-1025-email-routing\\nRUN-0011 2026-06-18 execution works-with-edits | not-recorded | BA-IH + LLM | multichannel-agent-workload\\nRUN-0012 2026-07-14 execution works-with-edits | claude-opus-4-8 | BA-IH + LLM | bcreq-1069-restricted-api-key\\nRUN-0013 2026-07-31 statistics works-with-edits | qwen3.7-plus + qwen3.8-max-preview | BA-IH + LLM | bcreq-1059-multichannel-slots-limits\\nRUN-0014 2026-07-24 statistics partial-success | qwen3.7-plus | BA-IH + LLM | task-1075-amocrm-deal-on-call\\nRUN-0015 2026-08-21 statistics works-with-edits | qwen3.6-plus | BA-IH + LLM | fr-validation-57204-ivr-scheme-amocrm-rule\\nRUN-0016 2026-08-21 statistics works-with-edits | qwen3.6-plus | BA-IH + LLM | fr-drafting-58093-amocrm-deal-card-new-tab\\nRUN-0017 2026-07-24 statistics works-with-edits | qwen3.7-plus + qwen3.8-max-preview | BA-IH (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f: AI issue solver) | task-1076-vks-artifacts-bpmsoft\\nRUN-0018 2026-07-21 statistics works-with-edits | qwen3.7-plus | BA-IH + LLM | fr-validation-1079-messenger-id-search\\nRUN-0019 2026-07-15 statistics works-with-edits | qwen3.7-plus | BA-IH + LLM | bcreq-1064-browser-softphone-in-mis\\nRUN-0020 2026-07-10 statistics needs-rework | qwen3.7-plus | BA-IH (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f: AI issue solver) | task-1065-context-and-questions-a7a\\nRUN-0021 2026-07-10 statistics works-with-edits | qwen3.7-plus | BA-IH + LLM | fr-drafting-975-ineffective-call-parameters\\nRUN-0022 2026-08-21 statistics works-with-edits | qwen3.7-plus | BA-IH + LLM | fr-validation-765-headhunter-channel\\nRUN-0023 2026-05-25 statistics partial-success | qwen3.6-plus | BA-IH (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f: AI issue solver) | task-59295-fr-validation-email-forward\\nRUN-0024 2026-05-25 statistics works-with-edits | qwen3.6-plus | BA-IH (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f: AI issue solver) | task-1020-okdesk-mango-integration-questions\\nRUN-0025 2026-05-12 statistics works-with-edits | qwen3.6-plus | BA-IH + LLM | fr-validation-997-ivr-scheme-incoming-call-rules\\nRUN-0026 2026-05-04 statistics works-with-edits | qwen3.6-plus | BA-IH (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f: AI issue solver) | task-1007-amocrm-outbound-campaign-funnel-stage-fr\\nRUN-0027 2026-04-10 statistics works-with-edits | qwen3.6-plus | BA-IH + LLM | fr-analysis-978-email-signature-in-lk\\nRUN-0028 2026-07-01 statistics works-with-edits | qwen3.7-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | fr-validation-1040-speech-analytics-direction-filter\\nRUN-0029 2026-05-13 statistics works-with-edits | qwen3.6-plus | BA-IH + LLM | task-994-bitrix24-lead-title-elicitation\\nRUN-0030 2026-08-22 statistics draft | qwen3.5-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-599-1c-subscriber-selection-on-call\\nRUN-0031 2026-08-22 statistics draft | qwen3-235b-a22b, qwen3-max-preview | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-791-unified-request-entity-deal-ticket\\nRUN-0032 2026-08-22 statistics draft | qwen3-coder-plus, qwen3-max | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-792-post-call-processing-outbound\\nRUN-0033 2026-08-22 statistics draft | qwen-plus-2025-09-11, qwen3-235b-a22b, qwen3-max-preview | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-804-speech-analytics-export-to-external-system\\nRUN-0034 2026-08-22 statistics draft | qwen3-235b-a22b, qwen3-max | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-804-speech-analytics-export-final\\nRUN-0035 2026-08-22 statistics draft | qwen3-235b-a22b | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-806-elma-knowledge-base-recommendations\\nRUN-0036 2026-08-22 statistics draft | qwen3-235b-a22b, qwen3-max-preview | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-817-personal-data-consent-text\\nRUN-0037 2026-08-22 statistics draft | qwen-plus-2025-09-11, qwen3-max, qwen3-max-preview | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-838-preset-call-block-status\\nRUN-0038 2026-08-22 statistics draft | qwen-plus-2025-09-11, qwen3-max | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-854-mtalker-conference-participants-section\\nRUN-0039 2026-08-22 statistics draft | qwen3-max-2025-10-30 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-854-mtalker-conference-participants-fr\\nRUN-0040 2026-08-22 statistics draft | qwen-max-latest, qwen-plus-2025-09-11, qwen3-max, qwen3-vl-30b-a3b | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-872-proactive-chat-retrigger\\nRUN-0041 2026-08-22 statistics draft | qwen3-max-2025-10-30, qwen3-vl-30b-a3b | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-890-bitrix24-call-routing\\nRUN-0042 2026-08-22 statistics draft | qwen3.5-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-892-knowledge-base-page-restore\\nRUN-0043 2026-08-22 statistics draft | qwen3-max-2025-10-30 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-908-open-url-on-call-answer\\nRUN-0044 2026-08-22 statistics draft | qwen3-max-2025-10-30 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-908-open-url-on-call-answer-validation\\nRUN-0045 2026-08-22 statistics draft | qwen3-max-2025-09-23, qwen3-max-2026-01-23 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-915-call-connection-sound-signal\\nRUN-0046 2026-08-22 statistics draft | qwen3-max-2025-09-23, qwen3-max-2026-01-23 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-918-mandatory-call-topics\\nRUN-0047 2026-08-22 statistics draft | qwen3-max-2025-09-23 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-920-meeting-transcript-analysis\\nRUN-0048 2026-08-22 statistics draft | qwen3.6-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-930-amocrm-comment-and-tag-fields\\nRUN-0049 2026-08-22 statistics draft | qwen3-max-2026-01-23 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-935-speech-analytics-api-parameters\\nRUN-0050 2026-08-22 statistics draft | qwen3-max-2026-01-23 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-942-email-format-painter\\nRUN-0051 2026-08-22 statistics draft | qwen3.5-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-960-call-records-multiselect-filter\\nRUN-0052 2026-08-22 statistics draft | qwen3.5-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-964-ai-robot-on-line\\nRUN-0053 2026-08-22 statistics draft | qwen3.5-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-977-bitrix24-call-attribution\\nRUN-0054 2026-08-22 statistics draft | qwen3.6-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-980-number-replacement-questions\\nRUN-0055 2026-08-23 execution works-with-edits | qwen3.7-plus (\u043f\u0435\u0440\u0432\u0438\u0447\u043d\u044b\u0439 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c) + claude-opus-5 (\u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043f\u043e \u0411\u0417) | BA-IH + LLM (\u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0433\u043e\u043d \u0438 \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f: AI issue so | tz-feasibility-assessment-utair-chat-mango-office\\nRUN-0056 2026-08-25 execution partial-success | claude-opus-5 | AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410 | gap-analysis-hh-chats-mango-cc-integration-feasibility\\nRUN-0057 2026-08-25 execution partial-success | claude-opus-5 | AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410 | feasibility-assessment-tender-tz-stt-tts-nlu-dialogue-manager\\nRUN-0058 2026-08-26 execution partial-success | claude-opus-5 | AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410 | Re-evaluation: HH.ru Chat API Feasibility\\nRUN-0059 2026-08-26 execution partial-success | claude-opus-5 | AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410 | Architecture Spike: HH.ru Chats \u2194 Mango CC data mapping\\nRUN-0060 2026-08-27 execution success | claude-opus-5 | AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410 | Combined L4 gap report: BA verdicts + SA models + footnoted hh.ru API sources\\nRUN-0061 2026-08-28 statistics draft | qwen3.7-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-1090-human-review-of-twin-links\\nRUN-0062 2026-09-01 execution draft | gpt-5.6-sol | AI issue solver | feasibility-assessment-tender-appendices-5-7\\nRUN-0063 2026-08-31 execution invalid | gpt-5.6-sol | AI issue solver | feature-specification-bcreq-1074-communication-expenses-report\\nRUN-0064 2026-08-31 execution draft | gpt-5.6-sol | OpenAI Codex | error-analysis-and-feature-specification-bcreq-1074-report-view\\nRUN-0065 2026-09-01 execution draft | gpt-5.6-sol | AI issue solver | feasibility-assessment-telephony-requirements-task-1099\\nRUN-0066 2026-09-01 execution draft | claude-opus-5 | AI issue solver | feasibility-assessment-telephony-requirements-task-1099\\nRUN-0067 2026-09-03 execution draft | claude-opus-5 | AI issue solver (Claude Code) | feature-specification-bcreq-1074-detailed-export (rework of RUN-0063 by audit)\\nRUN-0068 2026-09-28 execution draft | claude-opus-5-5 | AI issue solver | feasibility-assessment-tender-bcreq-1114-pstn-mobile-access\\nRUN-0069 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\"ff885db6-3a65-40d6-9f7d-07c6f13afe7e\",\n[2026-09-29T07:45:09.775Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:09.775Z] [INFO] }\n[2026-09-29T07:45:09.781Z] [STDOUT] [log_5ffe28, request-id: \"req_011CfXMjYCxNBLXXhzSZqQGj\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 823ms\n[2026-09-29T07:45:09.786Z] [STDOUT] [log_5ffe28] response start {\n[2026-09-29T07:45:09.792Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:09.797Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:09.801Z] [STDOUT]   headers: {\n[2026-09-29T07:45:09.812Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:09.818Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:09.825Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:09.834Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:09.850Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:09.857Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:09.861Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:09.866Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:09.876Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:09.879Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:09.884Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:09.890Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:09.893Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:09.897Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:09.899Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:09.902Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:09.904Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:09.907Z] [STDOUT]     \"cf-ray\": \"a4295ddaafe1dbb5-FRA\",\n[2026-09-29T07:45:09.912Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:09.916Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:09.919Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:09.925Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:09.929Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:09 GMT\",\n[2026-09-29T07:45:09.934Z] [STDOUT]     \"request-id\": \"req_011CfXMjYCxNBLXXhzSZqQGj\",\n[2026-09-29T07:45:09.937Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:09.940Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:09.943Z] [STDOUT]     traceresponse: \"00-ad651084c9f4908baba47ffcd4fe1c8f-51be73680355b3f5-01\",\n[2026-09-29T07:45:09.946Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:09.950Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:09.955Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:09.960Z] [STDOUT]   },\n[2026-09-29T07:45:09.970Z] [STDOUT]   durationMs: 823,\n[2026-09-29T07:45:09.978Z] [STDOUT] }\n[2026-09-29T07:45:09.985Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:09.989Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:09 GMT\",\n[2026-09-29T07:45:09.998Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:10.004Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:10.011Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:10.014Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:10.018Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:10.026Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:10.036Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:10.049Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:10.058Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:10.065Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:10.071Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:10.077Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:10.082Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:10.086Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:10.098Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:10.103Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:10.111Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:10.120Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:10.131Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:10.135Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:10.140Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:10.142Z] [STDOUT]   \"request-id\": \"req_011CfXMjYCxNBLXXhzSZqQGj\",\n[2026-09-29T07:45:10.145Z] [STDOUT]   \"traceresponse\": \"00-ad651084c9f4908baba47ffcd4fe1c8f-51be73680355b3f5-01\",\n[2026-09-29T07:45:10.149Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:10.155Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:10.159Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:10.162Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:10.166Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:10.171Z] [STDOUT]   \"cf-ray\": \"a4295ddaafe1dbb5-FRA\",\n[2026-09-29T07:45:10.174Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:10.178Z] [STDOUT] [log_5ffe28] response parsed {\n[2026-09-29T07:45:10.183Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:10.186Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:10.190Z] [STDOUT]   body: X {\n[2026-09-29T07:45:10.200Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:10.209Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:10.213Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:10.224Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:10.239Z] [STDOUT]     },\n[2026-09-29T07:45:10.245Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:10.248Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:10.254Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:10.261Z] [STDOUT]   },\n[2026-09-29T07:45:10.264Z] [STDOUT]   durationMs: 824,\n[2026-09-29T07:45:10.269Z] [STDOUT] }\n[2026-09-29T07:45:10.280Z] [INFO] {\n[2026-09-29T07:45:10.280Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"message\": {\n[2026-09-29T07:45:10.280Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:10.280Z] [INFO]     \"id\": \"msg_011CfXMjYkTUyHG75Hqugohi\",\n[2026-09-29T07:45:10.280Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:10.280Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:10.280Z] [INFO]     \"content\": [\n[2026-09-29T07:45:10.280Z] [INFO]       {\n[2026-09-29T07:45:10.280Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:10.280Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:10.280Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:45:10.280Z] [INFO]       }\n[2026-09-29T07:45:10.280Z] [INFO]     ],\n[2026-09-29T07:45:10.280Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:10.280Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:10.280Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:10.280Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:10.280Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:10.280Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:10.280Z] [INFO]       \"cache_creation_input_tokens\": 6152,\n[2026-09-29T07:45:10.280Z] [INFO]       \"cache_read_input_tokens\": 43474,\n[2026-09-29T07:45:10.280Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:10.280Z] [INFO]         \"ephemeral_5m_input_tokens\": 6152,\n[2026-09-29T07:45:10.280Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:10.280Z] [INFO]       },\n[2026-09-29T07:45:10.280Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:10.280Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:10.280Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:10.280Z] [INFO]     },\n[2026-09-29T07:45:10.280Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:10.280Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:10.280Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:10.280Z] [INFO]   },\n[2026-09-29T07:45:10.280Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"uuid\": \"41ef5a31-b64c-41dc-9714-8d8b01990e1f\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:09.971Z\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"request_id\": \"req_011CfXMjYCxNBLXXhzSZqQGj\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:10.280Z] [INFO] }\n[2026-09-29T07:45:10.297Z] [INFO] {\n[2026-09-29T07:45:10.297Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"message\": {\n[2026-09-29T07:45:10.297Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:10.297Z] [INFO]     \"content\": [\n[2026-09-29T07:45:10.297Z] [INFO]       {\n[2026-09-29T07:45:10.297Z] [INFO]         \"tool_use_id\": \"toolu_01RKDfoSwzA3DtkAgqBVUd7o\",\n[2026-09-29T07:45:10.297Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:10.297Z] [INFO]         \"content\": \"  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563\\\"\\n---\\n\\n# \u0414\u0435\u0444\u0435\u043a\u0442\u044b \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439: \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 2026-09-10\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 **\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435** \u0432\u043e\u0441\u044c\u043c\u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0445 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432, \u0438\u0437-\u0437\u0430\\n> \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0430\\n> AI-\u0430\u0433\u0435\u043d\u0442\u043e\u043c. \u0418\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u044f \u0438 \u043d\u043e\u0432\u0430\u044f \u043d\u043e\u0440\u043c\u0430 \u2014 \u0432 \u043c\u043e\u0434\u0443\u043b\u044f\u0445\\n> [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/00-introduction.md)\\n> \u0438\\n> [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md).\\n> \u0421\u043d\u0438\u043c\u043e\u043a \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u043c\u043e\u0434\u0443\u043b\u0435\u0439, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043a\u043e\u0440\u043f\u0443\u0441 \u0440\u0430\u0441\u0442\u0451\u0442: \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u043c \u043a\u043e\u043c\u043c\u0438\u0442\u0435 \u0447\u0438\u0441\u043b\u0430\\n> \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438.\\n\\n**\u041a\u043e\u0440\u043f\u0443\u0441.** \u0421\u043f\u0438\u0446\u0430 [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82aa73129ec5747af07f790aaf438b0fb6e9` (67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `runs/`,\\n`docs/taxonomy.md`, `standards/ba-ontology.md`, `docs/adr/009-*`) \u0438 \u0425\u0430\u0431 \u043d\u0430\\n\u043a\u043e\u043c\u043c\u0438\u0442\u0435 `15aa76f88987511312cbf7cdb2c87b8912fb53f5` (\u043c\u043e\u0434\u0443\u043b\u044c\\n[`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)).\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c.**\\n[`exp/ba-process-taxonomy-571/audit-taxonomy-defects.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/audit-taxonomy-defects.py),\\n\u0441\u044b\u0440\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n[`taxonomy-defects.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/taxonomy-defects.json),\\n\u043b\u043e\u0433 \u2014\\n[`audit-taxonomy-defects.log`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/audit-taxonomy-defects.log).\\n\\n## \u0421\u0432\u043e\u0434\u043a\u0430\\n\\n| \u041a\u043e\u0434 | \u0414\u0435\u0444\u0435\u043a\u0442 | \u041c\u0435\u0440\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- | --- |\\n| `D1` | \u0424\u0422 \u0438 \u0422\u0417 \u043d\u0430\u0437\u0432\u0430\u043d\u044b \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0445\u043e\u0434\u043e\u043c `\u0424\u0422/\u0422\u0417` | \u043c\u0435\u0441\u0442 \u0441\u043b\u0438\u044f\u043d\u0438\u044f / \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0442\u0438\u043f\u043e\u0432 \u0432 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u0441\u043f\u0438\u0446\u044b | 29 / 2 |\\n| `D2` | \u00ab\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u00bb \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 | \u043c\u0435\u0441\u0442 / \u00ab\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u00bb \u0442\u0430\u043a\u0436\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0416\u0426 | 4 / \u0434\u0430 |\\n| `D3` | \u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 / \u0434\u043e\u043b\u044f | 7 \u0438\u0437 13 / 0.538 |\\n| `D4` | \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b | \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 | 8 \u0438\u0437 13 |\\n| `D5` | \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u043e\u0442\u0435\u0440\u044f\u043d \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 \u0432 \u0425\u0430\u0431 | \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0432 \u0441\u043f\u043e\u043a\u0435 / \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439 \u0432 \u0425\u0430\u0431\u0435 | 6 / 0 |\\n| `D6` | \u043d\u0435\u0442 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u00ab\u0421\u0438\u0441\u0442\u0435\u043c\u0430\u00bb, \u00ab\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb, \u00ab\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u00bb | \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 / \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u0445 \u0430\u043a\u0442\u043e\u0440\u0430 | 3 / 5 |\\n| `D7` | \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438 | \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f / \u0432\u0441\u0435\u0433\u043e | 66 / 67 |\\n| `D8` | \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u043f\u0438\u0441\u0430\u043d \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f | \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u0432 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f / \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u0438 | 1 (\u043e\u0442\u0440\u0438\u0446\u0430\u043d\u0438\u0435) / 2 |\\n\\n\u041d\u0438 \u043e\u0434\u0438\u043d \u0438\u0437 \u0432\u043e\u0441\u044c\u043c\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0442\u0438\u043b\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c: \u043a\u0430\u0436\u0434\u044b\u0439 \u0434\u0435\u043b\u0430\u0435\u0442\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044e **\u043d\u0435\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u043e** \u2014 \u043b\u0438\u0431\u043e \u043f\u043e\u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0438\u043c\u044f \u0432\u044b\u0445\u043e\u0434\u0430 \u043d\u0435\\n\u0440\u0430\u0437\u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u0432 \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 (`D1`, `D2`, `D3`, `D4`), \u043b\u0438\u0431\u043e \u043f\u043e\u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0432\\n\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u0443\u0437\u043b\u0430, \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 (`D5`, `D6`,\\n`D8`), \u043b\u0438\u0431\u043e \u043f\u043e\u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043d\u0435 \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u043e\u0439\\n(`D7`).\\n\\n## D1. \u00ab\u0424\u0422/\u0422\u0417\u00bb \u2014 \u043e\u0434\u043d\u043e \u0438\u043c\u044f \u0434\u043b\u044f \u0434\u0432\u0443\u0445 \u0442\u0438\u043f\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n\u041a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f `\u0424\u0422/\u0422\u0417` \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 **29 \u0440\u0430\u0437**, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438\\n\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u21161 `docs/taxonomy.md:69` \u0438 \u0432 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u043d\u043d\u043e\u0439 \u0432 \u0425\u0430\u0431 \u0441\u0442\u0440\u043e\u043a\u0435\\n`projects/ba-ai-process/ba-meta-model/20-taxonomy.md:93`:\\n\\n```\\n| `fr-generation` | \u043e\u0442 \u0441\u044b\u0440\u043e\u0433\u043e \u0437\u0430\u043f\u0440\u043e\u0441\u0430 \u0434\u043e \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 \u0424\u0422/\u0422\u0417 | ingestion, understanding, documentation, solution_design | A-FR, A-TZ |\\n```\\n\\n\u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u0441\u0430\u043c\u043e\u0439 \u0441\u043f\u0438\u0446\u044b (`standards/ba-ontology.md`, \u00a74) \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442\\n**\u0434\u0432\u0430 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0442\u0438\u043f\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430** \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u0430\u043c\u0438 \u0444\u043e\u0440\u043c\u044b:\\n\\n| \u0422\u0438\u043f | \u0418\u043c\u044f | \u042d\u0442\u0430\u043b\u043e\u043d \u0444\u043e\u0440\u043c\u044b |\\n| --- | --- | --- |\\n| `A18` | `feature-spec-kk` \u2014 \u0424\u0422 \u041a\u041a | \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u041a\u041a |\\n| `A19` | `tz-contract` \u2014 \u0422\u0417 | \u0413\u041e\u0421\u0422 34.602-2020 |\\n\\n\u042d\u0442\u043e **\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0435 \u043a\u043e\u0440\u043f\u0443\u0441\u0430**, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0431\u0435\u043b \u0425\u0430\u0431\u0430: \u043e\u0434\u0438\u043d \u0438 \u0442\u043e\u0442 \u0436\u0435\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0424\u0422 \u0438 \u0422\u0417 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0442\u0438\u043f\u0430\u043c\u0438 \u0432 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u0438 \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0445\u043e\u0434\u043e\u043c \u0432\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u0425\u0430\u0431 \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043b \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u0443\u044e \u0438\u0437 \u0434\u0432\u0443\u0445 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043e\u043a.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u0430\u0433\u0435\u043d\u0442\u0430.** \u0421\u0442\u0440\u043e\u043a\u0430 `A-FR, A-TZ` \u0432 \u0433\u0440\u0430\u0444\u0435 \u00ab\u0432\u044b\u0445\u043e\u0434\u00bb \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c: \u0430\u0433\u0435\u043d\u0442 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c, \u043a\u0430\u043a\u043e\u0439 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043e\u043d \u043e\u0431\u044f\u0437\u0430\u043d\\n\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u0438 \u043f\u043e \u043a\u0430\u043a\u043e\u043c\u0443 \u044d\u0442\u0430\u043b\u043e\u043d\u0443 \u0444\u043e\u0440\u043c\u044b \u0435\u0433\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c.\\n\\n## D2. \u00ab\u0427\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u00bb \u2014 \u044d\u0442\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\\n\\n\u0424\u043e\u0440\u043c\u0443\u043b\u0430 \u00ab\u0434\u043e \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 \u0424\u0422/\u0422\u0417\u00bb \u0437\u0430\u0434\u0430\u0451\u0442 \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 **4 \u0440\u0430\u0437\u0430** (3 \u0440\u0430\u0437\u0430 \u0432 \u0441\u043f\u043e\u043a\u0435,\\n1 \u0440\u0430\u0437 \u0432 \u0425\u0430\u0431\u0435). \u041e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0432 `standards/ba-ontology.md`, \u00a75 `draft` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\\n**\u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435\u043c \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430** \u0432 \u043c\u0430\u0448\u0438\u043d\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439\\n`raw \u2192 draft \u2192 in-review \u2192 validated \u2192 approved \u2192 baselined/released`.\\n\\n\u041e\u0434\u043d\u043e \u0438 \u0442\u043e \u0436\u0435 \u0441\u043b\u043e\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0434\u0432\u0443\u0445 \u0440\u043e\u043b\u044f\u0445: \u043a\u0430\u043a \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043f\u043e\u043b\u044f `status` \u0438 \u043a\u0430\u043a\\n\u0438\u043c\u044f \u0442\u043e\u0447\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430. \u041f\u0440\u043e\u0446\u0435\u0441\u0441, \u0437\u0430\u0432\u0435\u0440\u0448\u0430\u044e\u0449\u0438\u0439\u0441\u044f \u00ab\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u043e\u043c\u00bb, \u043d\u0435 \u0438\u043c\u0435\u0435\u0442\\n\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u044f \u2014 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `draft` \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u043b\u044e\u0431\u044b\u043c\\n\u043d\u0435\u043f\u0443\u0441\u0442\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u0430\u0433\u0435\u043d\u0442\u0430.** \u0413\u0435\u0439\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u0442\u0430\u043a\u043e\u0433\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043d\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f:\\n\u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442 \u00ab\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u043e\u043c\u00bb \u0438\u0441\u0442\u0438\u043d\u0435\u043d \u0432\u0441\u0435\u0433\u0434\u0430.\\n\\n## D3. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0434\u043e \u0448\u0435\u0441\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n\u0420\u0430\u0437\u0431\u043e\u0440 \u0442\u0430\u0431\u043b\u0438\u0446\u044b 30 \u0442\u0438\u043f\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b \u043f\u043e \u043f\u043e\u043b\u044e \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u00bb \u0434\u0430\u0451\u0442 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435:\\n\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f | \u041a\u043b\u0430\u0441\u0441\u043e\u0432 \u0432\u044b\u0445\u043e\u0434\u0430 |\\n| --- | --- |\\n| `documentation` | 6 (`business-alignment-pack`, `constraints-section`, `feature-spec-kk`, `fr-section`, `meeting-summary`, `tz-contract`) |\\n| `modeling` | 4 |\\n| `understanding` | 3 |\\n| `validation` | 3 |\\n| `quality`, `governance`, `impact_analysis` | 2 |\\n| \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 6 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 | 1 |\\n\\n**7 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438\u0437 13 (0.538)** \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430.\\n\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0441 \u0448\u0435\u0441\u0442\u044c\u044e \u043a\u043b\u0430\u0441\u0441\u0430\u043c\u0438 \u0432\u044b\u0445\u043e\u0434\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430: `documentation`\\n\u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u00ab\u043e\u0444\u043e\u0440\u043c\u0438\u0442\u044c \u0440\u0435\u0437\u044e\u043c\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0438\u00bb \u0438 \u00ab\u0441\u043e\u0431\u0440\u0430\u0442\u044c \u0422\u0417 \u043f\u043e \u0413\u041e\u0421\u0422\u00bb.\\n\\n## D4. \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b\\n\\n**8 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0439 \u0438\u0437 13** \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0435 (\u043c\u0430\u0440\u043a\u0435\u0440\u044b `:`, `;`, `,`, `\u0438`,\\n`\u0438\u043b\u0438` \u0432 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0441\u043f\u0438\u0441\u043a\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432):\\n\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f | \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 | \u041c\u0430\u0440\u043a\u0435\u0440\u043e\u0432 |\\n| --- | --- | --- |\\n| `ingestion` | \u00ab\u041f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0432\u0445\u043e\u0434 (ASR-\u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u043a\u0430, \u043f\u0438\u0441\u044c\u043c\u043e, \u0437\u0430\u043c\u0435\u0442\u043a\u0438, \u0442\u0435\u043d\u0434\u0435\u0440\u043d\u043e\u0435 \u0422\u0417) \u0432 \u0444\u043e\u0440\u043c\u0443, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u0443\u044e \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430.\u00bb | 4 |\\n| `documentation` | \u00ab\u041e\u0444\u043e\u0440\u043c\u043b\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b: \u0424\u0422, \u0422\u0417, \u0440\u0435\u0437\u044e\u043c\u0435 \u0432\u0441\u0442\u0440\u0435\u0447, \u043f\u0438\u0441\u044c\u043c\u0430.\u00bb | 4 |\\n| `understanding` | \u00ab\u0418\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u044b, \u0446\u0435\u043b\u0438, \u043d\u0435\u044f\u0432\u043d\u044b\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f; \u0444\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 \u0443\u0442\u043e\u0447\u043d\u044f\u044e\u0449\u0438\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\u00bb | 3 |\\n| `modeling` | \u00ab\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u0443\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438: Use Case, User Story, \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b UML/BPMN.\u00bb | 3 |\\n\\n`D3` \u0438 `D4` \u2014 \u043e\u0434\u0438\u043d \u0434\u0435\u0444\u0435\u043a\u0442, \u0437\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0441 \u0434\u0432\u0443\u0445 \u0441\u0442\u043e\u0440\u043e\u043d: \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0435 \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438\\n\u0438 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0445\u043e\u0434\u0430 \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u044b. \u042d\u0442\u043e \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e\\n\u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\u00bb \u2014 **\u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 \u0440\u0430\u0431\u043e\u0442 \u0443\u0440\u043e\u0432\u043d\u044f \u043e\u0431\u043b\u0430\u0441\u0442\u0435\u0439 \u0437\u043d\u0430\u043d\u0438\u0439 BABOK**, \u0430 \u043d\u0435\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0441 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c. \u0422\u0435\u0440\u043c\u0438\u043d \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u043d\u0451\u043d \u043a \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438\\n\u0434\u0440\u0443\u0433\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f.\\n\\n## D5. \u0423\u0440\u043e\u0432\u0435\u043d\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432 \u0441\u043f\u043e\u043a\u0435 \u0438 \u043f\u043e\u0442\u0435\u0440\u044f\u043d \u0432 \u0425\u0430\u0431\u0435\\n\\n| \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a | \u0424\u0430\u043a\u0442 |\\n| --- | --- |\\n| `standards/ba-ontology.md`, \u00a71 | \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c `\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430; \u0440\u0435\u0431\u0440\u043e `R1`: `\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441`, 1\u2192N |\\n| `docs/adr/009-bcreq-formation-process.md` | \u0448\u0435\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 `\u041f1`\u2026`\u041f6` \u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 `G1`, `G2`, `G3` |\\n| `projects/ba-ai-process/ba-meta-model/*.md` | **0** \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 |\\n\\n\u0425\u0430\u0431 \u0432\u043c\u0435\u0441\u0442\u043e \u0443\u0440\u043e\u0432\u043d\u044f \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0431\u044a\u044f\u0432\u0438\u043b `Skill` \u00ab\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0439\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0435\u0439 `Operation`\u00bb\\n([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72),\\n\u0442\u043e \u0435\u0441\u0442\u044c \u0441\u0432\u0451\u043b \u0442\u0440\u0451\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0443\u044e \u0438\u0435\u0440\u0430\u0440\u0445\u0438\u044e \u043a \u0434\u0432\u0443\u043c \u0443\u0440\u043e\u0432\u043d\u044f\u043c \u0438 \u043f\u043e\u0442\u0435\u0440\u044f\u043b \u0443\u0437\u0435\u043b, \u043a \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u0432\\n\u0441\u043f\u043e\u043a\u0435 \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u0433\u0435\u0439\u0442\u044b.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u0430\u0433\u0435\u043d\u0442\u0430.** \u041c\u0435\u0436\u0434\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c (\u00ab\u0424\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 BCREQ\u00bb) \u0438 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 (\u00ab\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\u00bb) \u043d\u0435\u0442 \u0443\u0437\u043b\u0430, \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c\\n\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434 \u0438 \u0433\u0435\u0439\u0442. \u041e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442\u0441\u044f.\\n\\n## D6. \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0438 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044f\u043c\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438\\n\\n\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 **\u0434\u0435\u0432\u044f\u0442\u044c** \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 (`Product`, `Artifact`,\\n`Operation`, `Process`, `Route`, `Actor`, `Gate`, `Contract`, `Trace`); `Skill`\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435 \u0434\u0435\u0441\u044f\u0442\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u043e\u0439, \u043d\u043e \u044f\u0432\u043d\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0435\u0439 `Operation`, \u0430\\n\u043d\u0435 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\u044e\\n([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72).\\n\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442:\\n\\n- **\u0421\u0438\u0441\u0442\u0435\u043c\u0430** \u2014 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430, \u043a \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f;\\n- **\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c** \u2014 \u043f\u043e\u0442\u0440\u0435\u0431\u0438\u0442\u0435\u043b\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0442\u043b\u0438\u0447\u043d\u044b\u0439 \u043e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b;\\n- **\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441** \u2014 \u0441\u043c. `D5`.\\n\\n\u041f\u0440\u0438 \u044d\u0442\u043e\u043c **5 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b** \u044f\u0432\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0430\u043a\u0442\u043e\u0440\u0430 (\u00ab\u0410\u043a\u0442\u043e\u0440\u00bb, \u00ab\u0420\u043e\u043b\u044c\u00bb,\\n\u00ab\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb) \u0432 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u043c\u043e\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435 \u2014 \u043f\u0440\u0435\u0436\u0434\u0435 \u0432\u0441\u0435\u0433\u043e \u043f\u0440\u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438 Use Case\\n\u0438 \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c. \u041c\u043e\u0434\u0435\u043b\u044c, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043d\u0435\u0442 \u043d\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043d\u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0432\u044b\u043d\u0443\u0436\u0434\u0430\u0435\u0442 \u0430\u0433\u0435\u043d\u0442\u0430\\n**\u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u0442\u044c** \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u043f\u0440\u0438 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 UML: \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0434\u043b\u044f \u043d\u0438\u0445 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442.\\n\\n**\u0422\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435.** `Actor` \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\\n\u0440\u0430\u0431\u043e\u0442\u044b (\u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0438\u043b\u0438 \u0430\u0433\u0435\u043d\u0442). \u0410\u043a\u0442\u043e\u0440 \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0440\u043e\u043b\u044c \u0432\u043e \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0438 \u0441\\n\u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439. \u041e\u0434\u043d\u043e \u0438\u043c\u044f \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u043e\u043d\u044f\u0442\u0438\u044f \u2014 \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0435\u043d\u0438\u044f\\n\u0430\u043a\u0442\u043e\u0440\u043e\u0432.\\n\\n## D7. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043d\u0435 \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u043e\u0439\\n\\n\u0418\u0437 **67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432** \u0441\u043f\u0438\u0446\u044b \u043f\u043e\u043b\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u0432 \u0438\u043c\u044f \u0438\u0437 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u0434\u0435\u0432\u044f\u0442\u0438\\n\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 **\u0443 \u043e\u0434\u043d\u043e\u0433\u043e**; \u0443 **66** \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u041f\u0440\u0438\u043c\u0435\u0440\u044b\\n\u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439:\\n\\n```\\nArchitecture Spike: HH.ru Chats \u2194 Mango CC data mapping\\nCombined L4 gap report: BA verdicts + SA models + footnoted hh.ru API sources\\nbcreq-1025-email-routing\\nbcreq-1059-multichannel-slots-limits\\n```\\n\\n\u0417\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0440\u0430\u0441\u043f\u0430\u0434\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0434\u0432\u0430 \u043a\u043b\u0430\u0441\u0441\u0430: **\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0440\u0430\u0431\u043e\u0442\u044b** (\u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442) \u0438\\n**\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u0430** (`bcreq-<\u043d\u043e\u043c\u0435\u0440>-<\u0442\u0435\u043c\u0430>`). \u041d\u0438 \u043e\u0434\u0438\u043d \u0438\u0437 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043d\u0435\\n\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u043c\u0435\u043d\u0435\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u0434\u0435\u0432\u044f\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 **\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0441\u044f** \u2014\\n\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043e\u043d \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u0438 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0441\u0447\u0438\u0442\u0430\u0442\u044c\u0441\u044f \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c\\n\u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u041a\u041a.\\n\\n**\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0432\u044b\u0432\u043e\u0434\u0430.** \u0417\u0430\u043c\u0435\u0440 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438, \u0430 \u043d\u0435\\n\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043a\u0430\u043a \u0442\u0430\u043a\u043e\u0432\u043e\u0433\u043e: \u0440\u0430\u0431\u043e\u0442\u0430 \u0432\u0435\u043b\u0430\u0441\u044c, \u043d\u043e \u0435\u0451 \u0442\u0438\u043f \u043d\u0435 \u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0441\u044f.\\n\\n## D8. \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u043f\u0438\u0441\u0430\u043d \u043a\u0430\u043a \u043b\u0438\u043d\u0435\u0439\u043d\u0430\u044f \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c\\n\\n\u0412 \u0448\u0435\u0441\u0442\u0438 \u0444\u0430\u0439\u043b\u0430\u0445 \u043c\u043e\u0434\u0443\u043b\u044f `ba-meta-model/`:\\n\\n- \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u0432 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f (`\u0432\u0435\u0442\u0432\u043b\u0435\u043d`, `\u0443\u0441\u043b\u043e\u0432\u043d`, `\u0433\u0440\u0430\u0444`, `\u0440\u0430\u0437\u0432\u0438\u043b\u043a`, `if `) \u2014 **1**, \u0438\\n  \u044d\u0442\u043e **\u043e\u0442\u0440\u0438\u0446\u0430\u043d\u0438\u0435**: `30-decision-framework.md:98`\\n  `<\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043f\u043e \u0440\u0435\u0436\u0438\u043c\u0443 \u0437\u0430\u043f\u0443\u0441\u043a\u0430>`;\\n- \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u2014 **2**, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435\\n  `10-theory.md`, \u00a76: \u00ab\u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u0435\u043d **\u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430** \u0438 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u0443\u0435\u0442\u0441\u044f\\n  \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438\u00bb;\\n- \u043b\u0438\u0441\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 Execution Package \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u043b\u0438\u043d\u0435\u0439\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a `steps:`.\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u043b\u0443\u0447\u0430\u044f: \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435\\n\u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u0438 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u0431\u044f\u0437\u0430\u043d\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u0443 \u0432 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\\n\u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0437\u0430\u0432\u0435\u0440\u0448\u0430\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442. \u041f\u0440\u0438 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0435 \u0442\u0430\u043a\u0430\u044f\\n\u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a **\u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430** \u0438 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u043e\u0439.\\n\\n## \u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442\\n\\n1. \u0414\u0435\u0444\u0435\u043a\u0442\u044b `D1`\u2013`D4` \u0434\u0435\u043b\u0430\u044e\u0442 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u2192 \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u044b\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0442\u043e\u043c \u0432\u0441\u0451 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435.\\n2. \u0414\u0435\u0444\u0435\u043a\u0442\u044b `D5`, `D6` \u0434\u0435\u043b\u0430\u044e\u0442 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0439 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044e \u2192 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043d\u0430\u0432\u044b\u043a\u0430\\n   (\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430) \u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u00ab\u0421\u0438\u0441\u0442\u0435\u043c\u0430\u00bb, \u00ab\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u044e\u0442\u0441\u044f \u0432\\n   \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n3. \u0414\u0435\u0444\u0435\u043a\u0442 `D7` \u043b\u0438\u0448\u0430\u0435\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u043f\u0440\u0430\u0432\u0430 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b \u2014 \u044d\u0442\u043e\\n   \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\\n   [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n   \u0438 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043a\u0435\u0439\u0441\u043e\u0432 \u0432\u043c\u0435\u0441\u0442\u043e \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n4. \u0414\u0435\u0444\u0435\u043a\u0442 `D8` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043a\u0430\u043a \u043e\u0440\u0438\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0433\u0440\u0430\u0444 \u0441\\n   \u0443\u0441\u043b\u043e\u0432\u043d\u044b\u043c\u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u043f\u043e \u0433\u0435\u0439\u0442\u0430\u043c.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0437\u0430\u043c\u0435\u0440\u0430\\n\\n- \u0414\u0435\u0444\u0435\u043a\u0442\u044b `D1`, `D2`, `D8` \u0438\u0449\u0443\u0442\u0441\u044f **\u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u043c\u0430\u0440\u043a\u0435\u0440\u0430\u043c\u0438**: \u0437\u0430\u043c\u0435\u0440 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\\n  \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0438\u043b\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u0430\u0432\u0442\u043e\u0440\u0430.\\n- `D3` \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u043f\u043e \u0442\u0430\u0431\u043b\u0438\u0446\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b; \u0441\u0442\u0440\u043e\u043a\u0438 \u0431\u0435\u0437 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u043c\u043e\u0433\u043e \u043f\u043e\u043b\u044f\\n  \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0441\u0447\u0451\u0442 \u043d\u0435 \u0438\u0434\u0443\u0442 (\u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043e 30 \u0441\u0442\u0440\u043e\u043a \u0438\u0437 30).\\n- `D4` \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0441\u043c\u044b\u0441\u043b: \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0441 \u043e\u0434\u043d\u0438\u043c \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c\\n  \u043d\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u0451\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0449\u0438\u043c, \u0447\u0442\u043e **\u0437\u0430\u043d\u0438\u0436\u0430\u0435\u0442** \u0447\u0438\u0441\u043b\u043e \u0434\u0435\u0444\u0435\u043a\u0442\u043d\u044b\u0445 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0439.\\n- `D6` \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u043f\u0440\u0438 \u043b\u044e\u0431\u043e\u043c \u0438\u0437 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0445 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u0439\\n  (`\u0421\u0438\u0441\u0442\u0435\u043c\u0430`/`System`, `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c`/`User`, `\u0410\u043a\u0442\u043e\u0440`/`Actor`,\\n  `\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441`/`Subprocess`).\\n- `D7` \u0431\u0435\u0440\u0451\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u043f\u043e\u043b\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043f\u0440\u043e\u0433\u043e\u043d \u0431\u0435\u0437 \u043f\u043e\u043b\u044f \u0443\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f\\n  \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e (\u0442\u0430\u043a\u0438\u0445 0).\",\n[2026-09-29T07:45:10.297Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:10.297Z] [INFO]       }\n[2026-09-29T07:45:10.297Z] [INFO]     ]\n[2026-09-29T07:45:10.297Z] [INFO]   },\n[2026-09-29T07:45:10.297Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"uuid\": \"05a6f49a-51a6-4d21-b45f-f8aeb6e19201\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:10.086Z\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:10.297Z] [INFO] }\n[2026-09-29T07:45:10.308Z] [STDOUT] [log_3bf29b] sending request {\n[2026-09-29T07:45:10.312Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:10.314Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:10.316Z] [STDOUT]   options: {\n[2026-09-29T07:45:10.321Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:10.327Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:10.334Z] [STDOUT]     body: {\n[2026-09-29T07:45:10.347Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:10.351Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:10.357Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:10.362Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:10.370Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:10.373Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:10.376Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:10.382Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:10.386Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:10.389Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:10.400Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:10.402Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:10.406Z] [STDOUT]     },\n[2026-09-29T07:45:10.410Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:10.413Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:10.420Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:10.426Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:10.432Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:10.436Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:10.441Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:10.447Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:10.451Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:10.454Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:10.459Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:10.463Z] [STDOUT]     },\n[2026-09-29T07:45:10.467Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:10.471Z] [STDOUT]   },\n[2026-09-29T07:45:10.474Z] [STDOUT]   headers: {\n[2026-09-29T07:45:10.477Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:10.480Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:10.484Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:10.487Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:10.489Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:10.493Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:10.499Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:10.505Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:10.511Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:10.519Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:10.526Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:10.537Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1767\",\n[2026-09-29T07:45:10.550Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:10.554Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:10.560Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:10.565Z] [STDOUT]     \"x-client-request-id\": \"0e5ba0f9-881c-4fdb-8b55-d7401a6493d2\",\n[2026-09-29T07:45:10.568Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:10.572Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:10.574Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:10.578Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:10.582Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:10.586Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:10.589Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:10.595Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:10.599Z] [STDOUT]   },\n[2026-09-29T07:45:10.606Z] [STDOUT] }\n[2026-09-29T07:45:10.620Z] [INFO] {\n[2026-09-29T07:45:10.620Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:10.620Z] [INFO]   \"message\": {\n[2026-09-29T07:45:10.620Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:10.620Z] [INFO]     \"content\": [\n[2026-09-29T07:45:10.620Z] [INFO]       {\n[2026-09-29T07:45:10.620Z] [INFO]         \"tool_use_id\": \"toolu_012zEfTiAeCECsJU3MNXMuKU\",\n[2026-09-29T07:45:10.620Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:10.620Z] [INFO]         \"content\": \"=== docs/rfc/2026-09-bcreq-working-release-pipeline.md\\n\\n# RFC: \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 Working Document \u2192 Release Document \u0434\u043b\u044f BCREQ\\n\\n## RFC Metadata\\n\\n| \u041f\u043e\u043b\u0435 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| Owner | G-Ivan-A |\\n| RFC status | `accepted`; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609) |\\n| Source issue | [#607](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/607) |\\n| Implementation link | [PR #608](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/608) |\\n| Evidence | \u0414\u0435\u0432\u044f\u0442\u044c \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0439 issue #607, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0445 \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438; \u0440\u0430\u043d\u0435\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f [PR #602](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/602), [PR #604](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/604) \u0438 [PR #606](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/606) |\\n| Impacted artifacts | \u0414\u043b\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: BCREQ Source schema, skills, gates, compiler, release profiles \u0438 Distribution |\\n| Decision record | \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438\u043d\u044f\u043b \u043f\u044f\u0442\u044c \u043f\u0443\u043d\u043a\u0442\u043e\u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u043c \u043a [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609) \u0434\u0438\u0430\u043b\u043e\u0433\u0435; \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0432 [\u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md) |\\n| Archetype scope | `C` \u2014 Product Spoke / Runtime |\\n\\n## Summary\\n\\n\u041d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0434\u0432\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. BCREQ \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\\n\u043e\u0434\u0438\u043d \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 **Working Document** \u2014 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\\n\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0438 \u2014 \u0438 \u043e\u0434\u0438\u043d \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e **Release Document**,\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e baseline \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u043d\u043d\u043e\u0439\\n\u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438.\\n\\n\u0420\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0445\u0440\u0430\u043d\u0438\u0442 evidence, User Story, scope, FR/NFR, UC, \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f,\\n\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0438 edge cases. Release \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u0443\u044e \u0438\\n\u0443\u043c\u0435\u0441\u0442\u043d\u0443\u044e \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044e. \u041a\u0430\u0436\u0434\u044b\u0439 NFR \u043e\u0431\u044f\u0437\u0430\u043d \u0441\u0441\u044b\u043b\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 FR.\\n\u041f\u0440\u0438\u0437\u043d\u0430\u043a `requires_backward_compatibility` \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e FR \u0438 \u043f\u0440\u0438 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u043c\\n\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0432 FR, \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f\u0445, edge cases \u0438\\n\u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u043c \u0434\u0438\u0437\u0430\u0439\u043d\u0435. \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u0443\u044e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0443 \u0438 \u0441\u0430\u043c\u0430 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 `G-release`.\\n\\n\u0422\u0435\u0440\u043c\u0438\u043d\u044b Working/Release \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0435\u043c, \u0447\u0442\u043e BABOK, IREB \u0438\u043b\u0438 TM Forum \u043f\u0440\u0435\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0441 \u0442\u0430\u043a\u0438\u043c\u0438\\n\u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f\u043c\u0438.\\n\\n## Motivation\\n\\n\u0410\u043d\u0430\u043b\u0438\u0437 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0439 issue #607 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c\\n\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c.\\n\\n| \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 | \u0420\u0438\u0441\u043a | \u0422\u0440\u0435\u0431\u0443\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 |\\n| --- | --- | --- |\\n| \u0412 \u0445\u043e\u0434\u0435 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b, \u0432\u043e\u043f\u0440\u043e\u0441\u044b, UI-\u0434\u0435\u0442\u0430\u043b\u0438 \u0438 edge cases \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u043d\u043e \u043f\u0435\u0440\u0435\u0433\u0440\u0443\u0436\u0430\u044e\u0442 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0442\u0435\u043a\u0441\u0442. | \u0415\u0441\u043b\u0438 \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0438\u0445 \u0440\u0430\u043d\u043e, \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435; \u0435\u0441\u043b\u0438 \u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0432\u0441\u0451, \u043a\u043b\u0438\u0435\u043d\u0442 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u043c\u0435\u0441\u0442\u043e \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041f\u043e\u043b\u043d\u044b\u0439 Working baseline \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u0430\u044f Release-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f. |\\n| \u0420\u0430\u0437\u0434\u0435\u043b 2.3 \u00ab\u0417\u0430\u0434\u0430\u0447\u0438\u00bb \u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u0430\u0445 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u043b FR, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0434\u0435\u0442\u0430\u043b\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041e\u0434\u0438\u043d \u0441\u043c\u044b\u0441\u043b \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u043c\u0435\u0441\u0442\u0430\u0445 \u0438 \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u0441\u044f. | \u0417\u0430\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u044f\u0432\u043d\u043e\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f; \u0437\u0430\u0434\u0430\u0447\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e \u043d\u0435 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. |\\n| NFR \u043f\u043e\u044f\u0432\u043b\u044f\u043b\u0438\u0441\u044c \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u043f\u043e\u0436\u0435\u043b\u0430\u043d\u0438\u044f \u0438\u043b\u0438 \u043a\u0430\u043a \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u044b, \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u043a \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044e. | \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0434\u0438\u0442\u044c \u043a \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0438\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0431\u0435\u0437 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438. | \u0422\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 NFR \u0441 \u044f\u0432\u043d\u044b\u043c `applies_to_fr` \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c target. |\\n| \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u043b\u0430\u0441\u044c \u043f\u043e\u0441\u043b\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041f\u043e\u0437\u0434\u043d\u0435\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 FR, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043d\u044b\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0443\u0436\u0435 \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f. | \u0420\u0430\u043d\u043d\u0435\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043f\u043e \u0432\u0441\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. |\\n| \u0414\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e FR \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c UC \u0438\u043b\u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f; \u0432 \u0434\u0440\u0443\u0433\u0438\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445 edge cases \u043e\u0441\u0442\u0430\u0432\u0430\u043b\u0438\u0441\u044c \u0431\u0435\u0437 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430. | \u0412\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0444\u0438\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438, \u0434\u043e\u0434\u0443\u043c\u0430\u043d\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0438\u043b\u0438 \u043d\u0435\u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435. | \u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0439 trace-\u0433\u0440\u0430\u0444 \u0438 \u0433\u0435\u0439\u0442\u044b \u043c\u0435\u0436\u0434\u0443 \u0441\u0442\u0430\u0434\u0438\u044f\u043c\u0438. |\\n| \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u0431\u0430\u0439\u0442-\u0432-\u0431\u0430\u0439\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u044b\u043c\u0438. | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0444\u0430\u0439\u043b\u043e\u0432 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0437\u0430 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432. | \u0414\u0435\u0434\u0443\u043f\u043b\u0438\u043a\u0430\u0446\u0438\u044f evidence \u043f\u043e checksum \u0434\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430. |\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u00ab\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0433\u043e\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u00bb. \u041e\u043d\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430: \u0434\u0435\u0444\u0435\u043a\u0442\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u043b\u0438 \u0434\u043e \u0440\u0435\u043d\u0434\u0435\u0440\u0438\u043d\u0433\u0430 \u2014 \u043f\u0440\u0438\\n\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u0432\u044b\u0431\u043e\u0440\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, \u0443\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438\\ntrace. \u0421\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0443\u0436\u0435\u043d \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u043e\u0432\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d.\\n\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445\\n\u0444\u0430\u043a\u0442\u043e\u0432. \u0418\u0441\u0445\u043e\u0434\u043d\u044b\u0435 JSON/TXT \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u043a\u0438 \u043d\u0435 \u0432\u0445\u043e\u0434\u044f\u0442 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0438\\n\u043f\u043e\u0434\u043b\u0435\u0436\u0430\u0442 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u044e \u043f\u043e\u0441\u043b\u0435 \u0430\u043d\u0430\u043b\u0438\u0437\u0430.\\n\\n## Goals and Non-goals\\n\\n### Goals\\n\\n- \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0440\u043e\u043b\u0438 Working Document \u0438 Release Document \u0431\u0435\u0437 \u0434\u0432\u0443\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432\\n  \u0438\u0441\u0442\u0438\u043d\u044b;\\n- \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0442\u0430\u0434\u0438\u0438, \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u0432 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0435/\u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435\\n  \u0433\u0435\u0439\u0442\u044b;\\n- \u0440\u0435\u0448\u0438\u0442\u044c \u0441\u0443\u0434\u044c\u0431\u0443 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 2.3;\\n- \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e NFR \u043a \u043e\u0434\u043d\u043e\u043c\u0443 \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c FR;\\n- \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u043d\u043d\u0438\u043c \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u043e\u043c FR, UC, edge cases \u0438 \u0434\u0438\u0437\u0430\u0439\u043d\u0430;\\n=== docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\n\\n# \u042d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u044c \u0432 RG-BCREQ-v1\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u0415\u0434\u0438\u043d\u0430\u044f \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 \u0441\u0435\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430 \u043a API, \u041b\u0438\u0447\u043d\u043e\u043c\u0443\\n\u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0443 \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0443. \u041e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0441\u043a\u0435\u043b\u0435\u0442, \u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 4\\n\u0438 7. \u0420\u0430\u0437\u0434\u0435\u043b 3 \u0432\u043e \u0432\u0441\u0435\u0445 \u0442\u0440\u0451\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\\n\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u0435\u0440\u0445\u043d\u0435\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f; \u043f\u043e\u043b\u044f, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f, \u044d\u043a\u0440\u0430\u043d\u044b, \u043c\u0435\u0442\u043e\u0434\u044b, \u043e\u0448\u0438\u0431\u043a\u0438 \u0438\\n\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e.\\n\\n\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n[`execution-package-gigacode-cli`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n\u043c\u043e\u0436\u0435\u0442 **\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u0442\u044c** \u0442\u0430\u043a\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 14 \u0441\u043b\u043e\u0442\u0430\u043c\u0438, \u043d\u043e \u043d\u0435 \u043c\u043e\u0436\u0435\u0442\\n**\u043d\u0430\u0434\u0451\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c** \u0435\u0433\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u0443, \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\\n\u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u0441\u043b\u043e\u0442\u043e\u0432, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438, \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u043b\u0438\\n\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f. \u0411\u043e\u043b\u0435\u0435 \u0442\u043e\u0433\u043e, \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043d\u0430\u0432\u044b\u043a \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u0438 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0424\u0422 \u0438 \u0442\u0435\u043c \u0441\u0430\u043c\u044b\u043c \u043f\u043e\u043e\u0449\u0440\u044f\u0435\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u043f\u0440\u0430\u0432\u0438\u043b UI \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u0432\\n\u0440\u0430\u0437\u0434\u0435\u043b \u0424\u0422. \u042d\u0442\u043e \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u044f\u0437\u044b\u043a\u043e\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438; \u044d\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0438 \u0435\u0433\u043e \u0433\u0435\u0439\u0442\u043e\u0432.\\n\\n\u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438\u043d\u044f\u043b \u0442\u0440\u0438 \u0444\u043e\u0440\u043c\u044b \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u043c \u043a\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609)\\n\u0434\u0438\u0430\u043b\u043e\u0433\u0435. `accepted` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043f\u0440\u0438\u0451\u043c\u043a\u0443 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0444\u043e\u0440\u043c\u044b, \u043d\u043e \u043d\u0435 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435\\n\u043a\u0435\u0439\u0441\u043e\u0432 \u0432 runtime Golden Set: \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0432\u0445\u043e\u0434\u044b, \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u0435\\nassertions \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 human gate. \u041e\u0446\u0435\u043d\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e runtime \u043d\u0438\u0436\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a\\n\u0441\u043d\u0438\u043c\u043a\u0443 \u0434\u043e [PR #604](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/604);\\n\u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0430 \u0432\\n[\u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f 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\u042d\u0442\u0438 \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0442\\nSource-\u0441\u0445\u0435\u043c\u0443 \u0441 \u044f\u0432\u043d\u044b\u043c\u0438 `unresolved` \u0438 `not-applicable` \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f\u043c\u0438 \u0438 \u043d\u0435 \u0434\u0430\u044e\u0442\\n\u043f\u0440\u0430\u0432\u0430 \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u043f\u043e\u0445\u043e\u0436\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u043e\u0447\u043d\u044b\u0435 ID.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438 \u043c\u0435\u0442\u043e\u0434\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609)\\n\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u043a \u043d\u0435\u043c\u0443 \u0434\u0438\u0430\u043b\u043e\u0433, [PR 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\u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439.\\n\\n\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435: \u043f\u0440\u043e\u0441\u0442\u043e\u0439 `n0` \u0441 \u0432\u044b\u0431\u043e\u0440\u043e\u043c BA \u0443\u0436\u0435 \u0435\u0441\u0442\u044c, \u043d\u043e \u043d\u0435\\n\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u0443\u044e \u043e\u0441\u044c \u0438\u0437 \u0442\u0438\u043f\u0430 \u0440\u0430\u0431\u043e\u0442\u044b; 80-\u043f\u0440\u043e\u0446\u0435\u043d\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0431\u0435\u0437 \u0448\u0430\u0431\u043b\u043e\u043d\u043d\u043e\u0433\u043e\\n\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c; \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 SID Overview \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0434\u043e\u043c\u0435\u043d\u044b, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 capability. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0432\u044b\u0431\u0440\u0430\u043d\u044b \u044f\u0432\u043d\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044f, \u0434\u0432\u0430 \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 industry binding \u0438\\n\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u044b\u0439 \u043f\u043e\u0440\u043e\u0433.\\n\\n## \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u044f \u0438 \u0434\u043e\u043c \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438\\n\\n| \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a | \u0418\u0442\u043e\u0433\u043e\u0432\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e | \u0414\u043e\u043c \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 |\\n| --- | --- | --- |\\n| #602: 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, L1\u2013L4, \u0442\u0440\u0438 Golden Form | 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u043e\u0439; L1 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u0443\u044e \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c, L2\u2013L4 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0435\u0451. \u0422\u0440\u0438 \u0444\u043e\u0440\u043c\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md) \u0438 [\u0430\u043d\u0430\u043b\u0438\u0437 \u0444\u043e\u0440\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md); \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0432 runtime Golden Set \u043f\u043e\u0441\u043b\u0435 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0433\u043e \u0442\u0435\u0441\u0442\u0430 \u0438 human gate. |\\n| #602: Product routing | \u0422\u0438\u043f \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u0443\u044e \u043e\u0441\u044c: MANGO-\u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430/KB \u2014 MANGO; \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u0438 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0422\u0417 \u2014 \u043e\u0442\u0440\u0430\u0441\u043b\u044c, \u0437\u0430\u0442\u0435\u043c MANGO. \u0412\u0441\u0435 unmatched \u0438 uncertain \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); `P-08` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u0422\u0417, \u0430 \u043d\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c BCREQ \u043f\u043e [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md). |\\n| #602: \u041f\u043e\u0440\u043e\u0433 80% | \u0414\u043e versioned \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b \u043f\u043e\u0434\u0441\u0447\u0451\u0442\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c. \u041f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0431\u0430\u0437\u044b \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u043f\u043e\u0438\u0441\u043a\u0430, \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044f \u043f\u043e\u043b\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442 \u043e \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0438. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0439 \u0432\u0445\u043e\u0434 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0443\u043a\u0430\u0437\u0430\u043d \u043d\u0438\u0436\u0435. |\\n| #602 \u0438 #604: `G-human` \u0438 `n0` | \u0410\u0433\u0435\u043d\u0442 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 mapping \u0441 \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c, evidence, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430\u043c\u0438, \u0440\u0438\u0441\u043a\u043e\u043c \u0438 \u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0435\u0439; BA \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442/\u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442 mapping \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439, \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442 \u043c\u0435\u0442\u043e\u0434 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. `n0` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0430\u043d\u043d\u0438\u043c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c \u0434\u043b\u044f BCREQ. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u0442\u0435\u043a\u0443\u0449\u0438\u0439 [route](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u043f\u043e\u043a\u0430 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043b\u0438\u0448\u044c MANGO-\u0446\u0435\u043f\u043e\u0447\u043a\u0443. |\\n| #602: Content profiles | \u041f\u0440\u043e\u0444\u0438\u043b\u0438 API, \u041b\u041a, \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0439 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430, \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0439 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430 \u0438 AI/\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u043e\u0447\u0435\u0442\u0430\u044e\u0442\u0441\u044f. \u0420\u043e\u0431\u043e\u0442\u044b \u0438 \u0440\u0435\u0447\u0435\u0432\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u043e\u0434\u0438\u043d AI-\u043f\u0440\u043e\u0444\u0438\u043b\u044c \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u043c\u0438 bindings. \u0412\u0438\u0434\u0435\u043e \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0444\u0430\u043a\u0442\u0443 \u043d\u0430\u043b\u0438\u0447\u0438\u044f capability. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0444\u0430\u043a\u0442\u044b \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u044b [\u0441\u043d\u0438\u043c\u043a\u043e\u043c MANGO](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml). |\\n| #606: Pre-decomposition \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430 | Evidence, goal/task/boundary, as-is\u2192delta, product binding \u0438 claim register \u0441\u043e\u0437\u0434\u0430\u044e\u0442\u0441\u044f \u0432 Working \u0434\u043e FR/UC/NFR. `G-mach` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, `G-semantic` \u2014 \u0441\u043c\u044b\u0441\u043b \u0441 rationale, `G-human` \u2014 \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 \u0438 \u043f\u0440\u0438\u0451\u043c\u043a\u0443. | [\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) \u0438 \u043e\u0431\u0430 RFC; \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime contract \u0435\u0449\u0451 \u043d\u0435 \u0441\u043e\u0431\u0440\u0430\u043d. |\\n| #606: TM Forum + SID | \u0422\u043e\u0447\u043d\u044b\u0435 ID TM Forum \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f `unresolved` \u0431\u0435\u0437 snapshot; SID \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u0434\u043b\u044f \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u0438, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u0430 capability/eTOM ID. \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u0441\u0447\u0451\u043b \u0442\u0435\u043a\u0443\u0449\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0439; 23 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0447\u0430\u0442\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439 evidence. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a710](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md) \u0438 [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md). \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043e \u0440\u043e\u043b\u0438 SID \u2014 [TM Forum Information Framework](https://www.tmforum.org/open-digital-architecture/information-framework-sid/). |\\n| #608: \u043f\u044f\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 | Working \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0439 baseline; Release \u2014 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f; 2.3 \u00ab\u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f\u00bb; NFR\u2192FR \u0438 compatibility closure; pre/post gates; \u0440\u0430\u0437\u0434\u0435\u043b 4 \u00ab\u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0434\u0438\u0437\u0430\u0439\u043d \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u00bb. | [RFC Working \u2192 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md), \u0441\u0442\u0430\u0442\u0443\u0441 `accepted`. |\\n\\n## \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n\\n| \u041a\u043e\u043d\u0442\u0443\u0440 | \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 | \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c |\\n| --- | --- | --- |\\n| Scope \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 | [README \u043f\u0440\u043e\u0435\u043a\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/README.md) \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 `mango-only` \u043a\u0430\u043a \u0432\u0435\u0441\u044c \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c; [MANGO](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml) \u0438 [telecom](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml) \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 42 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f. \u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0445\u0440\u0430\u043d\u0438\u0442 prose, \u043d\u0435 \u0442\u043e\u0447\u043d\u044b\u0435 TM Forum IDs. | \u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c provenance \u043f\u0440\u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438; \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 ID \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0433\u043e snapshot. |\\n| Process \u2192 route | [\u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md) \u0432\u044b\u0434\u0435\u043b\u044f\u0435\u0442 `P-08` \u0434\u043b\u044f \u043e\u0446\u0435\u043d\u043a\u0438 \u0447\u0443\u0436\u043e\u0433\u043e \u0422\u0417. [Route](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u0438\u043c\u0435\u0435\u0442 `n0` \u0438 MANGO binding, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 BCREQ-\u0441\u0440\u0435\u0437. | \u0412 Source \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b; \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c P-08 \u043a\u0430\u043a \u0443\u0436\u0435 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c. |\\n| Evidence \u2192 FR/UC/NFR | [\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) \u0437\u0430\u0434\u0430\u0451\u0442 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b; [Golden forms](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) \u0437\u0430\u0434\u0430\u044e\u0442 \u043f\u0440\u0438\u043c\u0435\u0440\u044b. \u0422\u0435\u043a\u0443\u0449\u0430\u044f [C-OUT schema](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/contracts/c-out-bcreq.schema.json) \u0435\u0449\u0451 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u044b\u0439 coverage contract. | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 Working schema \u0438 negative fixtures, \u0437\u0430\u0442\u0435\u043c `G-mach`, semantic regressions \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 skills. |\\n| Working \u2192 Release | \u0414\u0432\u0430 RFC \u0442\u0435\u043f\u0435\u0440\u044c \u0434\u0435\u043b\u044f\u0442 \u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c: \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u0441\u043b\u043e\u0442\u044b \u0438 \u0442\u0438\u043f\u044b \u2014 RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438; \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f, 2.3, 4 \u0438 \u0443\u0441\u043b\u043e\u0432\u043d\u044b\u0439 7 \u2014 RFC \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430. | Source compiler, baseline digest, reverse trace, `G-release` \u0438 privacy checks; Distribution \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0438\u0437 Source \u043f\u043e [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md). |\\n| CLI deployment | \u0422\u0440\u0435\u0442\u0438\u0439 [RFC \u043e \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md) \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f `proposed`: \u043e\u043d \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u0441\u0440\u0435\u0434\u0443 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0438 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044e, \u0430 \u043d\u0435 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0443 BCREQ. | \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c Source \u2192 Distribution \u0441 \u044d\u0442\u0438\u043c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 runtime-\u0437\u0430\u0434\u0430\u0447\u0435; \u0435\u0433\u043e \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u043d\u0430\u0447\u0430\u043b\u0430 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 Source. |\\n| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | [\u041f\u0430\u043a\u0435\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md) \u0443\u0436\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u044e. \u041e\u043d\u0438 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c, \u0432\u044b\u0431\u043e\u0440 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u043e\u0439 \u043e\u0441\u0438, NFR\u2192FR \u0438\u043b\u0438 Release-\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e. | \u0414\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0437\u0438\u0442\u0438\u0432\u043d\u044b\u0435/\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 fixtures \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043d\u043e\u0432\u043e\u0433\u043e gate, \u0432\u043a\u043b\u044e\u0447\u0430\u044f non-CC, external TZ, missing mapping, orphan NFR, unknown compatibility \u0438 \u043f\u043e\u0442\u0435\u0440\u044f\u043d\u043d\u044b\u0439 edge case. |\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0430 12 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 Markdown-\u0441\u0441\u044b\u043b\u043e\u043a \u0432 \u043c\u043e\u0434\u0443\u043b\u044f\u0445\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0434\u0438\u043d URL \u043d\u0430 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 `30-production-law.md`. \u041e\u043d\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b\\n\u0432 \u044d\u0442\u043e\u043c PR. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0443\u0442\u0438 \u0432 frontmatter, \u043a\u043e\u0434\u0435 \u0438 YAML \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f\\n\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c\u0438 \u043f\u0443\u0442\u044f\u043c\u0438/\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\u043c\u0438, \u0430 \u043d\u0435 Markdown-\u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438.\\n\\n## \u041d\u0435\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0435 \u0438 \u043f\u0443\u0442\u044c \u043a \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\",\n[2026-09-29T07:45:10.620Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:10.620Z] [INFO]       }\n[2026-09-29T07:45:10.620Z] [INFO]     ]\n[2026-09-29T07:45:10.620Z] [INFO]   },\n[2026-09-29T07:45:10.620Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:10.620Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:10.620Z] [INFO]   \"uuid\": \"5c4d2ca6-ad23-46ad-ac0f-b21f2970acd4\",\n[2026-09-29T07:45:10.620Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:10.351Z\",\n[2026-09-29T07:45:10.620Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:45:10.620Z] [INFO]     \"stdout\": \"=== docs/rfc/2026-09-bcreq-working-release-pipeline.md\\n\\n# RFC: \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 Working Document \u2192 Release Document \u0434\u043b\u044f BCREQ\\n\\n## RFC Metadata\\n\\n| \u041f\u043e\u043b\u0435 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| Owner | G-Ivan-A |\\n| RFC status | `accepted`; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609) |\\n| Source issue | [#607](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/607) |\\n| Implementation link | [PR #608](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/608) |\\n| Evidence | \u0414\u0435\u0432\u044f\u0442\u044c \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0439 issue #607, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0445 \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438; \u0440\u0430\u043d\u0435\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f [PR #602](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/602), [PR #604](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/604) \u0438 [PR #606](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/606) |\\n| Impacted artifacts | \u0414\u043b\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: BCREQ Source schema, skills, gates, compiler, release profiles \u0438 Distribution |\\n| Decision record | \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438\u043d\u044f\u043b \u043f\u044f\u0442\u044c \u043f\u0443\u043d\u043a\u0442\u043e\u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u043c \u043a [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609) \u0434\u0438\u0430\u043b\u043e\u0433\u0435; \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0432 [\u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md) |\\n| Archetype scope | `C` \u2014 Product Spoke / Runtime |\\n\\n## Summary\\n\\n\u041d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0434\u0432\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. BCREQ \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\\n\u043e\u0434\u0438\u043d \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 **Working Document** \u2014 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\\n\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0438 \u2014 \u0438 \u043e\u0434\u0438\u043d \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e **Release Document**,\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e baseline \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u043d\u043d\u043e\u0439\\n\u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438.\\n\\n\u0420\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0445\u0440\u0430\u043d\u0438\u0442 evidence, User Story, scope, FR/NFR, UC, \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f,\\n\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0438 edge cases. Release \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u0443\u044e \u0438\\n\u0443\u043c\u0435\u0441\u0442\u043d\u0443\u044e \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044e. \u041a\u0430\u0436\u0434\u044b\u0439 NFR \u043e\u0431\u044f\u0437\u0430\u043d \u0441\u0441\u044b\u043b\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 FR.\\n\u041f\u0440\u0438\u0437\u043d\u0430\u043a `requires_backward_compatibility` \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e FR \u0438 \u043f\u0440\u0438 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u043c\\n\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0432 FR, \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f\u0445, edge cases \u0438\\n\u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u043c \u0434\u0438\u0437\u0430\u0439\u043d\u0435. \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u0443\u044e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0443 \u0438 \u0441\u0430\u043c\u0430 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 `G-release`.\\n\\n\u0422\u0435\u0440\u043c\u0438\u043d\u044b Working/Release \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0435\u043c, \u0447\u0442\u043e BABOK, IREB \u0438\u043b\u0438 TM Forum \u043f\u0440\u0435\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0441 \u0442\u0430\u043a\u0438\u043c\u0438\\n\u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f\u043c\u0438.\\n\\n## Motivation\\n\\n\u0410\u043d\u0430\u043b\u0438\u0437 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0439 issue #607 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c\\n\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c.\\n\\n| \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 | \u0420\u0438\u0441\u043a | \u0422\u0440\u0435\u0431\u0443\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 |\\n| --- | --- | --- |\\n| \u0412 \u0445\u043e\u0434\u0435 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b, \u0432\u043e\u043f\u0440\u043e\u0441\u044b, UI-\u0434\u0435\u0442\u0430\u043b\u0438 \u0438 edge cases \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u043d\u043e \u043f\u0435\u0440\u0435\u0433\u0440\u0443\u0436\u0430\u044e\u0442 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0442\u0435\u043a\u0441\u0442. | \u0415\u0441\u043b\u0438 \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0438\u0445 \u0440\u0430\u043d\u043e, \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435; \u0435\u0441\u043b\u0438 \u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0432\u0441\u0451, \u043a\u043b\u0438\u0435\u043d\u0442 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u043c\u0435\u0441\u0442\u043e \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041f\u043e\u043b\u043d\u044b\u0439 Working baseline \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u0430\u044f Release-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f. |\\n| \u0420\u0430\u0437\u0434\u0435\u043b 2.3 \u00ab\u0417\u0430\u0434\u0430\u0447\u0438\u00bb \u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u0430\u0445 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u043b FR, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0434\u0435\u0442\u0430\u043b\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041e\u0434\u0438\u043d \u0441\u043c\u044b\u0441\u043b \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u043c\u0435\u0441\u0442\u0430\u0445 \u0438 \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u0441\u044f. | \u0417\u0430\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u044f\u0432\u043d\u043e\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f; \u0437\u0430\u0434\u0430\u0447\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e \u043d\u0435 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. |\\n| NFR \u043f\u043e\u044f\u0432\u043b\u044f\u043b\u0438\u0441\u044c \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u043f\u043e\u0436\u0435\u043b\u0430\u043d\u0438\u044f \u0438\u043b\u0438 \u043a\u0430\u043a \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u044b, \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u043a \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044e. | \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0434\u0438\u0442\u044c \u043a \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0438\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0431\u0435\u0437 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438. | \u0422\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 NFR \u0441 \u044f\u0432\u043d\u044b\u043c `applies_to_fr` \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c target. |\\n| \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u043b\u0430\u0441\u044c \u043f\u043e\u0441\u043b\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041f\u043e\u0437\u0434\u043d\u0435\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 FR, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043d\u044b\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0443\u0436\u0435 \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f. | \u0420\u0430\u043d\u043d\u0435\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043f\u043e \u0432\u0441\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. |\\n| \u0414\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e FR \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c UC \u0438\u043b\u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f; \u0432 \u0434\u0440\u0443\u0433\u0438\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445 edge cases \u043e\u0441\u0442\u0430\u0432\u0430\u043b\u0438\u0441\u044c \u0431\u0435\u0437 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430. | \u0412\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0444\u0438\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438, \u0434\u043e\u0434\u0443\u043c\u0430\u043d\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0438\u043b\u0438 \u043d\u0435\u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435. | \u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0439 trace-\u0433\u0440\u0430\u0444 \u0438 \u0433\u0435\u0439\u0442\u044b \u043c\u0435\u0436\u0434\u0443 \u0441\u0442\u0430\u0434\u0438\u044f\u043c\u0438. |\\n| \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u0431\u0430\u0439\u0442-\u0432-\u0431\u0430\u0439\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u044b\u043c\u0438. | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0444\u0430\u0439\u043b\u043e\u0432 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0437\u0430 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432. | \u0414\u0435\u0434\u0443\u043f\u043b\u0438\u043a\u0430\u0446\u0438\u044f evidence \u043f\u043e checksum \u0434\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430. |\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u00ab\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0433\u043e\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u00bb. \u041e\u043d\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430: \u0434\u0435\u0444\u0435\u043a\u0442\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u043b\u0438 \u0434\u043e \u0440\u0435\u043d\u0434\u0435\u0440\u0438\u043d\u0433\u0430 \u2014 \u043f\u0440\u0438\\n\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u0432\u044b\u0431\u043e\u0440\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, \u0443\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438\\ntrace. \u0421\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0443\u0436\u0435\u043d \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u043e\u0432\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d.\\n\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445\\n\u0444\u0430\u043a\u0442\u043e\u0432. \u0418\u0441\u0445\u043e\u0434\u043d\u044b\u0435 JSON/TXT \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u043a\u0438 \u043d\u0435 \u0432\u0445\u043e\u0434\u044f\u0442 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0438\\n\u043f\u043e\u0434\u043b\u0435\u0436\u0430\u0442 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u044e \u043f\u043e\u0441\u043b\u0435 \u0430\u043d\u0430\u043b\u0438\u0437\u0430.\\n\\n## Goals and Non-goals\\n\\n### Goals\\n\\n- \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0440\u043e\u043b\u0438 Working Document \u0438 Release Document \u0431\u0435\u0437 \u0434\u0432\u0443\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432\\n  \u0438\u0441\u0442\u0438\u043d\u044b;\\n- \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0442\u0430\u0434\u0438\u0438, \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u0432 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0435/\u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435\\n  \u0433\u0435\u0439\u0442\u044b;\\n- \u0440\u0435\u0448\u0438\u0442\u044c \u0441\u0443\u0434\u044c\u0431\u0443 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 2.3;\\n- \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e NFR \u043a \u043e\u0434\u043d\u043e\u043c\u0443 \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c FR;\\n- \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u043d\u043d\u0438\u043c \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u043e\u043c FR, UC, edge cases \u0438 \u0434\u0438\u0437\u0430\u0439\u043d\u0430;\\n=== docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\n\\n# \u042d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u044c \u0432 RG-BCREQ-v1\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u0415\u0434\u0438\u043d\u0430\u044f \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 \u0441\u0435\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430 \u043a API, \u041b\u0438\u0447\u043d\u043e\u043c\u0443\\n\u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0443 \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0443. \u041e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0441\u043a\u0435\u043b\u0435\u0442, \u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 4\\n\u0438 7. \u0420\u0430\u0437\u0434\u0435\u043b 3 \u0432\u043e \u0432\u0441\u0435\u0445 \u0442\u0440\u0451\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\\n\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u0435\u0440\u0445\u043d\u0435\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f; \u043f\u043e\u043b\u044f, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f, \u044d\u043a\u0440\u0430\u043d\u044b, \u043c\u0435\u0442\u043e\u0434\u044b, \u043e\u0448\u0438\u0431\u043a\u0438 \u0438\\n\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e.\\n\\n\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n[`execution-package-gigacode-cli`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n\u043c\u043e\u0436\u0435\u0442 **\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u0442\u044c** \u0442\u0430\u043a\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 14 \u0441\u043b\u043e\u0442\u0430\u043c\u0438, \u043d\u043e \u043d\u0435 \u043c\u043e\u0436\u0435\u0442\\n**\u043d\u0430\u0434\u0451\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c** \u0435\u0433\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u0443, \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\\n\u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u0441\u043b\u043e\u0442\u043e\u0432, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438, \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u043b\u0438\\n\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f. \u0411\u043e\u043b\u0435\u0435 \u0442\u043e\u0433\u043e, \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043d\u0430\u0432\u044b\u043a \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u0438 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0424\u0422 \u0438 \u0442\u0435\u043c \u0441\u0430\u043c\u044b\u043c \u043f\u043e\u043e\u0449\u0440\u044f\u0435\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u043f\u0440\u0430\u0432\u0438\u043b UI \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u0432\\n\u0440\u0430\u0437\u0434\u0435\u043b \u0424\u0422. \u042d\u0442\u043e \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u044f\u0437\u044b\u043a\u043e\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438; \u044d\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0438 \u0435\u0433\u043e \u0433\u0435\u0439\u0442\u043e\u0432.\\n\\n\u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438\u043d\u044f\u043b \u0442\u0440\u0438 \u0444\u043e\u0440\u043c\u044b \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u043c \u043a\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609)\\n\u0434\u0438\u0430\u043b\u043e\u0433\u0435. `accepted` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043f\u0440\u0438\u0451\u043c\u043a\u0443 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0444\u043e\u0440\u043c\u044b, \u043d\u043e \u043d\u0435 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435\\n\u043a\u0435\u0439\u0441\u043e\u0432 \u0432 runtime Golden Set: \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0432\u0445\u043e\u0434\u044b, \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u0435\\nassertions \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 human gate. \u041e\u0446\u0435\u043d\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e runtime \u043d\u0438\u0436\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a\\n\u0441\u043d\u0438\u043c\u043a\u0443 \u0434\u043e [PR #604](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/604);\\n\u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0430 \u0432\\n[\u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0438 \u043c\u0435\u0442\u043e\u0434\\n\\n\u0412\u0441\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f [issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/601)\\n\u0431\u044b\u043b\u0438 \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438. \u0412 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043b\u0438\u0441\u044c PDF,\\nJSON-\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u044b, \u0442\u0435\u043a\u0441\u0442 \u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0438\u043b\u0438 \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435.\\n\\n| \u0412\u0445\u043e\u0434 | \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0432 \u0441\u0438\u043d\u0442\u0435\u0437\u0435 |\\n| --- | --- |\\n| `BCREQ-729.pdf`, 10 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | API-\u043f\u043e\u043b\u044f \u0438 \u043c\u0435\u0442\u043e\u0434\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0424\u0422; \u043f\u0440\u0438\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0440\u0438\u0441\u043a \u043f\u043e\u0434\u043c\u0435\u043d\u044b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u0445\u0435\u043c\u043e\u0439. |\\n| `BCREQ-765.pdf`, 8 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | 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\u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c, \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u043d\u0435 \u0442\u0435\u0440\u044f\u044e\u0442\u0441\u044f.\\n\\n## \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0444\u043e\u0440\u043c\u044b\\n\\n| \u0420\u0430\u0437\u0434\u0435\u043b BCREQ | \u0421\u043c\u044b\u0441\u043b | \u0421\u043b\u043e\u0442\u044b \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 |\\n=== docs/analysis/2026-09-24-architecture-convergence-and-readiness.md\\n\\n# \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b BCREQ \u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c Source \u043a \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u041c\u043e\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0438\u0442\u044c \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f\u043c \u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0438 Source \u043f\u0430\u043a\u0435\u0442\u0430.** \u0414\u043b\u044f\\n\u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442 \u0444\u043e\u0440\u043c\u0443 BCREQ, \u0440\u043e\u043b\u0438 \u0433\u0435\u0439\u0442\u043e\u0432 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0443\\nWorking \u2192 Release, \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f.\\n\u042d\u0442\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, \u0447\u0442\u043e \u0442\u0435\u043a\u0443\u0449\u0430\u044f Distribution \u0443\u0436\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 RFC.\\n\u041f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430 \u043d\u043e\u0432\u044b\u0439 runtime \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0442\u0435\u0441\u0442\u043e\u0432 \u0438 human review.\\n\\n\u041f\u043e\u043b\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00abMANGO-first \u043f\u0440\u0438 \u226580% \u0448\u0430\u0431\u043b\u043e\u043d\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0422\u0417\u00bb \u043f\u043e\u043a\u0430\\n\u043d\u0435\u043b\u044c\u0437\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c: \u043d\u0435\u0442 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e versioned \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432, \u0435\u0434\u0438\u043d\u0438\u0446\u044b\\n\u0441\u0447\u0451\u0442\u0430 \u0438 \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0439. \u0422\u043e\u0447\u043d\u044b\u0439 TM Forum binding \u0442\u043e\u0436\u0435 \u043d\u0435\\n\u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0433\u043e authoritative snapshot. \u042d\u0442\u0438 \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0442\\nSource-\u0441\u0445\u0435\u043c\u0443 \u0441 \u044f\u0432\u043d\u044b\u043c\u0438 `unresolved` \u0438 `not-applicable` \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f\u043c\u0438 \u0438 \u043d\u0435 \u0434\u0430\u044e\u0442\\n\u043f\u0440\u0430\u0432\u0430 \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u043f\u043e\u0445\u043e\u0436\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u043e\u0447\u043d\u044b\u0435 ID.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438 \u043c\u0435\u0442\u043e\u0434\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609)\\n\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u043a \u043d\u0435\u043c\u0443 \u0434\u0438\u0430\u043b\u043e\u0433, [PR #602](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/602),\\n[PR #604](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/604),\\n[PR #606](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/606),\\n[PR #608](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/608),\\n\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 README, \u0442\u0440\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0445 RFC, \u0434\u0432\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430, \u043c\u043e\u0434\u0443\u043b\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438,\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, route/skills/schemas Distribution \u0438 \u0442\u0435\u0441\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0441\u0441\u044b\u043b\u043e\u043a \u043f\u0440\u043e\u0448\u043b\u0430 \u043f\u043e Markdown-\u0444\u0430\u0439\u043b\u0430\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0430. \u041f\u0435\u0440\u0432\u0438\u0447\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e runtime\\n\u0432\u0437\u044f\u0442 \u0438\u0437 [route `n0`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml)\\n\u0438 [\u043d\u0430\u0432\u044b\u043a\u0430 \u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/.gigacode/skills/product-attribution/SKILL.md),\\n\u0430 \u043d\u0435 \u0438\u0437 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u0430 \u043f\u0440\u0435\u0436\u043d\u0435\u0433\u043e \u0430\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u0430. \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 issue \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439.\\n\\n\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435: \u043f\u0440\u043e\u0441\u0442\u043e\u0439 `n0` \u0441 \u0432\u044b\u0431\u043e\u0440\u043e\u043c BA \u0443\u0436\u0435 \u0435\u0441\u0442\u044c, \u043d\u043e \u043d\u0435\\n\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u0443\u044e \u043e\u0441\u044c \u0438\u0437 \u0442\u0438\u043f\u0430 \u0440\u0430\u0431\u043e\u0442\u044b; 80-\u043f\u0440\u043e\u0446\u0435\u043d\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0431\u0435\u0437 \u0448\u0430\u0431\u043b\u043e\u043d\u043d\u043e\u0433\u043e\\n\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c; \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 SID Overview \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0434\u043e\u043c\u0435\u043d\u044b, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 capability. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0432\u044b\u0431\u0440\u0430\u043d\u044b \u044f\u0432\u043d\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044f, \u0434\u0432\u0430 \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 industry binding \u0438\\n\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u044b\u0439 \u043f\u043e\u0440\u043e\u0433.\\n\\n## \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u044f \u0438 \u0434\u043e\u043c \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438\\n\\n| \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a | \u0418\u0442\u043e\u0433\u043e\u0432\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e | \u0414\u043e\u043c \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 |\\n| --- | --- | --- |\\n| #602: 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, L1\u2013L4, \u0442\u0440\u0438 Golden Form | 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u043e\u0439; L1 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u0443\u044e \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c, L2\u2013L4 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0435\u0451. \u0422\u0440\u0438 \u0444\u043e\u0440\u043c\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md) \u0438 [\u0430\u043d\u0430\u043b\u0438\u0437 \u0444\u043e\u0440\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md); \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0432 runtime Golden Set \u043f\u043e\u0441\u043b\u0435 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0433\u043e \u0442\u0435\u0441\u0442\u0430 \u0438 human gate. |\\n| #602: Product routing | \u0422\u0438\u043f \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u0443\u044e \u043e\u0441\u044c: MANGO-\u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430/KB \u2014 MANGO; \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u0438 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0422\u0417 \u2014 \u043e\u0442\u0440\u0430\u0441\u043b\u044c, \u0437\u0430\u0442\u0435\u043c MANGO. \u0412\u0441\u0435 unmatched \u0438 uncertain \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); `P-08` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u0422\u0417, \u0430 \u043d\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c BCREQ \u043f\u043e [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md). |\\n| #602: \u041f\u043e\u0440\u043e\u0433 80% | \u0414\u043e versioned \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b \u043f\u043e\u0434\u0441\u0447\u0451\u0442\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c. \u041f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0431\u0430\u0437\u044b \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u043f\u043e\u0438\u0441\u043a\u0430, \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044f \u043f\u043e\u043b\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442 \u043e \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0438. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0439 \u0432\u0445\u043e\u0434 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0443\u043a\u0430\u0437\u0430\u043d \u043d\u0438\u0436\u0435. |\\n| #602 \u0438 #604: `G-human` \u0438 `n0` | \u0410\u0433\u0435\u043d\u0442 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 mapping \u0441 \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c, evidence, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430\u043c\u0438, \u0440\u0438\u0441\u043a\u043e\u043c \u0438 \u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0435\u0439; BA \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442/\u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442 mapping \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439, \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442 \u043c\u0435\u0442\u043e\u0434 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. `n0` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0430\u043d\u043d\u0438\u043c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c \u0434\u043b\u044f BCREQ. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u0442\u0435\u043a\u0443\u0449\u0438\u0439 [route](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u043f\u043e\u043a\u0430 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043b\u0438\u0448\u044c MANGO-\u0446\u0435\u043f\u043e\u0447\u043a\u0443. |\\n| #602: Content profiles | \u041f\u0440\u043e\u0444\u0438\u043b\u0438 API, \u041b\u041a, \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0439 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430, \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0439 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430 \u0438 AI/\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u043e\u0447\u0435\u0442\u0430\u044e\u0442\u0441\u044f. \u0420\u043e\u0431\u043e\u0442\u044b \u0438 \u0440\u0435\u0447\u0435\u0432\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u043e\u0434\u0438\u043d AI-\u043f\u0440\u043e\u0444\u0438\u043b\u044c \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u043c\u0438 bindings. \u0412\u0438\u0434\u0435\u043e \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0444\u0430\u043a\u0442\u0443 \u043d\u0430\u043b\u0438\u0447\u0438\u044f capability. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0444\u0430\u043a\u0442\u044b \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u044b [\u0441\u043d\u0438\u043c\u043a\u043e\u043c MANGO](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml). |\\n| #606: Pre-decomposition \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430 | Evidence, goal/task/boundary, as-is\u2192delta, product binding \u0438 claim register \u0441\u043e\u0437\u0434\u0430\u044e\u0442\u0441\u044f \u0432 Working \u0434\u043e FR/UC/NFR. `G-mach` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, `G-semantic` \u2014 \u0441\u043c\u044b\u0441\u043b \u0441 rationale, `G-human` \u2014 \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 \u0438 \u043f\u0440\u0438\u0451\u043c\u043a\u0443. | [\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) \u0438 \u043e\u0431\u0430 RFC; \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime contract \u0435\u0449\u0451 \u043d\u0435 \u0441\u043e\u0431\u0440\u0430\u043d. |\\n| #606: TM Forum + SID | \u0422\u043e\u0447\u043d\u044b\u0435 ID TM Forum \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f `unresolved` \u0431\u0435\u0437 snapshot; SID \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u0434\u043b\u044f \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u0438, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u0430 capability/eTOM ID. \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u0441\u0447\u0451\u043b \u0442\u0435\u043a\u0443\u0449\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0439; 23 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0447\u0430\u0442\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439 evidence. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a710](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md) \u0438 [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md). \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043e \u0440\u043e\u043b\u0438 SID \u2014 [TM Forum Information Framework](https://www.tmforum.org/open-digital-architecture/information-framework-sid/). |\\n| #608: \u043f\u044f\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 | Working \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0439 baseline; Release \u2014 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f; 2.3 \u00ab\u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f\u00bb; NFR\u2192FR \u0438 compatibility closure; pre/post gates; \u0440\u0430\u0437\u0434\u0435\u043b 4 \u00ab\u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0434\u0438\u0437\u0430\u0439\u043d \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u00bb. | [RFC Working \u2192 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md), \u0441\u0442\u0430\u0442\u0443\u0441 `accepted`. |\\n\\n## \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n\\n| \u041a\u043e\u043d\u0442\u0443\u0440 | \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 | \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c |\\n| --- | --- | --- |\\n| Scope \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 | [README \u043f\u0440\u043e\u0435\u043a\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/README.md) \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 `mango-only` \u043a\u0430\u043a \u0432\u0435\u0441\u044c \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c; [MANGO](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml) \u0438 [telecom](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml) \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 42 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f. \u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0445\u0440\u0430\u043d\u0438\u0442 prose, \u043d\u0435 \u0442\u043e\u0447\u043d\u044b\u0435 TM Forum IDs. | \u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c provenance \u043f\u0440\u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438; \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 ID \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0433\u043e snapshot. |\\n| Process \u2192 route | [\u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md) \u0432\u044b\u0434\u0435\u043b\u044f\u0435\u0442 `P-08` \u0434\u043b\u044f \u043e\u0446\u0435\u043d\u043a\u0438 \u0447\u0443\u0436\u043e\u0433\u043e \u0422\u0417. [Route](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u0438\u043c\u0435\u0435\u0442 `n0` \u0438 MANGO binding, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 BCREQ-\u0441\u0440\u0435\u0437. | \u0412 Source \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b; \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c P-08 \u043a\u0430\u043a \u0443\u0436\u0435 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c. |\\n| Evidence \u2192 FR/UC/NFR | [\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) \u0437\u0430\u0434\u0430\u0451\u0442 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b; [Golden forms](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) \u0437\u0430\u0434\u0430\u044e\u0442 \u043f\u0440\u0438\u043c\u0435\u0440\u044b. \u0422\u0435\u043a\u0443\u0449\u0430\u044f [C-OUT schema](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/contracts/c-out-bcreq.schema.json) \u0435\u0449\u0451 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u044b\u0439 coverage contract. | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 Working schema \u0438 negative fixtures, \u0437\u0430\u0442\u0435\u043c `G-mach`, semantic regressions \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 skills. |\\n| Working \u2192 Release | \u0414\u0432\u0430 RFC \u0442\u0435\u043f\u0435\u0440\u044c \u0434\u0435\u043b\u044f\u0442 \u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c: \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u0441\u043b\u043e\u0442\u044b \u0438 \u0442\u0438\u043f\u044b \u2014 RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438; \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f, 2.3, 4 \u0438 \u0443\u0441\u043b\u043e\u0432\u043d\u044b\u0439 7 \u2014 RFC \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430. | Source compiler, baseline digest, reverse trace, `G-release` \u0438 privacy checks; Distribution \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0438\u0437 Source \u043f\u043e [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md). |\\n| CLI deployment | \u0422\u0440\u0435\u0442\u0438\u0439 [RFC \u043e \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md) \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f `proposed`: \u043e\u043d \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u0441\u0440\u0435\u0434\u0443 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0438 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044e, \u0430 \u043d\u0435 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0443 BCREQ. | \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c Source \u2192 Distribution \u0441 \u044d\u0442\u0438\u043c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 runtime-\u0437\u0430\u0434\u0430\u0447\u0435; \u0435\u0433\u043e \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u043d\u0430\u0447\u0430\u043b\u0430 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 Source. |\\n| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | [\u041f\u0430\u043a\u0435\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md) \u0443\u0436\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u044e. \u041e\u043d\u0438 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c, \u0432\u044b\u0431\u043e\u0440 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u043e\u0439 \u043e\u0441\u0438, NFR\u2192FR \u0438\u043b\u0438 Release-\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e. | \u0414\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0437\u0438\u0442\u0438\u0432\u043d\u044b\u0435/\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 fixtures \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043d\u043e\u0432\u043e\u0433\u043e gate, \u0432\u043a\u043b\u044e\u0447\u0430\u044f non-CC, external TZ, missing mapping, orphan NFR, unknown compatibility \u0438 \u043f\u043e\u0442\u0435\u0440\u044f\u043d\u043d\u044b\u0439 edge case. |\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0430 12 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 Markdown-\u0441\u0441\u044b\u043b\u043e\u043a \u0432 \u043c\u043e\u0434\u0443\u043b\u044f\u0445\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0434\u0438\u043d URL \u043d\u0430 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 `30-production-law.md`. \u041e\u043d\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b\\n\u0432 \u044d\u0442\u043e\u043c PR. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0443\u0442\u0438 \u0432 frontmatter, \u043a\u043e\u0434\u0435 \u0438 YAML \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f\\n\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c\u0438 \u043f\u0443\u0442\u044f\u043c\u0438/\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\u043c\u0438, \u0430 \u043d\u0435 Markdown-\u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438.\\n\\n## \u041d\u0435\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0435 \u0438 \u043f\u0443\u0442\u044c \u043a \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\",\n[2026-09-29T07:45:10.620Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:45:10.620Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:45:10.620Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:45:10.620Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:45:10.620Z] [INFO]   }\n[2026-09-29T07:45:10.620Z] [INFO] }\n[2026-09-29T07:45:10.641Z] [STDOUT] [log_5ecd4b] sending request {\n[2026-09-29T07:45:10.651Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:10.657Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:10.670Z] [STDOUT]   options: {\n[2026-09-29T07:45:10.684Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:10.690Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:10.693Z] [STDOUT]     body: {\n[2026-09-29T07:45:10.701Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:10.704Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:10.711Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:10.714Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:10.733Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:10.740Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:10.744Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:10.753Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:10.758Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:10.761Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:10.769Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:10.784Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:10.789Z] [STDOUT]     },\n[2026-09-29T07:45:10.793Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:10.796Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:10.801Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:10.807Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:10.818Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:10.844Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:10.851Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:10.854Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:10.860Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:10.863Z] [STDOUT]     },\n[2026-09-29T07:45:10.872Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:10.875Z] [STDOUT]   },\n[2026-09-29T07:45:10.879Z] [STDOUT]   headers: {\n[2026-09-29T07:45:10.884Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:10.888Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:10.894Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:10.897Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:10.900Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:10.902Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:10.904Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:10.908Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:10.913Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:10.917Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2074\",\n[2026-09-29T07:45:10.927Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:10.931Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:45:10.939Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:10.952Z] [STDOUT]     \"x-client-request-id\": \"925ad449-bfa4-41b9-bf14-bcea95bd6593\",\n[2026-09-29T07:45:10.962Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:10.968Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:10.974Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:10.978Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:10.982Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:10.987Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:10.989Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:10.995Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:10.997Z] [STDOUT]   },\n[2026-09-29T07:45:11.000Z] [STDOUT] }\n[2026-09-29T07:45:11.178Z] [STDOUT] [log_3bf29b, request-id: \"req_011CfXMjgJ8USZ4uKEzZTb4E\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1043ms\n[2026-09-29T07:45:11.182Z] [STDOUT] [log_3bf29b] response start {\n[2026-09-29T07:45:11.186Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:11.191Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:11.194Z] [STDOUT]   headers: {\n[2026-09-29T07:45:11.198Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:11.202Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:11.212Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:11.218Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:11.222Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:11.233Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.236Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:11.261Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:11.271Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:11.277Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:11.285Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:11.289Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:11.296Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:11.301Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.303Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:11.308Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:11.311Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:11.318Z] [STDOUT]     \"cf-ray\": \"a4295de65c4229ad-FRA\",\n[2026-09-29T07:45:11.324Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:11.330Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:11.334Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:11.338Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:11.343Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:11 GMT\",\n[2026-09-29T07:45:11.354Z] [STDOUT]     \"request-id\": \"req_011CfXMjgJ8USZ4uKEzZTb4E\",\n[2026-09-29T07:45:11.357Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:11.364Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:11.372Z] [STDOUT]     traceresponse: \"00-a486b942da5893f18d385bbcec8663b8-e6e9b527f4deac25-01\",\n[2026-09-29T07:45:11.378Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:11.390Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:11.407Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:11.419Z] [STDOUT]   },\n[2026-09-29T07:45:11.445Z] [STDOUT]   durationMs: 1043,\n[2026-09-29T07:45:11.452Z] [STDOUT] }\n[2026-09-29T07:45:11.459Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:11.463Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:11 GMT\",\n[2026-09-29T07:45:11.466Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:11.472Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:11.475Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:11.486Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:11.490Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:11.493Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:11.495Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:11.498Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:11.501Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:11.506Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:11.509Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:11.511Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:11.513Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:11.518Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:11.525Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:11.528Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.536Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:11.550Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:11.559Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:11.569Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:11.573Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.578Z] [STDOUT]   \"request-id\": \"req_011CfXMjgJ8USZ4uKEzZTb4E\",\n[2026-09-29T07:45:11.584Z] [STDOUT]   \"traceresponse\": \"00-a486b942da5893f18d385bbcec8663b8-e6e9b527f4deac25-01\",\n[2026-09-29T07:45:11.587Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:11.594Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:11.598Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:11.601Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:11.606Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:11.609Z] [STDOUT]   \"cf-ray\": \"a4295de65c4229ad-FRA\",\n[2026-09-29T07:45:11.612Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:11.617Z] [STDOUT] [log_3bf29b] response parsed {\n[2026-09-29T07:45:11.623Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:11.629Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:11.635Z] [STDOUT]   body: X {\n[2026-09-29T07:45:11.638Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:11.641Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:11.643Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:11.645Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:11.649Z] [STDOUT]     },\n[2026-09-29T07:45:11.651Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:11.654Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:11.658Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:11.661Z] [STDOUT]   },\n[2026-09-29T07:45:11.663Z] [STDOUT]   durationMs: 1048,\n[2026-09-29T07:45:11.665Z] [STDOUT] }\n[2026-09-29T07:45:11.668Z] [STDOUT] [log_5ecd4b, request-id: \"req_011CfXMjhR6kH2wmXq4xLeCW\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1078ms\n[2026-09-29T07:45:11.671Z] [STDOUT] [log_5ecd4b] response start {\n[2026-09-29T07:45:11.675Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:11.678Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:11.681Z] [STDOUT]   headers: {\n[2026-09-29T07:45:11.686Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:11.690Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:11.693Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:11.696Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:11.700Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:11.703Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.705Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:11.709Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:11.712Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:11.715Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:11.718Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:11.722Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:11.727Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:11.732Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.737Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:11.741Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:11.746Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:11.752Z] [STDOUT]     \"cf-ray\": \"a4295de80e344d8b-FRA\",\n[2026-09-29T07:45:11.754Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:11.758Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:11.761Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:11.764Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:11.766Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:11 GMT\",\n[2026-09-29T07:45:11.769Z] [STDOUT]     \"request-id\": \"req_011CfXMjhR6kH2wmXq4xLeCW\",\n[2026-09-29T07:45:11.772Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:11.775Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:11.779Z] [STDOUT]     traceresponse: \"00-4f72becb22e373c3c7207661281f85a8-84d4f322ad1ce25d-01\",\n[2026-09-29T07:45:11.785Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:11.790Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:11.794Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:11.798Z] [STDOUT]   },\n[2026-09-29T07:45:11.803Z] [STDOUT]   durationMs: 1078,\n[2026-09-29T07:45:11.810Z] [STDOUT] }\n[2026-09-29T07:45:11.814Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:11.819Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:11 GMT\",\n[2026-09-29T07:45:11.823Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:11.827Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:11.836Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:11.842Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:11.847Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:11.852Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:11.854Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:11.860Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:11.864Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:11.870Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:11.877Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:11.880Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:11.886Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:11.892Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:11.899Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:11.905Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.909Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:11.914Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:11.917Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:11.922Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:11.927Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.931Z] [STDOUT]   \"request-id\": \"req_011CfXMjhR6kH2wmXq4xLeCW\",\n[2026-09-29T07:45:11.935Z] [STDOUT]   \"traceresponse\": \"00-4f72becb22e373c3c7207661281f85a8-84d4f322ad1ce25d-01\",\n[2026-09-29T07:45:11.938Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:11.941Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:11.944Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:11.948Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:11.950Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:11.953Z] [STDOUT]   \"cf-ray\": \"a4295de80e344d8b-FRA\",\n[2026-09-29T07:45:11.956Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:11.960Z] [STDOUT] [log_5ecd4b] response parsed {\n[2026-09-29T07:45:11.963Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:11.966Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:11.969Z] [STDOUT]   body: X {\n[2026-09-29T07:45:11.973Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:11.976Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:11.982Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:11.985Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:11.989Z] [STDOUT]     },\n[2026-09-29T07:45:11.992Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:11.995Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:11.998Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:12.001Z] [STDOUT]   },\n[2026-09-29T07:45:12.004Z] [STDOUT]   durationMs: 1079,\n[2026-09-29T07:45:12.011Z] [STDOUT] }\n[2026-09-29T07:45:12.017Z] [INFO] {\n[2026-09-29T07:45:12.017Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"message\": {\n[2026-09-29T07:45:12.017Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:12.017Z] [INFO]     \"id\": \"msg_011CfXMjYkTUyHG75Hqugohi\",\n[2026-09-29T07:45:12.017Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:12.017Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:12.017Z] [INFO]     \"content\": [\n[2026-09-29T07:45:12.017Z] [INFO]       {\n[2026-09-29T07:45:12.017Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:12.017Z] [INFO]         \"id\": \"toolu_01LQTJmu9zTpsJ2uCFEMMevK\",\n[2026-09-29T07:45:12.017Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:12.017Z] [INFO]         \"input\": {\n[2026-09-29T07:45:12.017Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && python3 - <<'EOF'\\nimport yaml,glob,json\\nfor f in sorted(glob.glob('runs/2026/RUN-*/metadata.yaml')):\\n    d=yaml.safe_load(open(f))\\n    m=d.get('metrics')\\n    if m: print(d['run_id'], json.dumps(m,ensure_ascii=False,default=str)[:700])\\n    for k in ('eval','verdict','success_rate','tokens_input','tokens_output','duration','turns','result_type'):\\n        if k in d: print('   ',k,str(d[k])[:200])\\nEOF\",\n[2026-09-29T07:45:12.017Z] [INFO]           \"description\": \"Dump metrics blocks from run metadata\"\n[2026-09-29T07:45:12.017Z] [INFO]         },\n[2026-09-29T07:45:12.017Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:12.017Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:12.017Z] [INFO]         }\n[2026-09-29T07:45:12.017Z] [INFO]       }\n[2026-09-29T07:45:12.017Z] [INFO]     ],\n[2026-09-29T07:45:12.017Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:12.017Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:12.017Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:12.017Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:12.017Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:12.017Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:12.017Z] [INFO]       \"cache_creation_input_tokens\": 6152,\n[2026-09-29T07:45:12.017Z] [INFO]       \"cache_read_input_tokens\": 43474,\n[2026-09-29T07:45:12.017Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:12.017Z] [INFO]         \"ephemeral_5m_input_tokens\": 6152,\n[2026-09-29T07:45:12.017Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:12.017Z] [INFO]       },\n[2026-09-29T07:45:12.017Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:12.017Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:12.017Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:12.017Z] [INFO]     },\n[2026-09-29T07:45:12.017Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:12.017Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:12.017Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:12.017Z] [INFO]   },\n[2026-09-29T07:45:12.017Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"uuid\": \"21644d0a-a493-4dc2-a55c-cf1dff8314d2\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:11.528Z\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"request_id\": \"req_011CfXMjYCxNBLXXhzSZqQGj\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:12.017Z] [INFO] }\n[2026-09-29T07:45:12.026Z] [INFO] {\n[2026-09-29T07:45:12.026Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"description\": \"Running Dump metrics blocks from run metadata\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:12.026Z] [INFO]     \"total_tokens\": 50192,\n[2026-09-29T07:45:12.026Z] [INFO]     \"tool_uses\": 12,\n[2026-09-29T07:45:12.026Z] [INFO]     \"duration_ms\": 49243\n[2026-09-29T07:45:12.026Z] [INFO]   },\n[2026-09-29T07:45:12.026Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"uuid\": \"19bbd74b-3e0d-407b-bb7a-03cb787e98c6\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:12.026Z] [INFO] }\n[2026-09-29T07:45:12.031Z] [INFO] {\n[2026-09-29T07:45:12.031Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:12.031Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:45:12.031Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:45:12.031Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:45:12.031Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:12.031Z] [INFO]   \"uuid\": \"af45afc6-e333-49f0-bda7-5552e76e5545\"\n[2026-09-29T07:45:12.031Z] [INFO] }\n[2026-09-29T07:45:12.199Z] [INFO] {\n[2026-09-29T07:45:12.199Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"message\": {\n[2026-09-29T07:45:12.199Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:12.199Z] [INFO]     \"id\": \"msg_011CfXMjgjBEjTvCNsKvgM5p\",\n[2026-09-29T07:45:12.199Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:12.199Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:12.199Z] [INFO]     \"content\": [\n[2026-09-29T07:45:12.199Z] [INFO]       {\n[2026-09-29T07:45:12.199Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:12.199Z] [INFO]         \"id\": \"toolu_018Ys8BJFRQ4dpsEehDr1par\",\n[2026-09-29T07:45:12.199Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:12.199Z] [INFO]         \"input\": {\n[2026-09-29T07:45:12.199Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements && sed -n '18,400p' 2026-09-10-skill-granularity-format-facts.md\",\n[2026-09-29T07:45:12.199Z] [INFO]           \"description\": \"Read skill granularity facts\"\n[2026-09-29T07:45:12.199Z] [INFO]         },\n[2026-09-29T07:45:12.199Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:12.199Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:12.199Z] [INFO]         }\n[2026-09-29T07:45:12.199Z] [INFO]       }\n[2026-09-29T07:45:12.199Z] [INFO]     ],\n[2026-09-29T07:45:12.199Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:12.199Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:12.199Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:12.199Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:12.199Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:12.199Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:12.199Z] [INFO]       \"cache_creation_input_tokens\": 5714,\n[2026-09-29T07:45:12.199Z] [INFO]       \"cache_read_input_tokens\": 37191,\n[2026-09-29T07:45:12.199Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:12.199Z] [INFO]         \"ephemeral_5m_input_tokens\": 5714,\n[2026-09-29T07:45:12.199Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:12.199Z] [INFO]       },\n[2026-09-29T07:45:12.199Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:45:12.199Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:12.199Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:12.199Z] [INFO]     },\n[2026-09-29T07:45:12.199Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:12.199Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:12.199Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:12.199Z] [INFO]   },\n[2026-09-29T07:45:12.199Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"uuid\": \"90391dc8-6924-4816-80b3-2879cb93932c\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:12.195Z\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"request_id\": \"req_011CfXMjgJ8USZ4uKEzZTb4E\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:12.199Z] [INFO] }\n[2026-09-29T07:45:12.206Z] [INFO] {\n[2026-09-29T07:45:12.206Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"description\": \"Running Read skill granularity facts\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:12.206Z] [INFO]     \"total_tokens\": 43090,\n[2026-09-29T07:45:12.206Z] [INFO]     \"tool_uses\": 11,\n[2026-09-29T07:45:12.206Z] [INFO]     \"duration_ms\": 42918\n[2026-09-29T07:45:12.206Z] [INFO]   },\n[2026-09-29T07:45:12.206Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"uuid\": \"a26b11b3-f109-4178-9b5f-287de752f962\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:12.206Z] [INFO] }\n[2026-09-29T07:45:12.687Z] [INFO] {\n[2026-09-29T07:45:12.687Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:12.687Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:45:12.687Z] [INFO]   \"estimated_tokens\": 197,\n[2026-09-29T07:45:12.687Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:45:12.687Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:12.687Z] [INFO]   \"uuid\": \"41d24223-bd68-4c7a-ab4c-add261f2a4dd\"\n[2026-09-29T07:45:12.687Z] [INFO] }\n[2026-09-29T07:45:12.695Z] [INFO] {\n[2026-09-29T07:45:12.695Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:12.695Z] [INFO]   \"message\": {\n[2026-09-29T07:45:12.695Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:12.695Z] [INFO]     \"id\": \"msg_011CfXMjhvN3ZrNB1g2axZAM\",\n[2026-09-29T07:45:12.695Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:12.695Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:12.695Z] [INFO]     \"content\": [\n[2026-09-29T07:45:12.695Z] [INFO]       {\n[2026-09-29T07:45:12.695Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:12.695Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:12.695Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:12.695Z] [INFO]     ],\n[2026-09-29T07:45:12.695Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:12.695Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:12.695Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:12.695Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:12.695Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:12.695Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:12.695Z] [INFO]       \"cache_creation_input_tokens\": 9491,\n[2026-09-29T07:45:12.695Z] [INFO]       \"cache_read_input_tokens\": 100396,\n[2026-09-29T07:45:12.695Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:12.695Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:45:12.695Z] [INFO]         \"ephemeral_1h_input_tokens\": 9491\n[2026-09-29T07:45:12.695Z] [INFO]       },\n[2026-09-29T07:45:12.695Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:45:12.695Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:12.695Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:12.695Z] [INFO]     },\n[2026-09-29T07:45:12.695Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:12.695Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:12.695Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:12.695Z] [INFO]   },\n[2026-09-29T07:45:12.695Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:12.695Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:12.695Z] [INFO]   \"uuid\": \"5ed11b31-fdd9-4694-b105-7c551c4f53b0\",\n[2026-09-29T07:45:12.695Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:12.685Z\",\n[2026-09-29T07:45:12.695Z] [INFO]   \"request_id\": \"req_011CfXMjhR6kH2wmXq4xLeCW\"\n[2026-09-29T07:45:12.695Z] [INFO] }\n[2026-09-29T07:45:13.312Z] [INFO] {\n[2026-09-29T07:45:13.312Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"message\": {\n[2026-09-29T07:45:13.312Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:13.312Z] [INFO]     \"content\": [\n[2026-09-29T07:45:13.312Z] [INFO]       {\n[2026-09-29T07:45:13.312Z] [INFO]         \"tool_use_id\": \"toolu_018Ys8BJFRQ4dpsEehDr1par\",\n[2026-09-29T07:45:13.312Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:13.312Z] [INFO]         \"content\": \"related_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571\\\"\\n---\\n\\n# \u041f\u0440\u0438\u0440\u043e\u0434\u0430 \u043d\u0430\u0432\u044b\u043a\u0430 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430: \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 2026-09-10\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u0420\u0435\u0432\u044c\u044e\\n> [PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572)\\n> \u043e\u0441\u043f\u043e\u0440\u0438\u043b\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 `SB-1` \u00ab\u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438\\n> \u0432\u044b\u0434\u0432\u0438\u043d\u0443\u043b\u043e \u0432\u0441\u0442\u0440\u0435\u0447\u043d\u0443\u044e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0443: \u043d\u0430\u0432\u044b\u043a \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u044d\u043a\u0432\u0438\u0432\u0430\u043b\u0435\u043d\u0442\u0435\u043d **\u043a\u0430\u043a** \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439\\n> \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, **\u0442\u0430\u043a \u0438** \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443, \u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0438\u043c\u0435\u043d\u0430 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 `oneshot` \u0438\\n> `stepwise` \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u043d\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044e, \u0430 **\u0444\u043e\u0440\u043c\u0430\u0442** \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430. \u041e\u0442\u0447\u0451\u0442 \u043d\u0435\\n> \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u0435\u0442 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0443 \u2014 \u043e\u043d \u0435\u0451 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442.\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u0438.**\\n[`measure-skill-format.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/measure-skill-format.py)\\n(\u043a\u043e\u0440\u043f\u0443\u0441 \u0441\u043f\u0438\u0446\u044b \u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0425\u0430\u0431\u0430) \u0438\\n[`fetch-gigacode-docs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/fetch-gigacode-docs.py)\\n(\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0441\u0440\u0435\u0434\u044b). \u0421\u044b\u0440\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u2014\\n[`skill-format.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/skill-format.json)\\n\u0438\\n[`gigacode-docs.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/gigacode-docs.json).\\n\u041a\u043e\u0440\u043f\u0443\u0441\u0430: \u0441\u043f\u0438\u0446\u0430 `mango_ba_prompts` \u043a\u043e\u043c\u043c\u0438\u0442 `8cbf82a`, \u0425\u0430\u0431 \u2014 \u043a\u043e\u043c\u043c\u0438\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n## \u0421\u0432\u043e\u0434\u043a\u0430\\n\\n| \u041a\u043e\u0434 | \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0417\u0430\u043c\u0435\u0440 | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 |\\n| --- | --- | --- | --- |\\n| `F1` | \u0441\u0440\u0435\u0434\u0430 \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0430\u0432\u044b\u043a \u043e\u0434\u043d\u0438\u043c \u0443\u0440\u043e\u0432\u043d\u0435\u043c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 | \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 `SKILL.md` \u0434\u0432\u0430, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u043d\u0430 \u0447\u0438\u0441\u043b\u043e \u0448\u0430\u0433\u043e\u0432 \u043d\u0435\u0442 (`GC-2`, `GC-25`) | \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 **\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430** |\\n| `F2` | \u0443 \u043d\u0430\u0432\u044b\u043a\u0430 \u0435\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u043e\u0439 **\u043d\u0438\u0436\u043d\u044f\u044f** \u0433\u0440\u0430\u043d\u0438\u0446\u0430 | \u00ab\u041a\u043e\u0440\u043e\u0442\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u00bb \u043e\u0442\u043d\u0435\u0441\u0435\u043d\u043e \u043a `AGENTS.md`, \u043d\u0435 \u043a \u043d\u0430\u0432\u044b\u043a\u0443 (`GC-26`) | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 |\\n| `F3` | \u0443 \u043d\u0430\u0432\u044b\u043a\u0430 \u0435\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u043e\u0439 **\u0432\u0435\u0440\u0445\u043d\u044f\u044f** \u0433\u0440\u0430\u043d\u0438\u0446\u0430 | \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043d\u0443\u0436\u043d\u044b \u0441\u0432\u043e\u0438 \u043f\u0440\u0430\u0432\u0430 \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u2014 \u0430\u0433\u0435\u043d\u0442, \u0430 \u043d\u0435 \u043d\u0430\u0432\u044b\u043a (`GC-28`) | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 |\\n| `F4` | \u0444\u043e\u0440\u043c\u0430\u0442 `stepwise` \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0442 `oneshot` \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u043c \u0441\u0430\u043c\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u0442\u043e\u0447\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443: `stepwise` **10 \u0438\u0437 10**, `oneshot` **0 \u0438\u0437 9**, `legacy` **0 \u0438\u0437 5** | \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 **\u043f\u043e\u043b\u043d\u043e\u0435** |\\n| `F5` | `oneshot` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c | \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 **9 \u0438\u0437 9** `oneshot`-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 | **\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e** |\\n| `F6` | \u0432 \u043d\u043e\u0432\u043e\u043c \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 `L3` \u0435\u0441\u0442\u044c \u043d\u0430\u0432\u044b\u043a \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | **0 \u0438\u0437 33**; \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043d\u0430 \u043d\u0430\u0432\u044b\u043a \u2014 \u043e\u0442 2 \u0434\u043e 7 | \u043d\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043e |\\n| `F7` | \u0435\u0441\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0435 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u044b | **21 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\u0437 31** \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0442\u0440\u0435\u043c\u044f \u0438 \u0431\u043e\u043b\u0435\u0435 \u043d\u0430\u0432\u044b\u043a\u0430\u043c\u0438; \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c \u2014 `check-schema` (11) | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e |\\n\\n## F1\u2013F3. \u0427\u0442\u043e \u0441\u0440\u0435\u0434\u0430 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u0440\u0430\u0437\u043c\u0435\u0440\u0435 \u043d\u0430\u0432\u044b\u043a\u0430\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u041d\u0430\u0432\u044b\u043a\u0438\u00bb](https://gitverse.ru/docs/ai/ai-development/skills)\\n\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u043d\u0430\u0432\u044b\u043a \u0447\u0435\u0440\u0435\u0437 **\u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b**, \u0430 \u043d\u0435 \u0447\u0435\u0440\u0435\u0437 \u0435\u0451 \u043e\u0431\u044a\u0451\u043c:\\n\\n> \u041d\u0430\u0432\u044b\u043a \u2014 \u044d\u0442\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0434\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0449\u0435\u0439\u0441\u044f \u0440\u0430\u0431\u043e\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0430\u0433\u0435\u043d\u0442 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442\\n> \u0441\u0430\u043c, \u043a\u043e\u0433\u0434\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u0435\u0439 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442.\\n\\n\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439 \u043d\u0430 \u0447\u0438\u0441\u043b\u043e \u0448\u0430\u0433\u043e\u0432, \u043d\u0430 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u0438 \u043d\u0430 \u0433\u043b\u0443\u0431\u0438\u043d\u0443 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u043d\u0435\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442: \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0440\u043e\u0432\u043d\u043e \u0434\u0432\u0430, `name` \u0438 `description` (`GC-2`).\\n\u0417\u043d\u0430\u0447\u0438\u0442, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab\u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c\u00bb \u0441\u0440\u0435\u0434\u043e\u0439 **\u043d\u0435 \u0437\u0430\u0434\u0430\u043d\u043e** \u2014 \u044d\u0442\u043e\\n\u0431\u044b\u043b\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0425\u0430\u0431\u0430, \u0432\u044b\u0434\u0430\u043d\u043d\u043e\u0435 \u0437\u0430 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b.\\n\\n\u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u0441\u0440\u0435\u0434\u0430 \u0437\u0430\u0434\u0430\u0451\u0442 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0441 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\u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c\u044e \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0430\u0432\u0430\u0445.** \u0423\u0440\u043e\u0432\u0435\u043d\u044c\\n\u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 (\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\u043b\u0438 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441) \u0432 \u044d\u0442\u0438\u0445 \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u0445 \u043d\u0435 \u0443\u0447\u0430\u0441\u0442\u0432\u0443\u0435\u0442.\\n\\n## F4. \u0427\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442 `stepwise` \u0438 `oneshot`\\n\\n\u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u0441\u043f\u0438\u0446\u044b \u0443\u0436\u0435 \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d 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\u043f\u0430\u0440\u0435 \u2014 `fr-documentation`. \u0412\u0435\u0440\u0441\u0438\u044f `stepwise` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\\n`\u0420\u0415\u0416\u0418\u041c \u0420\u0410\u0411\u041e\u0422\u042b: \u0421\u0442\u0440\u043e\u0433\u043e \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439` \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0448\u0430\u0433\u0430, \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445\\n\u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c \u0441 \u043f\u043e\u043c\u0435\u0442\u043a\u043e\u0439 \u00ab(\u0416\u0434\u0438 \u043e\u0442\u0432\u0435\u0442\u0430)\u00bb. \u0412\u0435\u0440\u0441\u0438\u044f `oneshot` \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\\n\u0431\u043b\u043e\u043a `\u0410\u041b\u0413\u041e\u0420\u0418\u0422\u041c \u0413\u0415\u041d\u0415\u0420\u0410\u0426\u0418\u0418` \u0438\u0437 \u0442\u0440\u0451\u0445 \u0441\u0442\u0430\u0434\u0438\u0439 \u2014 \u0430\u043d\u0430\u043b\u0438\u0437, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, ODA-\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f, \u2014\\n\u0438 \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0438 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f. \u041e\u0431\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 \u043c\u043d\u043e\u0433\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0435; \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0435 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e:\\n\u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u043b\u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 \u0434\u043e \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435.** `stepwise` \u0438 `oneshot` \u2014 \u043d\u0435 \u043c\u0435\u0440\u0430 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0438 \u043d\u0435 \u043c\u0435\u0440\u0430\\n\u0433\u0440\u0430\u043d\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u0438. \u042d\u0442\u043e **\u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430**: \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0433\u0435\u0439\u0442\\n\u0430\u043a\u0442\u043e\u0440\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0435\u0431\u044f.\\n\\n## F5. `oneshot` \u043d\u0435 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\\n\\n\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u21d2 `oneshot`\u00bb \u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u00ab`oneshot` \u21d2 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u00bb \u2014 \u0440\u0430\u0437\u043d\u044b\u0435\\n\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f, \u0438 \u0432\u0442\u043e\u0440\u043e\u0435 \u0437\u0430\u043c\u0435\u0440 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u0435\u0442: \u0432\u0441\u0435 \u0434\u0435\u0432\u044f\u0442\u044c `oneshot`-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043d\u0435\u0441\u0443\u0442\\n\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c, \u0430 `fr-documentation-oneshot` \u0432\u0434\u043e\u0431\u0430\u0432\u043e\u043a\\n\u043e\u0431\u044f\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u044b\u0434\u0430\u0442\u044c \u0434\u0432\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u2014 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u00ab\u041e\u0442\u0447\u0451\u0442 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438\u00bb, \u2014 \u0447\u0442\u043e\\n\u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 (`OA-2`).\\n\\n\u0418\u043c\u043f\u043b\u0438\u043a\u0430\u0446\u0438\u044f \u0432\u0435\u0440\u043d\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0434\u043d\u0443 \u0441\u0442\u043e\u0440\u043e\u043d\u0443:\\n\\n- \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0442\u043e\u0447\u043a\u0443 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f (\u0443 \u043d\u0435\u0451 \u043d\u0435\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0445\\n  \u0448\u0430\u0433\u043e\u0432, \u043c\u0435\u0436\u0434\u0443 \u043a\u043e\u0442\u043e\u0440\u044b\u043c\u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u043d\u0443\u0442\u044c) \u21d2 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f **\u0432\u0441\u0435\u0433\u0434\u0430**\\n  `oneshot`;\\n- `oneshot` \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043b\u0438\u0448\u044c \u00ab\u0431\u0435\u0437 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0438\u00bb \u0438\\n  \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u0438 \u043d\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442.\\n\\n## F6\u2013F7. \u0427\u0442\u043e \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u043e\u0432\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `L3`\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041d\u0430\u0432\u044b\u043a\u043e\u0432 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 `L3` | 33 |\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 | 31 |\\n| \u041d\u0430\u0432\u044b\u043a\u043e\u0432, \u0441\u043e\u0441\u0442\u043e\u044f\u0449\u0438\u0445 \u0440\u043e\u0432\u043d\u043e \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | **0** |\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043d\u0430 \u043d\u0430\u0432\u044b\u043a | \u043e\u0442 **2** \u0434\u043e **7** |\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u043c\u044b\u0445 \u0442\u0440\u0435\u043c\u044f \u0438 \u0431\u043e\u043b\u0435\u0435 \u043d\u0430\u0432\u044b\u043a\u0430\u043c\u0438 | **21 \u0438\u0437 31** |\\n\\n\u0421\u0430\u043c\u044b\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438: `check-schema` (11 \u043d\u0430\u0432\u044b\u043a\u043e\u0432),\\n`link-elements` (8), `map-to-slot` (7), `check-completeness` (6),\\n`classify-item` (6), `classify-severity` (6), `extract-statements` (6).\\n\\n**\u041a\u0430\u043a \u044d\u0442\u043e \u0447\u0438\u0442\u0430\u0442\u044c.** \u041d\u044b\u043d\u0435\u0448\u043d\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043d\u0430\u0432\u044b\u043a\u0430-\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2014 \u043d\u043e \u043d\u0435\\n\u043f\u043e\u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u044c \u0435\u0433\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u043b\u0430 \u0431\u044b \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e, \u0430 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0441\u043e\u0431\u0438\u0440\u0430\u043b\u0441\u044f\\n\u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0443 `SB-1`, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0442\u0430\u043a\u0443\u044e \u0444\u043e\u0440\u043c\u0443 \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u043b\u043e \u043f\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044e. \u0417\u0430\u043c\u0435\u0440 `F7`\\n\u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u043d\u043e\u0435: \u0434\u0432\u0430\u0434\u0446\u0430\u0442\u044c \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u0442\u0440\u0451\u0445 \u0438 \u0431\u043e\u043b\u0435\u0435\\n\u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u0442\u043e \u0435\u0441\u0442\u044c \u0443 \u0444\u043e\u0440\u043c\u044b \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043a\u0430\u043a \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0432\u044b\u043a\u00bb\\n\u0435\u0441\u0442\u044c \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u0435\u0437 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0437\u0430\u043c\u0435\u0440\u0430\\n\\n- \u041f\u0440\u0438\u0437\u043d\u0430\u043a\u0438 \u0438\u0449\u0443\u0442\u0441\u044f \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438. \u0417\u0430\u043c\u0435\u0440 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0438\u043b\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n  **\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438** \u0432 \u0442\u0435\u043a\u0441\u0442\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u0430, \u0430 \u043d\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u0430\u0432\u0442\u043e\u0440\u0430.\\n- \u041a\u043b\u0430\u0441\u0441\u044b \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044e \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u0432 \u0432 \u0448\u0430\u043f\u043a\u0435 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044f; \u0441\u043b\u043e\u0432\u0430\u0440\u044c\\n  \u0437\u0430\u043d\u0438\u0436\u0430\u0435\u0442 \u0447\u0438\u0441\u043b\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u0432\u044b\u0445\u043e\u0434\u0430\u043c\u0438, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c\\n  \u043a\u043b\u0430\u0441\u0441\u043e\u0432, \u0430 \u043d\u0435 \u0432\u0441\u0435.\\n- \u041a\u043e\u0440\u043f\u0443\u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438 \u043f\u043e [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c \u0444\u043e\u0440\u043c\u044b \u0431\u044b\u0442\u044c \u0432\u043f\u0440\u0430\u0432\u0435, \u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043d\u043e\u0440\u043c\u044b \u2014 \u043d\u0435\u0442. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 `F4`\\n  \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, **\u043a\u0430\u043a \u0440\u0435\u0436\u0438\u043c\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u043b\u0438\u0441\u044c \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435**, \u0438 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0442\u0430\u043a\\n  \u0438 \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0438\u0445 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c; \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u043e \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\\n  ([ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)).\\n- \u0421\u043d\u0438\u043c\u043e\u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0441\u0440\u0435\u0434\u0430 \u0442\u0430\u043a **\u043e\u043f\u0438\u0441\u0430\u043d\u0430**, \u0430 \u043d\u0435 \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0430\u043a\\n  \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442.\\n- `F6` \u0438 `F7` \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u043d\u0430 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 \u044d\u0442\u043e\u0433\u043e \u0436\u0435 PR: \u044d\u0442\u043e \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435\\n  \u0432\u043d\u0435\u0448\u043d\u0435\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e.\",\n[2026-09-29T07:45:13.312Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:13.312Z] [INFO]       }\n[2026-09-29T07:45:13.312Z] [INFO]     ]\n[2026-09-29T07:45:13.312Z] [INFO]   },\n[2026-09-29T07:45:13.312Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"uuid\": \"1b7d5ac2-4313-4d5b-9296-7326a3939431\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:13.298Z\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:13.312Z] [INFO] }\n[2026-09-29T07:45:13.332Z] [STDOUT] [log_896ae5] sending request {\n[2026-09-29T07:45:13.344Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:13.353Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:13.359Z] [STDOUT]   options: {\n[2026-09-29T07:45:13.376Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:13.381Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:13.401Z] [STDOUT]     body: {\n[2026-09-29T07:45:13.418Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:13.423Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:13.430Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:13.435Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:13.441Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:13.447Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:13.453Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:13.456Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:13.460Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:13.464Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:13.468Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:13.474Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:13.481Z] [STDOUT]     },\n[2026-09-29T07:45:13.485Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:13.494Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:13.499Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:13.502Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:13.504Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:13.508Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:13.510Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:13.513Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:13.517Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:13.521Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:13.524Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:13.527Z] [STDOUT]     },\n[2026-09-29T07:45:13.531Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:13.535Z] [STDOUT]   },\n[2026-09-29T07:45:13.538Z] [STDOUT]   headers: {\n[2026-09-29T07:45:13.544Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:13.547Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:13.552Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:13.556Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:13.559Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:13.562Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:13.567Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:13.570Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:13.574Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:13.577Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:13.582Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:13.588Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1081\",\n[2026-09-29T07:45:13.595Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:13.599Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:13.603Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:13.607Z] [STDOUT]     \"x-client-request-id\": \"799bdf82-e340-4b91-abac-60121f9b52e5\",\n[2026-09-29T07:45:13.609Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:13.612Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:13.616Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:13.622Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:13.626Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:13.633Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:13.639Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:13.644Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:13.648Z] [STDOUT]   },\n[2026-09-29T07:45:13.654Z] [STDOUT] }\n[2026-09-29T07:45:13.657Z] [INFO] {\n[2026-09-29T07:45:13.657Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"message\": {\n[2026-09-29T07:45:13.657Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:13.657Z] [INFO]     \"content\": [\n[2026-09-29T07:45:13.657Z] [INFO]       {\n[2026-09-29T07:45:13.657Z] [INFO]         \"tool_use_id\": \"toolu_01LQTJmu9zTpsJ2uCFEMMevK\",\n[2026-09-29T07:45:13.657Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:13.657Z] [INFO]         \"content\": \"\\nOutput too large (41.7KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bow19uhtn.txt\\n\\nPreview (first 2KB):\\n    verdict works-with-edits\\n    success_rate 0.62 (75 \u0438\u0437 121 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0411\u0410 \u0431\u0435\u0437 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438/\u043a\u0440\u0438\u0442\u0438\u043a\u0438; \u043e\u0446\u0435\u043d\u043a\u0430 \u043f\u043e \u043c\u0430\u0440\u043a\u0435\u0440\u0430\u043c \u0432 \u0440\u0435\u043f\u043b\u0438\u043a\u0430\u0445 \u0411\u0410, \u0441\u043c. logs/experiment-log.md)\\n    tokens_input 79405522\\n    tokens_output 543180\\n    duration 2026-06-18 \u2192 2026-07-31 (10 \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u0434\u043d\u0435\u0439 \u0441\u0435\u0441\u0441\u0438\u0439, 44 \u043a\u0430\u043b\u0435\u043d\u0434\u0430\u0440\u043d\u044b\u0445 \u0434\u043d\u044f)\\n    turns 242\\nRUN-0014 {\\\"measured\\\": true, \\\"source\\\": \\\"runs/2026/RUN-0014/inputs/chat-export-1075.json\\\", \\\"started_at\\\": \\\"2026-07-24T07:31:06Z\\\", \\\"finished_at\\\": \\\"2026-07-24T08:06:20Z\\\", \\\"duration_seconds\\\": 2114, \\\"tokens\\\": {\\\"input\\\": 195948, \\\"output\\\": 11551, \\\"total\\\": 207499, \\\"reasoning\\\": 8860, \\\"cached\\\": 59136}, \\\"iterations\\\": 4, \\\"steps_planned\\\": 4, \\\"steps_completed\\\": 1, \\\"success_rate\\\": 0.25, \\\"eval\\\": {\\\"verdict\\\": \\\"works-with-edits\\\", \\\"quality\\\": 2, \\\"target_artifact\\\": \\\"not-produced\\\", \\\"defects\\\": 5, \\\"factual_distortions\\\": 1}}\\nRUN-0015 {\\\"turns\\\": 20, \\\"episodes\\\": 10, \\\"iterations\\\": 10, \\\"ba_edits\\\": 6, \\\"quality\\\": 3, \\\"verdict\\\": \\\"works-with-edits\\\", \\\"success_rate\\\": 0.8, \\\"success_rate_basis\\\": \\\"8 \u0438\u0437 10 \u044d\u043f\u0438\u0437\u043e\u0434\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0411\u0410 \u0441 \u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u0438\u043b\u0438 \u0431\u0435\u0437; \u0432 \u044d\u043f\u0438\u0437\u043e\u0434\u0435 2 \u043e\u0442\u043a\u043b\u043e\u043d\u0451\u043d \u0431\u043b\u043e\u043a \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u041d\u0424\u0422 \u0438 API-\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 (\u0440\u0435\u043f\u043b\u0438\u043a\u0430 4: \u00ab\u0440\u0430\u0437\u0434\u0435\u043b 3 - \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u00bb, \u00ab5 \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u00bb), \u0432 \u044d\u043f\u0438\u0437\u043e\u0434\u0435 7 \u0411\u0410 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b \u043e\u0441\u043d\u043e\u0432\u043d\u0443\u044e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044e \u043c\u043e\u0434\u0435\u043b\u0438 \u0437\u0430\u043c\u0435\u043d\u0438\u0442\u044c \u0442\u0435\u0440\u043c\u0438\u043d \u00ab\u041f\u0440\u0430\u0432\u0438\u043b\u043e\u00bb \u043d\u0430 \u00ab\u041a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438\u00bb (\u0440\u0435\u043f\u043b\u0438\u043a\u0430 12: \u00ab\u041f\u0440\u0430\u0432\u0438\u043b\u043e ... \u043e\u0441\u0442\u0430\u0432\u0438\u043c\u00bb)\\\", \\\"hallucinations\\\": 2, \\\"hallucinations_shipped\\\": 0, \\\"tokens_output\\\": [REDACTED], \\\"tokens_thinking\\\": [REDACTED], \\\"tokens_context_in_max\\\": [REDACTED], \\\"tokens_context_refeed_sum\\\": [REDACTED], \\\"token_method\\\": \\\"pro\u2026age\\\", \\\"duration_\\n...\\n\",\n[2026-09-29T07:45:13.657Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:13.657Z] [INFO]       }\n[2026-09-29T07:45:13.657Z] [INFO]     ]\n[2026-09-29T07:45:13.657Z] [INFO]   },\n[2026-09-29T07:45:13.657Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"uuid\": \"9ff93452-c158-43d3-a14a-cf23788ecaa9\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:13.402Z\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:13.657Z] [INFO] }\n[2026-09-29T07:45:13.662Z] [STDOUT] [log_fb4c74] sending request {\n[2026-09-29T07:45:13.666Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:13.669Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:13.672Z] [STDOUT]   options: {\n[2026-09-29T07:45:13.675Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:13.681Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:13.687Z] [STDOUT]     body: {\n[2026-09-29T07:45:13.695Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:13.698Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:13.704Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:13.708Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:13.711Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:13.717Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:13.720Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:13.723Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:13.726Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:13.729Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:13.732Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:13.736Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:13.741Z] [STDOUT]     },\n[2026-09-29T07:45:13.746Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:13.750Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:13.757Z] [STDOUT]       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\"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:14.339Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:14.348Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:14.356Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:14.361Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:14.367Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:14.377Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:14.381Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:14.383Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:14.398Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": 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state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:14.505Z] [STDOUT] [log_896ae5] response parsed {\n[2026-09-29T07:45:14.510Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:14.517Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:14.523Z] [STDOUT]   body: X {\n[2026-09-29T07:45:14.529Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:14.537Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:14.542Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:14.551Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:14.559Z] [STDOUT]     },\n[2026-09-29T07:45:14.570Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:14.589Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:14.596Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:14.600Z] [STDOUT]   },\n[2026-09-29T07:45:14.607Z] [STDOUT]   durationMs: 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\"wire_ingest_context\": {\n[2026-09-29T07:45:14.616Z] [INFO]     \"toolu_018RbiPHnRrUTRZvA6JEDgZq\": {\n[2026-09-29T07:45:14.616Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process\"\n[2026-09-29T07:45:14.616Z] [INFO]     }\n[2026-09-29T07:45:14.616Z] [INFO]   }\n[2026-09-29T07:45:14.616Z] [INFO] }\n[2026-09-29T07:45:14.621Z] [STDOUT] [log_fb4c74, request-id: \"req_011CfXMjvNi8kM174BHGkpko\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 811ms\n[2026-09-29T07:45:14.627Z] [STDOUT] [log_fb4c74] response start {\n[2026-09-29T07:45:14.637Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:14.640Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:14.644Z] [STDOUT]   headers: {\n[2026-09-29T07:45:14.652Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:14.658Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:14.663Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:14.671Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:14.682Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:14.692Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:14.697Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:14.705Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:14.712Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:14.730Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:14.744Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:14.755Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:14.761Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:14.767Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:14.773Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:14.777Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:14.784Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:14.790Z] [STDOUT]     \"cf-ray\": \"a4295dfb081c29ad-FRA\",\n[2026-09-29T07:45:14.795Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:14.800Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:14.804Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:14.808Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:14.819Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:14 GMT\",\n[2026-09-29T07:45:14.825Z] [STDOUT]     \"request-id\": \"req_011CfXMjvNi8kM174BHGkpko\",\n[2026-09-29T07:45:14.833Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:14.836Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:14.841Z] [STDOUT]     traceresponse: \"00-1a870d442c0b2b4591c6022c1eba3dfe-d6e22b91c24eb00f-01\",\n[2026-09-29T07:45:14.858Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:14.868Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:14.873Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:14.875Z] [STDOUT]   },\n[2026-09-29T07:45:14.878Z] [STDOUT]   durationMs: 811,\n[2026-09-29T07:45:14.883Z] [STDOUT] }\n[2026-09-29T07:45:14.891Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:14.895Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:14 GMT\",\n[2026-09-29T07:45:14.899Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:14.906Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:14.919Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:14.924Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:14.944Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:14.964Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:14.971Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:14.984Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:15.007Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:15.042Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:15.047Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:15.056Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:15.059Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:15.065Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:15.069Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:15.073Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:15.075Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:15.078Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:15.081Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:15.084Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:15.087Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:15.094Z] [STDOUT]   \"request-id\": \"req_011CfXMjvNi8kM174BHGkpko\",\n[2026-09-29T07:45:15.098Z] [STDOUT]   \"traceresponse\": \"00-1a870d442c0b2b4591c6022c1eba3dfe-d6e22b91c24eb00f-01\",\n[2026-09-29T07:45:15.104Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:15.110Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:15.115Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:15.130Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:15.135Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:15.141Z] [STDOUT]   \"cf-ray\": \"a4295dfb081c29ad-FRA\",\n[2026-09-29T07:45:15.146Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:15.157Z] [STDOUT] [log_fb4c74] response parsed {\n[2026-09-29T07:45:15.162Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:15.166Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:15.171Z] [STDOUT]   body: X {\n[2026-09-29T07:45:15.175Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:15.182Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:15.187Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:15.192Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:15.197Z] [STDOUT]     },\n[2026-09-29T07:45:15.202Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:15.207Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:15.213Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:15.220Z] [STDOUT]   },\n[2026-09-29T07:45:15.227Z] [STDOUT]   durationMs: 812,\n[2026-09-29T07:45:15.237Z] [STDOUT] }\n[2026-09-29T07:45:15.269Z] [INFO] {\n[2026-09-29T07:45:15.269Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"message\": {\n[2026-09-29T07:45:15.269Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:15.269Z] [INFO]     \"id\": \"msg_011CfXMjvMiNoCR58f4YGwA7\",\n[2026-09-29T07:45:15.269Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:15.269Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:15.269Z] [INFO]     \"content\": [\n[2026-09-29T07:45:15.269Z] [INFO]       {\n[2026-09-29T07:45:15.269Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:15.269Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:15.269Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:15.269Z] [INFO]     ],\n[2026-09-29T07:45:15.269Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:15.269Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:15.269Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:15.269Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:15.269Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:15.269Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:15.269Z] [INFO]       \"cache_creation_input_tokens\": 3947,\n[2026-09-29T07:45:15.269Z] [INFO]       \"cache_read_input_tokens\": 42905,\n[2026-09-29T07:45:15.269Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:15.269Z] [INFO]         \"ephemeral_5m_input_tokens\": 3947,\n[2026-09-29T07:45:15.269Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:15.269Z] [INFO]       },\n[2026-09-29T07:45:15.269Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:15.269Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:15.269Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:15.269Z] [INFO]     },\n[2026-09-29T07:45:15.269Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:15.269Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:15.269Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:15.269Z] [INFO]   },\n[2026-09-29T07:45:15.269Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"uuid\": \"28d84b39-6612-4547-8b08-fefbcd2785aa\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:15.085Z\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"request_id\": \"req_011CfXMjuuvFVhkPQaMLinCs\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:15.269Z] [INFO] }\n[2026-09-29T07:45:15.277Z] [INFO] {\n[2026-09-29T07:45:15.277Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"message\": {\n[2026-09-29T07:45:15.277Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:15.277Z] [INFO]     \"id\": \"msg_011CfXMjvsy4h4mdFcahKVfX\",\n[2026-09-29T07:45:15.277Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:15.277Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:15.277Z] [INFO]     \"content\": [\n[2026-09-29T07:45:15.277Z] [INFO]       {\n[2026-09-29T07:45:15.277Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:15.277Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:15.277Z] [INFO]         \"signature\": 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\"standard\",\n[2026-09-29T07:45:15.277Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:15.277Z] [INFO]     },\n[2026-09-29T07:45:15.277Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:15.277Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:15.277Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:15.277Z] [INFO]   },\n[2026-09-29T07:45:15.277Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"uuid\": \"4e9738bc-497a-4bff-81c6-82a64a2e0c1e\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:15.216Z\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"request_id\": \"req_011CfXMjvNi8kM174BHGkpko\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:15.277Z] [INFO] }\n[2026-09-29T07:45:15.680Z] [INFO] {\n[2026-09-29T07:45:15.680Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:15.680Z] [INFO]   \"message\": {\n[2026-09-29T07:45:15.680Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:15.680Z] [INFO]     \"content\": [\n[2026-09-29T07:45:15.680Z] [INFO]       {\n[2026-09-29T07:45:15.680Z] [INFO]         \"tool_use_id\": \"toolu_018RbiPHnRrUTRZvA6JEDgZq\",\n[2026-09-29T07:45:15.680Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:15.680Z] [INFO]         \"content\": \"\\nOutput too large (36.5KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bxach7km2.txt\\n\\nPreview (first 2KB):\\n=== decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n\\n# ADR-017: \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 ba-ai-process \u2014 Source, Distribution \u0438 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-017 |\\n| Decision type | methodology |\\n| Decision status | accepted (human decision gate: [issue #599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599)) |\\n| Decision date | 2026-09-22 |\\n| Owner | G-Ivan-A |\\n| Source | [issue #595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595); human approval and physical Source migration \u2014 [issue #599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599) and [PR #600](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/600) |\\n| Impacted artifacts | Source [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process), runtime [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli), \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f [`research/mango/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/mango) \u0438 [`research/ai-education/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ai-education), \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 backlog [`ops/backlog.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md) |\\n| Supersedes | none |\\n| Superseded by | none |\\n\\n## Context\\n\\n\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0440\u043e\u0435\u043a\u0442 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process)\\n\u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0445\u0440\u0430\u043d\u0438\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u0443\u0435\u043c\u0443\u044e \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u0442\u0435\u0441\u0442\u044b\\n\u0441\u0431\u043e\u0440\u043a\u0438 \u0438 \u043f\u0430\u043a\u0435\u0442 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b. \u0418\u043c\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0431\u0449\u0443\u044e \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c, \u0445\u043e\u0442\u044f \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[`package-manifest.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml)\\n\u0443\u0436\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0435 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044b, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0435 rationale.\\n...\\n\",\n[2026-09-29T07:45:15.680Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:15.680Z] [INFO]       }\n[2026-09-29T07:45:15.680Z] [INFO]     ]\n[2026-09-29T07:45:15.680Z] [INFO]   },\n[2026-09-29T07:45:15.680Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:15.680Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:15.680Z] [INFO]   \"uuid\": \"8d047497-518e-4b25-b456-220f2179466a\",\n[2026-09-29T07:45:15.680Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:15.670Z\",\n[2026-09-29T07:45:15.680Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:45:15.680Z] [INFO]     \"stdout\": \"=== decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n\\n# ADR-017: \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 ba-ai-process \u2014 Source, Distribution \u0438 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-017 |\\n| Decision type | methodology |\\n| Decision status | accepted (human decision gate: [issue #599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599)) |\\n| Decision date | 2026-09-22 |\\n| Owner | G-Ivan-A |\\n| Source | [issue #595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595); human approval and physical Source migration \u2014 [issue #599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599) and [PR #600](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/600) |\\n| Impacted artifacts | Source [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process), runtime [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli), \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f [`research/mango/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/mango) \u0438 [`research/ai-education/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ai-education), \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 backlog [`ops/backlog.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md) |\\n| Supersedes | none |\\n| Superseded by | none |\\n\\n## Context\\n\\n\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0440\u043e\u0435\u043a\u0442 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process)\\n\u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0445\u0440\u0430\u043d\u0438\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u0443\u0435\u043c\u0443\u044e \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u0442\u0435\u0441\u0442\u044b\\n\u0441\u0431\u043e\u0440\u043a\u0438 \u0438 \u043f\u0430\u043a\u0435\u0442 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b. \u0418\u043c\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0431\u0449\u0443\u044e \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c, \u0445\u043e\u0442\u044f \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[`package-manifest.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml)\\n\u0443\u0436\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0435 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044b, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0435 rationale.\\n\u0421\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 MVP \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442 \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n[`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli),\\n\u0433\u0434\u0435 \u0435\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b, \u043d\u0430\u0432\u044b\u043a\u0438, \u0448\u0430\u0431\u043b\u043e\u043d\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\\n\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u043d\u043e \u043d\u0435\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430 RRP.\\n\\n\u041d\u0443\u0436\u043d\u0430 \u044f\u0432\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u0430\u043a\u0435\u0442\u044b \u0434\u043b\u044f\\n\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0441\u0440\u0435\u0434 \u0438 \u043f\u0440\u0438 \u044d\u0442\u043e\u043c:\\n\\n- \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0435 rationale \u0432 runtime-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c;\\n- \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438;\\n- \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u044b\u0439 runtime \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u043c \u043f\u0440\u0438 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 Source;\\n- \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432 \u0431\u0435\u0437 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n  \u0442\u0435\u043b\u0435\u043c\u0435\u0442\u0440\u0438\u0438;\\n- \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0443 \u0441 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c\u0438, \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044f\\n  \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439.\\n\\n\u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u043f\u0443\u043d\u043a\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0430\u044f\\n[`ba-meta-model`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n\u0438\u043c\u0435\u0435\u0442 `scope: mango-only`; \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0438 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e, \u0447\u0442\u043e\u0431\u044b\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f. \u041d\u0430\u0441\u0442\u043e\u044f\u0449\u0438\u0439 ADR \u0434\u0435\u043b\u0430\u0435\u0442 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439\\n=== decisions/2026-09-adr-020-clean-distribution-package.md\\n\\n# ADR-020: \u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 Distribution\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-020 |\\n| Decision type | methodology |\\n| Decision status | proposed; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438 review PR |\\n| Decision date | 2026-09-26 (\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435) |\\n| Owner | G-Ivan-A |\\n| Source | [issue #617](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/617) |\\n| Impacted artifacts | \u0412\u0441\u0435 \u043f\u0430\u043a\u0435\u0442\u044b \u0432 `projects/ba-ai-process/dist/` \u0438 \u0438\u0445 \u0431\u0443\u0434\u0443\u0449\u0438\u0435 \u0441\u0431\u043e\u0440\u0449\u0438\u043a\u0438 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b |\\n| Supersedes | none; \u0443\u0442\u043e\u0447\u043d\u044f\u0435\u0442 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) |\\n| Superseded by | none |\\n\\n## Context\\n\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 Distribution \u0438\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u0441\u043b\u043e\u044f \u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430 \u0441\u0440\u0435\u0434\u044b, \u043e\u0442\u0434\u0435\u043b\u044f\u044f \u0435\u0433\u043e \u043e\u0442 Source \u0438 rationale. \u041e\u0434\u043d\u0430\u043a\u043e \u044d\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0441 \u0434\u0440\u0443\u0433\u0438\u043c\u0438 \u0441\u0440\u0435\u0434\u0430\u043c\u0438 \u0438 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u0441\u0431\u043e\u0440\u043a\u0435. [Issue #617](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/617) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432.\\n\\n## Decision\\n\\n\u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `projects/ba-ai-process/dist/execution-package-/` \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c **\u0440\u043e\u0432\u043d\u043e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b**. \u0412 \u0435\u0433\u043e \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432 \u0432\u0445\u043e\u0434\u044f\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0430\u043d\u043d\u044b\u0435, \u043a\u043e\u0434, \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u044b, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u043b\u0438 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0435\u0451 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u0430 **\u0432 \u044d\u0442\u043e\u0439 \u0441\u0440\u0435\u0434\u0435**. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430 \u0438 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0433\u043e \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u0430: \u0435\u0441\u043b\u0438 \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0435\u0433\u043e, \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u043c\u0435\u043d\u0435\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0438\u043b\u0438 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0430\u0442\u044c \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u0432 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435? \u0415\u0441\u043b\u0438 \u043d\u0435\u0442, \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442 \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043f\u0430\u043a\u0435\u0442\u0430.\\n\\n\u0418\u0437 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432, \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432, \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0435\u0432 \u0438 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f:\\n\\n- \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0434\u043b\u044f \u0438\u043d\u044b\u0445 \u0441\u0440\u0435\u0434 \u0438\u043b\u0438 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438;\\n- \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0441 \u043d\u0438\u043c\u0438, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043e\u0433\u043e\u0432\u043e\u0440\u043a\u0438 \u0432\u0438\u0434\u0430 \u00ab\u044d\u0442\u043e \u043d\u0435 \u0441\u0440\u0435\u0434\u0430 X\u00bb \u0438 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u044f, \u043f\u043e\u0447\u0435\u043c\u0443 \u0435\u0451 \u043d\u0435 \u0432\u044b\u0431\u0440\u0430\u043b\u0438;\\n- \u0438\u0441\u0442\u043e\u0440\u0438\u044f \u043e\u0448\u0438\u0431\u043e\u043a, \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0435 rationale, \u043f\u043b\u0430\u043d\u044b \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438 \u0438 \u0438\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0435 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435.\\n\\n\u041d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u0434\u0440\u0443\u0433\u043e\u0439 \u0441\u0440\u0435\u0434\u044b \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e\u0433\u0434\u0430, \u043a\u043e\u0433\u0434\u0430 \u043e\u043d\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f **\u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c** \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438: \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0438\u043c\u0435\u043d\u0435\u043c \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0433\u043e \u0444\u043e\u0440\u043c\u0430\u0442\u0430, \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 \u0438\u043b\u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438, \u0431\u0435\u0437 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043b\u0438\u0431\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043f\u0430\u043a\u0435\u0442. \u0422\u0430\u043a\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043c\u0435\u0441\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f; \u0441\u0440\u0430\u0432\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0441\u043f\u0440\u0430\u0432\u043a\u0430 \u0441\u0430\u043c\u0430 \u043f\u043e \u0441\u0435\u0431\u0435 \u0438\u043c \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f. \u0418\u043c\u0435\u043d\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u0438 API \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043f\u043e \u0442\u043e\u043c\u0443 \u0436\u0435 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e: \u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f, \u043f\u043e\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0435 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f.\\n\\n`package-manifest.yaml` \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e ADR-017 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u044b Source, \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0433\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430, \u0432\u0435\u0440\u0441\u0438\u0438, \u0432\u0445\u043e\u0434\u043d\u043e\u0439 allowlist \u0438 \u0445\u0435\u0448\u0438 \u0432\u044b\u0445\u043e\u0434\u043e\u0432. \u042d\u0442\u0438 \u043f\u043e\u043b\u044f \u0441\u043b\u0443\u0436\u0430\u0442 provenance \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435 \u0441\u0431\u043e\u0440\u043a\u0438; \u043e\u043d\u0438 \u043d\u0435 \u0434\u0430\u044e\u0442 \u043f\u0440\u0430\u0432\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 \u0432\u0445\u043e\u0434\u043e\u0432 \u0438\u043b\u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b. \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a\u043e **\u0432\u0441\u0435\u043c\u0443** \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u043c\u0443 \u0434\u0435\u0440\u0435\u0432\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f README, `AGENTS.md`, \u0442\u0435\u0441\u0442\u044b \u0438 manifest, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043a \u043b\u044e\u0431\u043e\u043c\u0443 \u0431\u0443\u0434\u0443\u0449\u0435\u043c\u0443 \u043f\u0430\u043a\u0435\u0442\u0443 \u0432 `dist/`; \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u043f\u043e \u0441\u0440\u0435\u0434\u0435 \u0438\u043b\u0438 \u0442\u0438\u043f\u0443 \u0444\u0430\u0439\u043b\u0430 \u043d\u0435\u0442.\\n\\n## Decision Drivers\\n\\n- \u041e\u0434\u043d\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0430\u0432\u0430\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0435\u0451 \u0441\u0440\u0435\u0434\u044b \u0438 \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u0437\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0438 \u0441\u0431\u043e\u0440\u043a\u0438 \u043e\u0442 \u043f\u043e\u0432\u0442\u043e\u0440\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0440\u0435\u0442\u0430 \u043d\u0430 \u043b\u0438\u0448\u043d\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.\\n- \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 provenance ADR-017 \u0434\u043e\u043b\u0436\u0435\u043d \u043e\u0441\u0442\u0430\u0432\u0430\u0442\u044c\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n## Alternatives Considered\\n\\n| Alternative | Decision |\\n| --- | --- |\\n=== docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\n\\n# ADR-018: \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0432 GigaCode CLI\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-018 |\\n| Decision type | runtime |\\n| Decision status | proposed; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438 review PR |\\n| Decision date | 2026-09-25 (\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435) |\\n| Owner | G-Ivan-A |\\n| Source | [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615), [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u044b D](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615#issuecomment-5832987604) |\\n| Impacted artifacts | `projects/ba-ai-process/dist/execution-package-gigacode-cli/`; \u0431\u0443\u0434\u0443\u0449\u0438\u0439 runtime `G-Ivan-A/mango-ba-ai-runtime-cli` |\\n| Supersedes | none; \u0443\u0442\u043e\u0447\u043d\u044f\u0435\u0442 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b |\\n| Superseded by | none |\\n\\n## Context\\n\\n\u0426\u0435\u043b\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u2014 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a `A-IN \u2192 A-CORE \u2192 A-BCREQ` \u043d\u0430 \u0410\u0420\u041c \u0411\u0410. \u0421\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 [\u043f\u0430\u043a\u0435\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli) \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0433\u0440\u0430\u0444, dispatcher skill, JSON Schema, Python-\u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 Working \u2192 Release. \u0415\u0433\u043e [dispatcher](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/.gigacode/skills/rg-bcreq-v1-dispatcher/SKILL.md) \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0435 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u0443\u0437\u043b\u0430 **\u0442\u0435\u043a\u0441\u0442\u043e\u043c \u0434\u043b\u044f \u0430\u0433\u0435\u043d\u0442\u0430** \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 `python3 tools/validate-package.py` \u043d\u0430 preflight. [README \u043f\u0430\u043a\u0435\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md) \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u0430. \u0418\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0441\u0430\u043c \u0447\u0438\u0442\u0430\u0435\u0442 `routes/rg-bcreq-v1.yaml`, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 Python \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0438 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0443\u0437\u0435\u043b \u043f\u043e exit code, \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 \u043d\u0435\u0442. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u0439 \u0442\u0435\u0441\u0442 Python-\u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 **\u043f\u0440\u0438 \u0432\u044b\u0437\u043e\u0432\u0435**, \u043d\u043e \u043d\u0435 \u0444\u0430\u043a\u0442 \u0435\u0451 \u0432\u044b\u0437\u043e\u0432\u0430 \u0430\u0433\u0435\u043d\u0442\u043e\u043c.\\n\\n\u041f\u043e [\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 GigaCode CLI](https://gitverse.ru/docs/ai/ai-assistant-gigacode/gigacode-cli/skills) \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0435 skills \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0432 `.gigacode/skills/`, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 `/skills`, \u0430 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430. [\u041a\u043e\u043c\u0430\u043d\u0434\u044b CLI](https://gitverse.ru/docs/ai/ai-assistant-gigacode/gigacode-cli/commands) \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c shell \u0447\u0435\u0440\u0435\u0437 `!` \u0438 \u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c `/tools` \u0438 `/mcp`. \u042d\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c **\u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e** \u0437\u0430\u043f\u0443\u0441\u043a\u0430 Python \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0442\u043e\u0440\u0430 \u0438 \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043d\u043e \u043d\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a \u043f\u043e \u0433\u0440\u0430\u0444\u0443. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b Q \u0438\u0437 [\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u0438\u0430\u043b\u043e\u0433\u0430](https://github.com/user-attachments/files/32652327/-.Q.250926.txt) \u043e \u0442\u043e\u043c, \u0447\u0442\u043e Tool Calling \u0441\u0430\u043c \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0448\u0430\u0433\u0430 \u0432 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432, \u043d\u0435 \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0438\u0437 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u043e\u0434\u0430 \u043f\u0430\u043a\u0435\u0442\u0430.\\n\\n## Decision\\n\\n\u0421\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c GigaCode CLI \u043a\u0430\u043a **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e** \u0441\u0440\u0435\u0434\u0443 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c \u0438 \u0431\u0435\u0437 API Mango AI. \u0420\u0430\u0431\u043e\u0447\u0430\u044f \u0441\u0442\u0430\u043d\u0446\u0438\u044f \u0411\u0410 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 GigaCode CLI \u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 Python; \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0439 Confluence MCP \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044e CLI. \u041d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c skill \u0438\u043b\u0438 \u0433\u0440\u0430\u0444 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c, \u043f\u043e\u043a\u0430 \u0437\u0430\u043f\u0443\u0441\u043a \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u0438 \u0433\u0435\u0439\u0442\u0430 \u043d\u0435 \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c CLI.\\n\\n\u0414\u043b\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 `execution-package-gigacode-cli` \u0432 Source \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0434\u0438\u043d \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u044b\u0439 \u0432\u0445\u043e\u0434 `tools/run-task` (\u0442\u043e\u0447\u043d\u043e\u0435 \u0438\u043c\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f): \u043e\u043d \u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u044b\u0439 `TASK_ID` \u0438 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0440\u0435\u0431\u0440\u043e, \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 gate \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0410\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430; \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c. Human gates \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u044f\u0432\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0411\u0410 \u0438 \u043d\u0435 \u043e\u0431\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 CLI. `G-mach` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c Python, \u0430 `G-semantic` \u0438 `G-human` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438. Fail-closed \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0443 \u043d\u0430 \u043e\u0448\u0438\u0431\u043a\u0435, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0438 \u0438 \u0437\u0430\u043f\u0440\u0435\u0442 Release \u0434\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f Working baseline.\\n\\n\u0414\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**: \u0411\u0410 \u044f\u0432\u043d\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `/skills rg-bcreq-v1-dispatcher`, \u0437\u0430\u0442\u0435\u043c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438 \u0441\u043c\u043e\u0442\u0440\u0438\u0442 \u0435\u0451 exit code; \u044d\u0442\u043e \u043d\u0435 \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d. \u0427\u0442\u0435\u043d\u0438\u0435 Python \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442\u0430 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 JSON Schema, \u043d\u0435 \u0434\u0430\u0451\u0442 exit code \u0438 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 `G-mach`.\\n\\n\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f: Source \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`, Distribution \u2014 \u0432 `dist/execution-package-gigacode-cli/`, GigaCode runtime \u2014 \u0432 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli). \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432 \u043d\u0435\u0433\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043a\u043b\u0438\u0435\u043d\u0442\u0430. \u041f\u043e\u0441\u043b\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c **\u0432\u0435\u0441\u044c** \u043f\u0430\u043a\u0435\u0442, \u0432\u043a\u043b\u044e\u0447\u0430\u044f `.gigacode/skills/`, `AGENTS.md`, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/` \u0438 manifest; `meta-model/` \u0438 `docs/kb/` \u043d\u0430\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430\u043c\u0438. \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f `.gigacode/settings.json`, \u043a\u043b\u044e\u0447\u0438 \u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0435 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e guide \u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c GigaCode CLI \u043f\u043e [\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u043c\u0443 quick start](https://gitverse.ru/docs/ai/ai-assistant-gigacode/getting-started-with-gigacode/quick-start), Git \u0438 Python 3 \u0441 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044f\u043c\u0438, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0435\u0439** \u043f\u0430\u043a\u0435\u0442\u0430; \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `gigacode --version`, `python3 --version` \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0443 \u041e\u0421 \u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Python \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0440\u0438 \u043f\u0438\u043b\u043e\u0442\u0435, \u0430 \u043d\u0435 \u0443\u0433\u0430\u0434\u044b\u0432\u0430\u0442\u044c.\\n2. \u041a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c runtime \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0437\u0430\u0434\u0430\u0447\u0438, \u0441\u0432\u0435\u0440\u0438\u0442\u044c manifest \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `sh tools/validate-package.sh`. \u0417\u0430\u043f\u043e\u043b\u043d\u0438\u0442\u044c `meta-model/` \u0438 `docs/kb/` \u0441 \u0443\u0447\u0451\u0442\u043e\u043c \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0439 \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u0430.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e `.gigacode/settings.json` \u0438\u0437 example \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u0432\u044b\u0434\u0430\u0447\u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u043c \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c \u0430\u0434\u0440\u0435\u0441\u0430, \u0442\u0440\u0430\u043d\u0441\u043f\u043e\u0440\u0442\u0430 \u0438 credentials \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u043e\u0433\u043e Confluence MCP. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c `/mcp` \u0438 `/tools`; \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u043e \u0447\u0442\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b.\\n4. \u0412\u044b\u0437\u0432\u0430\u0442\u044c `/skills rg-bcreq-v1-dispatcher` \u0441 `TASK-0001`, \u043f\u0440\u043e\u0439\u0442\u0438 `n0` \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0411\u0410. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0443\u0437\u043b\u0435 \u0432\u0438\u0434\u0435\u0442\u044c \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 `G-mach`, exit code, \u043f\u0443\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0438 checkpoint. \u041f\u0440\u0438 reject \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f. \u0414\u043b\u044f `n12` \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 Working, \u0434\u043b\u044f `n13` \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `validate-working`, `compile`, `validate-release` \u0438 \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c Release \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n\\n## \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u043f\u043e review PR #616 (2026-09-26)\\n\\n\u041e\u0442\u0432\u0435\u0442 \u043d\u0430 [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/616) \u043f\u043e \u0441\u0440\u0435\u0434\u0435 1.\\n\\n1. **\u041a\u0432\u0430\u043b\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430:** \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u2014 **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**. \u0414\u043b\u044f \u043e\u043f\u044b\u0442\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0430 \u0448\u0430\u0433\u043e\u0432 (\u0441\u043c. \u0441\u0445\u0435\u043c\u0443 \u043d\u0438\u0436\u0435); \u0437\u0430\u044f\u0432\u043b\u044f\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f.\\n=== docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\n\\n# ADR-019: Cline \u0432 VS Code \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-019 |\\n| Decision type | runtime |\\n| Decision status | proposed; \u0432\u044b\u0431\u043e\u0440 \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c \u043f\u0440\u0438 review PR |\\n| Decision date | 2026-09-25 (\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435) |\\n| Owner | G-Ivan-A |\\n| Source | [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615) \u0438 [\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b AI Core](https://github.com/user-attachments/files/32652321/default.txt) |\\n| Impacted artifacts | \u0431\u0443\u0434\u0443\u0449\u0438\u0439 `dist/execution-package-cline-vscode/`, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime `mango-ba-ai-runtime-cline`; \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0440\u0435\u0434\u044b 4 |\\n| Supersedes | none; \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u0442 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) |\\n| Superseded by | none |\\n\\n## Context\\n\\n\u041d\u0443\u0436\u0435\u043d \u043e\u0434\u0438\u043d OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0433\u0435\u043d\u0442 \u0434\u043b\u044f \u0411\u0410 \u043e\u0442 junior \u0434\u043e expert \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e AI Core \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c BCREQ. [\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f AI Core](https://github.com/user-attachments/files/32652321/default.txt) \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 OpenAI-compatible `/chat/completions`, `tool calls`, \u043c\u043e\u0434\u0435\u043b\u044c\u043d\u044b\u0435 ID `gpu-default` \u0438 `gpu-deep`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447 \u0438 HTTP endpoint, \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN. \u041e\u043d\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 **API \u043c\u043e\u0434\u0435\u043b\u0438**. \u041e\u043d\u0430 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442 MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u044b Jira/Confluence, \u0438\u0445 URL, transport, tool names \u0438\u043b\u0438 \u043f\u0440\u0430\u0432\u0430. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043a Mango AI API \u0441\u0430\u043c\u043e \u0434\u0430\u0451\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira/Confluence\u00bb \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u044d\u0442\u0438\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n\\n[\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f Cline](https://github.com/cline/cline/blob/main/docs/provider-config/openai-compatible.mdx) \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043f\u0443\u0442\u044c \u0447\u0435\u0440\u0435\u0437 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 `OpenAI Compatible`: Base URL, API Key, Model ID, \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 output. [Cline](https://github.com/cline/cline/blob/main/README.md) \u0443\u043c\u0435\u0435\u0442 \u0447\u0438\u0442\u0430\u0442\u044c/\u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c shell-\u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 VS Code \u0441 \u043f\u043e\u043a\u0430\u0437\u043e\u043c diff \u0438 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439. [\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f MCP](https://github.com/cline/cline/blob/main/docs/mcp/mcp-overview.mdx) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 tools. \u041d\u043e [\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432](https://github.com/cline/cline/blob/main/docs/tools-reference/all-cline-tools.mdx) \u043f\u0440\u044f\u043c\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442: **\u043c\u043e\u0434\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442**, \u043a\u0430\u043a\u043e\u0439 tool \u0432\u044b\u0437\u0432\u0430\u0442\u044c. \u0421\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0430\u043b\u0438\u0447\u0438\u0435 `bash` \u0438 `tool calls` \u043d\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442 \u0432\u044b\u0437\u043e\u0432 Python-\u0433\u0435\u0439\u0442\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435.\\n\\n## Decision\\n\\n\u0412\u044b\u0431\u0440\u0430\u0442\u044c **Cline \u043a\u0430\u043a \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 VS Code** \u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0433\u043e \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 2. \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442\u0441\u044f \u043d\u0430\u0437\u0432\u0430\u0442\u044c `G-Ivan-A/mango-ba-ai-runtime-cline`; \u043d\u0435 \u0440\u0430\u0437\u043c\u0435\u0449\u0430\u0442\u044c \u0435\u0433\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0432 GigaCode-\u043f\u0430\u043a\u0435\u0442\u0435. Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0431\u0449\u0438\u0439 \u043d\u0430\u0431\u043e\u0440 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`; \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 `dist/execution-package-cline-vscode/` \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c manifest \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 \u0434\u043b\u044f \u0411\u0410. \u041d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u043f\u0443\u0442\u044c \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u044d\u0442\u0438\u043c ADR \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f.\\n\\n\u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u0443\u0440\u043e\u0432\u043d\u044f\u043c:\\n\\n1. **\u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439:** \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 runner/CI \u0441\u0430\u043c \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code, \u0433\u0440\u0430\u0444 \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435. \u042d\u0442\u043e\u0442 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c \u0442\u0435\u0441\u0442\u043e\u043c.\\n2. **\u0410\u0433\u0435\u043d\u0442\u043d\u044b\u0439:** Cline \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a, \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u0432\u044b\u0437\u043e\u0432\u044b tools \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f. \u0415\u0433\u043e \u0432\u044b\u0431\u043e\u0440 \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b; `AGENTS.md` \u0438 Cline rules \u043f\u043e\u043c\u043e\u0433\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 runner.\\n3. **\u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439:** \u0411\u0410 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u044e, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, Working baseline \u0438 Release. \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u0438 \u043f\u0440\u0430\u0432\u0430 \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044e \u043d\u0435 \u0432\u044b\u0434\u0430\u044e\u0442\u0441\u044f \u0438\u0437 Python exit code.\\n\\n\u0412 \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0435 `AGENTS.md` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f Cline `.clinerules` \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u043d\u0435\u0433\u043e \u0438 \u043d\u0430 \u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 runner. \u041d\u0430\u0432\u044b\u043a\u0438, \u043d\u0443\u0436\u043d\u044b\u0435 \u0434\u043b\u044f Cline, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0431\u0435\u0437 \u043a\u043e\u043f\u0438\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u041d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c agent edit `tools/`, `contracts/`, `routes/` \u0438\u043b\u0438 manifest \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043d\u0438\u0445 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 Source PR \u0438 recompilation. \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0434 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u0411\u0410/CI, \u0430 \u043d\u0435 \u00ab\u0447\u0442\u0435\u043d\u0438\u0435\u043c Python \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u00bb. CI \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0433\u0435\u0439\u0442\u0430.\\n\\n\u041e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f guide \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e Cline-\u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c Git, VS Code, \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 [Cline](https://github.com/cline/cline/blob/main/docs/getting-started/installing-cline.mdx), Python 3 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439** \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430. \u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0439 VS Code \u0438 Python; \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u0434\u043b\u044f \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043d\u0443\u0436\u043d\u0430. Junior \u0411\u0410 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043c\u0435\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u043f\u0430\u043f\u043a\u0443 \u0432 VS Code, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0433\u043e\u0442\u043e\u0432\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u043f\u0440\u043e\u0447\u0435\u0441\u0442\u044c PASS/FAIL; \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 MCP-\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u0430\u0432 \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430.\\n2. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c **\u0441\u0432\u043e\u0439** \u043a\u043b\u044e\u0447 \u0432 AI Core. \u041e\u0442\u043a\u0440\u044b\u0442\u044c Cline Settings \u2192 API Provider `OpenAI Compatible`; \u0443\u043a\u0430\u0437\u0430\u0442\u044c Base URL, \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 AI Core, \u043c\u043e\u0434\u0435\u043b\u044c `gpu-default`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, Context Window `114688`, Max Output Tokens `16384`, \u0432\u044b\u043a\u043b\u044e\u0447\u0438\u0442\u044c image support. \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u043b\u0438\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 `gpu-deep` \u0438\u043c\u0435\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043b\u0438\u043c\u0438\u0442\u044b `98304`/`32768`; \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043f\u0438\u043b\u043e\u0442\u0430. \u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432\u0437\u044f\u0442\u044b \u0438\u0437 [\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438](https://github.com/user-attachments/files/32652321/default.txt), \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432 Cline. HTTP \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u0448\u044c \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u043e\u0439 \u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438; \u043a\u043b\u044e\u0447 \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\n4. \u0410\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439** \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 MCP \u0434\u043b\u044f Jira/Confluence \u0447\u0435\u0440\u0435\u0437 Cline MCP Servers \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 `tools/list`/\u043f\u0440\u043e\u0431\u043d\u044b\u0439 read-only \u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0442\u0435\u0441\u0442\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435 \u0438 issue. \u041f\u043e\u043a\u0430 MCP \u043d\u0435 \u0432\u044b\u0434\u0430\u043d, BA \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0441 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB, \u043c\u0430\u0440\u043a\u0438\u0440\u0443\u0435\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b \u0438 \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0446\u0438\u0442\u0430\u0442\u0443. Model API key \u043d\u0435 \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432 MCP \u043a\u0430\u043a \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0430\u0440\u043e\u043b\u044c.\\n5. \u0412 VS Code \u043e\u0442\u043a\u0440\u044b\u0442\u044c runtime-\u043f\u0430\u043f\u043a\u0443, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0435 \u0430\u0432\u0442\u043e\u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435 \u043e\u043f\u0430\u0441\u043d\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, \u0434\u0430\u0442\u044c Cline \u043e\u0434\u0438\u043d `TASK-0001` \u0441 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c/\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `n0`, \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c route \u0447\u0435\u0440\u0435\u0437 runner. \u041f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0411\u0410 \u0432\u0438\u0434\u0438\u0442 \u0443\u0437\u0435\u043b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043a\u043e\u043c\u0430\u043d\u0434\u0443/exit code \u0433\u0435\u0439\u0442\u0430 \u0438 Markdown checkpoint; \u043f\u0440\u0438 FAIL \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f Release \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 Working, `validate-working`, `compile`, `validate-release`, human review.\\n\\n## \u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b 2 \u043f\u043e review PR #616 (2026-09-26)\\n\\n=== docs/rfc/2026-09-source-pilot-verification.md\\n\\n# RFC: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0435\u0434\u0438\u043d\u043e\u0433\u043e Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 GigaCode CLI \u0438 Cline\\n\\n## RFC Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| Owner | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d \u0432 [issue #630](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/630); \u0434\u043e \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044f \u043d\u0443\u0436\u0435\u043d \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0438\u043b\u043e\u0442\u0430 |\\n| RFC status | \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d \u043a review; \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n| Source issue | [#630](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/630) |\\n| Impacted artifacts | `projects/ba-ai-process/ba-meta-model/`, `build/common/`, `build/adapters/cline-vscode/`, \u043e\u0431\u0430 `dist/execution-package-*`, \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u2014 **\u043f\u043e\u0441\u043b\u0435** \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043d\u0435 \u0432 \u044d\u0442\u043e\u043c PR |\\n| Decision record | [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0437\u0430\u0434\u0430\u0451\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e \u0433\u0440\u0430\u043d\u0438\u0446\u0443; \u043d\u043e\u0432\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u043e\u043a\u0430 \u043d\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 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preload\",\n[2026-09-29T07:45:16.826Z] [STDOUT]     traceresponse: \"00-6039f8c8d94f214875f902aaf772d5ce-039e3061f439ac2b-01\",\n[2026-09-29T07:45:16.830Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:16.835Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:16.838Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:16.842Z] [STDOUT]   },\n[2026-09-29T07:45:16.847Z] [STDOUT]   durationMs: 925,\n[2026-09-29T07:45:16.852Z] [STDOUT] }\n[2026-09-29T07:45:16.855Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:16.859Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:16 GMT\",\n[2026-09-29T07:45:16.865Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:16.868Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:16.878Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:16.884Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:16.891Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:16.895Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:16.903Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:16.908Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:16.913Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:16.919Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:16.925Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:16.928Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:16.933Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:16.936Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:16.939Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:16.943Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:16.948Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:16.951Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:16.955Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:16.957Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:16.962Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:16.965Z] [STDOUT]   \"request-id\": \"req_011CfXMk6JW5fB2CfUffLfSG\",\n[2026-09-29T07:45:16.967Z] [STDOUT]   \"traceresponse\": \"00-6039f8c8d94f214875f902aaf772d5ce-039e3061f439ac2b-01\",\n[2026-09-29T07:45:16.970Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:16.974Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:16.978Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:16.981Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:16.985Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:16.990Z] [STDOUT]   \"cf-ray\": \"a4295e0978804d8b-FRA\",\n[2026-09-29T07:45:16.996Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:17.001Z] [STDOUT] [log_f276cb] response parsed {\n[2026-09-29T07:45:17.018Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:17.030Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:17.038Z] [STDOUT]   body: X {\n[2026-09-29T07:45:17.053Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:17.061Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:17.066Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:17.074Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:17.076Z] [STDOUT]     },\n[2026-09-29T07:45:17.085Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:17.093Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:17.099Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:17.103Z] [STDOUT]   },\n[2026-09-29T07:45:17.115Z] [STDOUT]   durationMs: 925,\n[2026-09-29T07:45:17.154Z] [STDOUT] }\n[2026-09-29T07:45:17.534Z] [INFO] {\n[2026-09-29T07:45:17.534Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"message\": {\n[2026-09-29T07:45:17.534Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:17.534Z] [INFO]     \"id\": \"msg_011CfXMjvsy4h4mdFcahKVfX\",\n[2026-09-29T07:45:17.534Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:17.534Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:17.534Z] [INFO]     \"content\": [\n[2026-09-29T07:45:17.534Z] [INFO]       {\n[2026-09-29T07:45:17.534Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:17.534Z] [INFO]         \"id\": \"toolu_01Uf9F7ExiPva4DpDcfuZVyv\",\n[2026-09-29T07:45:17.534Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:17.534Z] [INFO]         \"input\": {\n[2026-09-29T07:45:17.534Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && python3 - <<'EOF'\\nimport yaml,glob,json,collections\\nkeys=collections.Counter()\\ndef flat(d,p=''):\\n    out={}\\n    if isinstance(d,dict):\\n        for k,v in d.items(): out.update(flat(v,p+k+'.'))\\n    else: out[p[:-1]]=d\\n    return out\\nallf={}\\nfor f in sorted(glob.glob('runs/2026/RUN-*/metadata.yaml')):\\n    d=yaml.safe_load(open(f))\\n    m=d.get('metrics') or {}\\n    fl=flat(m)\\n    allf[d['run_id']]=fl\\n    keys.update(fl.keys())\\nfor k,v in keys.most_common(): print(v,k)\\njson.dump(allf,open('/tmp/runs_metrics.json','w'),ensure_ascii=False,default=str,indent=1)\\nEOF\",\n[2026-09-29T07:45:17.534Z] [INFO]           \"description\": \"Survey metrics keys across runs\"\n[2026-09-29T07:45:17.534Z] [INFO]         },\n[2026-09-29T07:45:17.534Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:17.534Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:17.534Z] [INFO]         }\n[2026-09-29T07:45:17.534Z] [INFO]       }\n[2026-09-29T07:45:17.534Z] [INFO]     ],\n[2026-09-29T07:45:17.534Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:17.534Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:17.534Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:17.534Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:17.534Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:17.534Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:17.534Z] [INFO]       \"cache_creation_input_tokens\": 1241,\n[2026-09-29T07:45:17.534Z] [INFO]       \"cache_read_input_tokens\": 49626,\n[2026-09-29T07:45:17.534Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:17.534Z] [INFO]         \"ephemeral_5m_input_tokens\": 1241,\n[2026-09-29T07:45:17.534Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:17.534Z] [INFO]       },\n[2026-09-29T07:45:17.534Z] [INFO]       \"output_tokens\": 9,\n[2026-09-29T07:45:17.534Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:17.534Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:17.534Z] [INFO]     },\n[2026-09-29T07:45:17.534Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:17.534Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:17.534Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:17.534Z] [INFO]   },\n[2026-09-29T07:45:17.534Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"uuid\": \"404ed598-f435-4827-9b80-d9110c3be68a\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:17.521Z\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"request_id\": \"req_011CfXMjvNi8kM174BHGkpko\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:17.534Z] [INFO] }\n[2026-09-29T07:45:17.542Z] [INFO] {\n[2026-09-29T07:45:17.542Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"description\": \"Running Survey metrics keys across runs\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:17.542Z] [INFO]     \"total_tokens\": 51493,\n[2026-09-29T07:45:17.542Z] [INFO]     \"tool_uses\": 13,\n[2026-09-29T07:45:17.542Z] [INFO]     \"duration_ms\": 55239\n[2026-09-29T07:45:17.542Z] [INFO]   },\n[2026-09-29T07:45:17.542Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"uuid\": \"f097197a-13b5-46ef-8895-86dcd4bdbf1c\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:17.542Z] [INFO] }\n[2026-09-29T07:45:17.919Z] [INFO] {\n[2026-09-29T07:45:17.919Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"message\": {\n[2026-09-29T07:45:17.919Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:17.919Z] [INFO]     \"content\": [\n[2026-09-29T07:45:17.919Z] [INFO]       {\n[2026-09-29T07:45:17.919Z] [INFO]         \"tool_use_id\": \"toolu_019djYenrnVc4qMyz69PwUHc\",\n[2026-09-29T07:45:17.919Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:17.919Z] [INFO]         \"content\": \"research/ba-requirements/artifact-micro-structure/10-theory.md\\nresearch/ba-requirements/README.md\\nresearch/ba-requirements/normalization/10-theory.md\\nresearch/ba-requirements/normalization/30-decision-framework.md\\nresearch/ba-requirements/normalization/00-introduction.md\\nresearch/ba-requirements/exp/ba-methodology-unification-557/knowledge-inventory.json\\n---\\nresearch/ba-requirements/methodology-unification/50-open-research.md\\nresearch/ba-requirements/methodology-unification/40-practice-and-cases.md\\n---\",\n[2026-09-29T07:45:17.919Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:17.919Z] [INFO]       }\n[2026-09-29T07:45:17.919Z] [INFO]     ]\n[2026-09-29T07:45:17.919Z] [INFO]   },\n[2026-09-29T07:45:17.919Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"uuid\": \"01e17a18-e627-4627-b7e0-8db234be6763\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:17.917Z\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:17.919Z] [INFO] }\n[2026-09-29T07:45:17.949Z] [STDOUT] [log_9b307f] sending request {\n[2026-09-29T07:45:17.956Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:17.959Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:17.961Z] [STDOUT]   options: {\n[2026-09-29T07:45:17.965Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:17.967Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:17.972Z] [STDOUT]     body: {\n[2026-09-29T07:45:17.975Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:17.979Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:17.986Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:17.990Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:17.993Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:17.996Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:18.002Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:18.008Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:18.012Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:18.016Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:18.022Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:18.024Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:18.029Z] [STDOUT]     },\n[2026-09-29T07:45:18.030Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:18.032Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:18.035Z] [STDOUT]       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\u0420\u0435\u0448\u0435\u043d\u0438\u0435\\\\|^## Result\\\\|^## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\\\|^## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\\\|^## Summary\\\" $f; sed -n 30,75p $f | cut -c1-600\",\n[2026-09-29T07:45:19.282Z] [INFO]       \"description\": \"Locate decision sections\"\n[2026-09-29T07:45:19.282Z] [INFO]     }\n[2026-09-29T07:45:19.282Z] [INFO]   },\n[2026-09-29T07:45:19.282Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:45:19.282Z] [INFO]     \"toolu_01XCLg7LicwvUvhJ2CtFHXGL\": {\n[2026-09-29T07:45:19.282Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process\"\n[2026-09-29T07:45:19.282Z] [INFO]     }\n[2026-09-29T07:45:19.282Z] [INFO]   }\n[2026-09-29T07:45:19.282Z] [INFO] }\n[2026-09-29T07:45:19.401Z] [INFO] {\n[2026-09-29T07:45:19.401Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"message\": {\n[2026-09-29T07:45:19.401Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:19.401Z] [INFO]     \"content\": [\n[2026-09-29T07:45:19.401Z] [INFO]       {\n[2026-09-29T07:45:19.401Z] [INFO]         \"tool_use_id\": \"toolu_01Uf9F7ExiPva4DpDcfuZVyv\",\n[2026-09-29T07:45:19.401Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:19.401Z] [INFO]         \"content\": \"51 eval\\n45 token_method\\n42 episodes\\n42 duration_active_s\\n38 iterations\\n38 tokens_output\\n36 tokens_thinking\\n35 turns\\n35 tokens_input\\n33 tokens_dialog_total\\n28 sessions\\n27 dialog_start_utc\\n27 dialog_end_utc\\n27 calendar_days\\n27 attachments_distinct\\n19 success_rate\\n18 verdict\\n17 success_rate_basis\\n11 hallucinations\\n11 hallucinations_shipped\\n11 duration_wall_clock_s\\n10 ba_edits\\n10 quality\\n9 duration_generation_s\\n8 measured\\n5 user_turns\\n5 assistant_turns\\n5 duration_h\\n5 window_utc\\n5 source_rows\\n4 output_tokens\\n4 reasoning_tokens\\n4 max_context_tokens\\n3 tokens_context_in_max\\n3 tokens_context_refeed_sum\\n3 duration_s\\n3 input_tokens\\n3 total_tokens\\n3 tokens_context_refeed_estimate\\n3 web_tool_calls\\n3 source_workbooks\\n3 assessed_requirements\\n3 verdicts_yes\\n3 verdicts_partial\\n3 verdicts_no\\n3 verdicts_empty\\n3 atomic_citations\\n2 episodes_works\\n2 episodes_works_with_edits\\n2 episodes_fails\\n2 ba_corrections\\n2 false_citations\\n2 tokens_reasoning\\n2 tokens_total\\n2 sources_studied\\n2 kb_sections_read\\n2 requirements_assessed\\n2 functional_requirements\\n2 worksheet_extent\\n2 template_v4_matches_over_90\\n1 source\\n1 started_at\\n1 finished_at\\n1 duration_seconds\\n1 tokens.input\\n1 tokens.output\\n1 tokens.total\\n1 tokens.reasoning\\n1 tokens.cached\\n1 steps_planned\\n1 steps_completed\\n1 eval.verdict\\n1 eval.quality\\n1 eval.target_artifact\\n1 eval.defects\\n1 eval.factual_distortions\\n1 episodes_accepted_as_is\\n1 input_tokens_max_per_call\\n1 input_tokens_sum\\n1 duration_active_minutes\\n1 duration_calendar_days\\n1 pages_extracted_ok\\n1 web_sources_returned\\n1 hh_api_docs_read\\n1 critical_gaps\\n1 requirements_form_rows\\n1 requirements_group_headers\\n1 coverage_l1\\n1 coverage_l1_partial\\n1 coverage_l2_twin\\n1 coverage_l3_sa\\n1 coverage_none\\n1 discrepancies_with_vendor_answers\\n1 vendor_questions\\n1 pilot_spikes\\n1 hh_api_operations_read\\n1 hh_api_schemas_read\\n1 requirements_reassessed\\n1 gaps_closed\\n1 gaps_remaining\\n1 new_gaps\\n1 high_risk_gaps\\n1 paths_compared\\n1 circuit_breaker\\n1 mango_sections_read\\n1 sequence_diagrams\\n1 mapping_rows\\n1 json_examples\\n1 internal_contract_gaps\\n1 options_compared\\n1 hypotheses_inherited_unverified\\n1 ft_sections\\n1 ft_subclauses_assessed\\n1 footnote_sources\\n1 activity_diagrams\\n1 gaps_confirmed\\n1 gaps_new\\n1 l2_corrections\\n1 spec_operations_indexed\\n1 spec_sha256\\n1 links_checked_dialog\\n1 links_with_anchor\\n1 links_section_resolved\\n1 wiki_pages_checked\\n1 wiki_pages_available\\n1 wiki_pages_with_anchors\\n1 upper_level_requirements\\n1 use_cases\\n1 expert_gates\\n1 classified_errors\\n1 acceptance_scenarios\\n1 sla_rows\\n1 audit_findings_applied\\n1 removed_current_functionality_requirements\\n1 acceptance_criteria\\n1 open_questions\\n1 source_images\\n1 source_pages\\n1 template_v4_max_similarity\",\n[2026-09-29T07:45:19.401Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:19.401Z] [INFO]       }\n[2026-09-29T07:45:19.401Z] [INFO]     ]\n[2026-09-29T07:45:19.401Z] [INFO]   },\n[2026-09-29T07:45:19.401Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"uuid\": \"b4bf290d-9ff8-4650-a47a-4da106cc2bc6\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:19.397Z\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:19.401Z] [INFO] }\n[2026-09-29T07:45:19.422Z] [STDOUT] [log_347c33] sending request {\n[2026-09-29T07:45:19.425Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:19.428Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:19.430Z] [STDOUT]   options: {\n[2026-09-29T07:45:19.436Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:19.441Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:19.442Z] [STDOUT]     body: {\n[2026-09-29T07:45:19.445Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:19.450Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:19.458Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:19.462Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:19.467Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:19.470Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:19.473Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:19.479Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:19.483Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:19.489Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:19.493Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:19.494Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:19.497Z] [STDOUT]     },\n[2026-09-29T07:45:19.501Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:19.507Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:19.512Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:19.519Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:19.525Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:19.532Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:19.535Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:19.540Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:19.544Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:19.549Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:19.552Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:19.556Z] [STDOUT]     },\n[2026-09-29T07:45:19.560Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:19.567Z] [STDOUT]   },\n[2026-09-29T07:45:19.571Z] [STDOUT]   headers: {\n[2026-09-29T07:45:19.573Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:19.577Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:19.582Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:19.585Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:19.591Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:19.597Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:19.600Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:19.604Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:19.612Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:19.617Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:19.621Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:19.624Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1842\",\n[2026-09-29T07:45:19.632Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:19.637Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:19.640Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:19.644Z] [STDOUT]     \"x-client-request-id\": \"77e9ce0b-ca61-401c-9f6e-fda4553ff1c5\",\n[2026-09-29T07:45:19.647Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:19.651Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:19.659Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:19.661Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:19.664Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:19.669Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:19.672Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:19.679Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:19.683Z] [STDOUT]   },\n[2026-09-29T07:45:19.686Z] [STDOUT] }\n[2026-09-29T07:45:20.298Z] [STDOUT] [log_347c33, request-id: \"req_011CfXMkN1ZpkX5i3d1c1xYw\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 874ms\n[2026-09-29T07:45:20.305Z] [STDOUT] [log_347c33] response start {\n[2026-09-29T07:45:20.310Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:20.316Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:20.323Z] [STDOUT]   headers: {\n[2026-09-29T07:45:20.327Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:20.330Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:20.334Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:20.336Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:20.340Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:20.357Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:20.366Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:20.391Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:20.401Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:20.404Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:20.412Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:20.417Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:20.420Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:20.425Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:20.428Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:20.432Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:20.436Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:20.444Z] [STDOUT]     \"cf-ray\": \"a4295e206ccc4d8b-FRA\",\n[2026-09-29T07:45:20.450Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:20.453Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:20.455Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:20.460Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:20.465Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:20 GMT\",\n[2026-09-29T07:45:20.471Z] [STDOUT]     \"request-id\": \"req_011CfXMkN1ZpkX5i3d1c1xYw\",\n[2026-09-29T07:45:20.475Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:20.480Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:20.486Z] [STDOUT]     traceresponse: \"00-eab6e504ff54330c5433dbf4909f253b-0dafe756d74cd310-01\",\n[2026-09-29T07:45:20.492Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:20.498Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:20.507Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:20.526Z] [STDOUT]   },\n[2026-09-29T07:45:20.551Z] [STDOUT]   durationMs: 874,\n[2026-09-29T07:45:20.555Z] [STDOUT] }\n[2026-09-29T07:45:20.562Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:20.571Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:20 GMT\",\n[2026-09-29T07:45:20.574Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:20.579Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:20.589Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:20.596Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:20.601Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:20.605Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:20.611Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:20.615Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:20.620Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:20.625Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:20.629Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:20.639Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:20.648Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:20.653Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:20.657Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:20.662Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:20.669Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:20.674Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:20.677Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:20.681Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:20.684Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:20.689Z] [STDOUT]   \"request-id\": \"req_011CfXMkN1ZpkX5i3d1c1xYw\",\n[2026-09-29T07:45:20.693Z] [STDOUT]   \"traceresponse\": \"00-eab6e504ff54330c5433dbf4909f253b-0dafe756d74cd310-01\",\n[2026-09-29T07:45:20.697Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:20.700Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:20.705Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:20.710Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:20.713Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:20.720Z] [STDOUT]   \"cf-ray\": \"a4295e206ccc4d8b-FRA\",\n[2026-09-29T07:45:20.727Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:20.741Z] [STDOUT] [log_347c33] response parsed {\n[2026-09-29T07:45:20.760Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:20.774Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:20.781Z] [STDOUT]   body: X {\n[2026-09-29T07:45:20.791Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:20.798Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:20.804Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:20.810Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:20.815Z] [STDOUT]     },\n[2026-09-29T07:45:20.819Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:20.822Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:20.826Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:20.829Z] [STDOUT]   },\n[2026-09-29T07:45:20.833Z] [STDOUT]   durationMs: 875,\n[2026-09-29T07:45:20.841Z] [STDOUT] }\n[2026-09-29T07:45:20.844Z] [INFO] {\n[2026-09-29T07:45:20.844Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"message\": {\n[2026-09-29T07:45:20.844Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:20.844Z] [INFO]     \"id\": \"msg_011CfXMkG96Win6RkDKWMuM9\",\n[2026-09-29T07:45:20.844Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:20.844Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:20.844Z] [INFO]     \"content\": [\n[2026-09-29T07:45:20.844Z] [INFO]       {\n[2026-09-29T07:45:20.844Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:20.844Z] [INFO]         \"id\": \"toolu_01JvUQ5643vWRC5Xzkg3Jimx\",\n[2026-09-29T07:45:20.844Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:20.844Z] [INFO]         \"input\": {\n[2026-09-29T07:45:20.844Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements && grep -n -i '\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432' artifact-micro-structure/10-theory.md README.md normalization/*.md | cut -c1-400; echo ----; grep -n -i 'fail-closed\\\\|fail closed' -r . --include=*.md | cut -c1-400\",\n[2026-09-29T07:45:20.844Z] [INFO]           \"description\": \"Show cognitive and fail-closed mentions\"\n[2026-09-29T07:45:20.844Z] [INFO]         },\n[2026-09-29T07:45:20.844Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:20.844Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:20.844Z] [INFO]         }\n[2026-09-29T07:45:20.844Z] [INFO]       }\n[2026-09-29T07:45:20.844Z] [INFO]     ],\n[2026-09-29T07:45:20.844Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:20.844Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:20.844Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:20.844Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:20.844Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:20.844Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:20.844Z] [INFO]       \"cache_creation_input_tokens\": 491,\n[2026-09-29T07:45:20.844Z] [INFO]       \"cache_read_input_tokens\": 46852,\n[2026-09-29T07:45:20.844Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:20.844Z] [INFO]         \"ephemeral_5m_input_tokens\": 491,\n[2026-09-29T07:45:20.844Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:20.844Z] [INFO]       },\n[2026-09-29T07:45:20.844Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:45:20.844Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:20.844Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:20.844Z] [INFO]     },\n[2026-09-29T07:45:20.844Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:20.844Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:20.844Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:20.844Z] [INFO]   },\n[2026-09-29T07:45:20.844Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"uuid\": \"dcec1e1b-85b8-4bd9-a53a-2e4ed0d9f7c0\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:20.373Z\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"request_id\": \"req_011CfXMkFgZAbHGW35Rj26Ab\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:20.844Z] [INFO] }\n[2026-09-29T07:45:20.849Z] [INFO] {\n[2026-09-29T07:45:20.849Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"description\": \"Running Show cognitive and fail-closed mentions\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:20.849Z] [INFO]     \"total_tokens\": 47594,\n[2026-09-29T07:45:20.849Z] [INFO]     \"tool_uses\": 13,\n[2026-09-29T07:45:20.849Z] [INFO]     \"duration_ms\": 51096\n[2026-09-29T07:45:20.849Z] [INFO]   },\n[2026-09-29T07:45:20.849Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"uuid\": \"c4937026-d366-4ccf-8643-95c4523b8669\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:20.849Z] [INFO] }\n[2026-09-29T07:45:20.856Z] [INFO] {\n[2026-09-29T07:45:20.856Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:20.856Z] [INFO]   \"message\": {\n[2026-09-29T07:45:20.856Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:20.856Z] [INFO]     \"content\": [\n[2026-09-29T07:45:20.856Z] [INFO]       {\n[2026-09-29T07:45:20.856Z] [INFO]         \"tool_use_id\": \"toolu_01XCLg7LicwvUvhJ2CtFHXGL\",\n[2026-09-29T07:45:20.856Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:20.856Z] [INFO]         \"content\": \"1:=== decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n5:## Decision Metadata\\n47:=== decisions/2026-09-adr-020-clean-distribution-package.md\\n51:## Decision Metadata\\n69:## Decision\\n83:## Decision Drivers\\n93:=== docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\n97:## Decision Metadata\\n117:## Decision\\n139:=== docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\n143:## Decision Metadata\\n163:## Decision\\n185:=== docs/rfc/2026-09-source-pilot-verification.md\\n201:## Summary\\n231:=== docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n241:## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u043d\u043e \u043d\u0435\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430 RRP.\\n\\n\u041d\u0443\u0436\u043d\u0430 \u044f\u0432\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u0430\u043a\u0435\u0442\u044b \u0434\u043b\u044f\\n\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0441\u0440\u0435\u0434 \u0438 \u043f\u0440\u0438 \u044d\u0442\u043e\u043c:\\n\\n- \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0435 rationale \u0432 runtime-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c;\\n- \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438;\\n- \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u044b\u0439 runtime \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u043c \u043f\u0440\u0438 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 Source;\\n- \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432 \u0431\u0435\u0437 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n  \u0442\u0435\u043b\u0435\u043c\u0435\u0442\u0440\u0438\u0438;\\n- \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0443 \u0441 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c\u0438, \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044f\\n  \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439.\\n\\n\u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u043f\u0443\u043d\u043a\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0430\u044f\\n[`ba-meta-model`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n\u0438\u043c\u0435\u0435\u0442 `scope: mango-only`; \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0438 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e, \u0447\u0442\u043e\u0431\u044b\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f. \u041d\u0430\u0441\u0442\u043e\u044f\u0449\u0438\u0439 ADR \u0434\u0435\u043b\u0430\u0435\u0442 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439\\n=== decisions/2026-09-adr-020-clean-distribution-package.md\\n\\n# ADR-020: \u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 Distribution\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-020 |\\n| Decision type | methodology |\\n| Decision status | proposed; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438 review PR |\\n| Decision date | 2026-09-26 (\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435) |\\n| Owner | G-Ivan-A |\\n| Source | [issue #617](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/617) |\\n| Impacted artifacts | \u0412\u0441\u0435 \u043f\u0430\u043a\u0435\u0442\u044b \u0432 `projects/ba-ai-process/dist/` \u0438 \u0438\u0445 \u0431\u0443\u0434\u0443\u0449\u0438\u0435 \u0441\u0431\u043e\u0440\u0449\u0438\u043a\u0438 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b |\\n| Supersedes | none; \u0443\u0442\u043e\u0447\u043d\u044f\u0435\u0442 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) |\\n| Superseded by | none |\\n\\n## Context\\n\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 Distribution \u0438\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u0441\u043b\u043e\u044f \u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430 \u0441\u0440\u0435\u0434\u044b, \u043e\u0442\u0434\u0435\u043b\u044f\u044f \u0435\u0433\u043e \u043e\u0442 Source \u0438 rationale. \u041e\u0434\u043d\u0430\u043a\u043e \u044d\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0441 \u0434\u0440\u0443\u0433\u0438\u043c\u0438 \u0441\u0440\u0435\u0434\u0430\u043c\u0438 \u0438 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u0441\u0431\u043e\u0440\u043a\u0435. [Issue #617](\\n\\n## Decision\\n\\n\u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `projects/ba-ai-process/dist/execution-package-/` \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c **\u0440\u043e\u0432\u043d\u043e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b**. \u0412 \u0435\u0433\u043e \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432 \u0432\u0445\u043e\u0434\u044f\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0430\u043d\u043d\u044b\u0435, \u043a\u043e\u0434, \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u044b, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u043b\u0438 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0435\u0451 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u0430 **\u0432 \u044d\u0442\u043e\u0439 \u0441\u0440\u0435\u0434\u0435**. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u043a\u043b\u044e\\n\\n\u0418\u0437 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432, \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432, \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0435\u0432 \u0438 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f:\\n\\n- \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0434\u043b\u044f \u0438\u043d\u044b\u0445 \u0441\u0440\u0435\u0434 \u0438\u043b\u0438 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438;\",\n[2026-09-29T07:45:20.856Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:20.856Z] [INFO]       }\n[2026-09-29T07:45:20.856Z] [INFO]     ]\n[2026-09-29T07:45:20.856Z] [INFO]   },\n[2026-09-29T07:45:20.856Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:20.856Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:20.856Z] [INFO]   \"uuid\": \"7ac57160-2973-479b-b75b-31e2b3bc9c12\",\n[2026-09-29T07:45:20.856Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:20.519Z\",\n[2026-09-29T07:45:20.856Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:45:20.856Z] [INFO]     \"stdout\": \"1:=== decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n5:## Decision Metadata\\n47:=== decisions/2026-09-adr-020-clean-distribution-package.md\\n51:## Decision Metadata\\n69:## Decision\\n83:## Decision Drivers\\n93:=== docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\n97:## Decision Metadata\\n117:## Decision\\n139:=== docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\n143:## Decision Metadata\\n163:## Decision\\n185:=== docs/rfc/2026-09-source-pilot-verification.md\\n201:## Summary\\n231:=== docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n241:## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u043d\u043e \u043d\u0435\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430 RRP.\\n\\n\u041d\u0443\u0436\u043d\u0430 \u044f\u0432\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u0430\u043a\u0435\u0442\u044b \u0434\u043b\u044f\\n\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0441\u0440\u0435\u0434 \u0438 \u043f\u0440\u0438 \u044d\u0442\u043e\u043c:\\n\\n- \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0435 rationale \u0432 runtime-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c;\\n- \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438;\\n- \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u044b\u0439 runtime \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u043c \u043f\u0440\u0438 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 Source;\\n- \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432 \u0431\u0435\u0437 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n  \u0442\u0435\u043b\u0435\u043c\u0435\u0442\u0440\u0438\u0438;\\n- \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0443 \u0441 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c\u0438, \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044f\\n  \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439.\\n\\n\u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u043f\u0443\u043d\u043a\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0430\u044f\\n[`ba-meta-model`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n\u0438\u043c\u0435\u0435\u0442 `scope: mango-only`; \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0438 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e, \u0447\u0442\u043e\u0431\u044b\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f. \u041d\u0430\u0441\u0442\u043e\u044f\u0449\u0438\u0439 ADR \u0434\u0435\u043b\u0430\u0435\u0442 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439\\n=== decisions/2026-09-adr-020-clean-distribution-package.md\\n\\n# ADR-020: \u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 Distribution\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-020 |\\n| Decision type | methodology |\\n| Decision status | proposed; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438 review PR |\\n| Decision date | 2026-09-26 (\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435) |\\n| Owner | G-Ivan-A |\\n| Source | [issue #617](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/617) |\\n| Impacted artifacts | \u0412\u0441\u0435 \u043f\u0430\u043a\u0435\u0442\u044b \u0432 `projects/ba-ai-process/dist/` \u0438 \u0438\u0445 \u0431\u0443\u0434\u0443\u0449\u0438\u0435 \u0441\u0431\u043e\u0440\u0449\u0438\u043a\u0438 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b |\\n| Supersedes | none; \u0443\u0442\u043e\u0447\u043d\u044f\u0435\u0442 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) |\\n| Superseded by | none |\\n\\n## Context\\n\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 Distribution \u0438\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u0441\u043b\u043e\u044f \u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430 \u0441\u0440\u0435\u0434\u044b, \u043e\u0442\u0434\u0435\u043b\u044f\u044f \u0435\u0433\u043e \u043e\u0442 Source \u0438 rationale. \u041e\u0434\u043d\u0430\u043a\u043e \u044d\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0441 \u0434\u0440\u0443\u0433\u0438\u043c\u0438 \u0441\u0440\u0435\u0434\u0430\u043c\u0438 \u0438 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u0441\u0431\u043e\u0440\u043a\u0435. [Issue #617](\\n\\n## Decision\\n\\n\u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `projects/ba-ai-process/dist/execution-package-/` \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c **\u0440\u043e\u0432\u043d\u043e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b**. \u0412 \u0435\u0433\u043e \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432 \u0432\u0445\u043e\u0434\u044f\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0430\u043d\u043d\u044b\u0435, \u043a\u043e\u0434, \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u044b, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u043b\u0438 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0435\u0451 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u0430 **\u0432 \u044d\u0442\u043e\u0439 \u0441\u0440\u0435\u0434\u0435**. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u043a\u043b\u044e\\n\\n\u0418\u0437 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432, \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432, \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0435\u0432 \u0438 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\"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:20.878Z] [STDOUT]   options: {\n[2026-09-29T07:45:20.880Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:20.884Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:20.887Z] [STDOUT]     body: {\n[2026-09-29T07:45:20.890Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:20.892Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:20.895Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:20.897Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:20.900Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:20.904Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:20.909Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:20.912Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:20.915Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:20.918Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:20.922Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:20.925Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:20.930Z] [STDOUT]     },\n[2026-09-29T07:45:20.933Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:20.936Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:20.938Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:20.942Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:20.945Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:20.947Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:20.951Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:20.955Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:20.958Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:20.960Z] [STDOUT]     },\n[2026-09-29T07:45:20.965Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:20.969Z] [STDOUT]   },\n[2026-09-29T07:45:20.976Z] [STDOUT]   headers: {\n[2026-09-29T07:45:20.981Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:20.986Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:20.992Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:20.998Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:21.003Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:21.008Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:21.011Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:21.016Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:21.020Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:21.024Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1204\",\n[2026-09-29T07:45:21.026Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:21.035Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:45:21.040Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:21.045Z] [STDOUT]     \"x-client-request-id\": \"342da014-8d89-4025-aa87-ad1f9e6e044a\",\n[2026-09-29T07:45:21.048Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:21.050Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:21.054Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:21.057Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:21.062Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:21.064Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:21.067Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:21.069Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:21.071Z] [STDOUT]   },\n[2026-09-29T07:45:21.075Z] [STDOUT] }\n[2026-09-29T07:45:21.766Z] [INFO] {\n[2026-09-29T07:45:21.766Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:21.766Z] [INFO]   \"message\": {\n[2026-09-29T07:45:21.766Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:21.766Z] [INFO]     \"content\": [\n[2026-09-29T07:45:21.766Z] [INFO]       {\n[2026-09-29T07:45:21.766Z] [INFO]         \"tool_use_id\": \"toolu_01JvUQ5643vWRC5Xzkg3Jimx\",\n[2026-09-29T07:45:21.766Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:21.766Z] [INFO]         \"content\": \"artifact-micro-structure/10-theory.md:45:| `MTH-OPS` | \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0411\u0410 | \u0440\u043e\u043b\u044c \u00ab\u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0425\u0430\u0431\u0430\u00bb |\\nREADME.md:118:  \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441 \u0448\u0435\u0441\u0442\u0438\u043f\u043e\u043b\u0435\u0432\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c,\\nnormalization/00-introduction.md:142:- \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 13 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 Mango \u2014 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u043d\u0438\\nnormalization/10-theory.md:89:| E4 | **\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f** | \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u0434 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c | \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0441\u0442\u0438 |\\nnormalization/30-decision-framework.md:46:| U5 \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0444\u043e\u0440\u043c\u044b | 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 | **\u043f\u043e\u043b\u043d\u043e\u0435** | \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f |\\nnormalization/30-decision-framework.md:287:**\u041d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438:** 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, 30 \u0442\u0438\u043f\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432,\\n----\\n./methodology-unification/50-open-research.md:78:| `B-131` | \u041f\u0438\u043b\u043e\u0442\u043d\u044b\u0439 \u043d\u0430\u0432\u044b\u043a `delta-baseline` (\u043a\u0435\u0439\u0441 `C-2`) \u0441 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c fail-closed | Gate 2 |\\n./methodology-unification/40-practice-and-cases.md:112:`fail-closed` \u043d\u0430 \u043f\u0443\u0441\u0442\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435. \u0414\u0435\u0444\u0435\u043a\u0442 \u0431\u044b\u043b \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d \u0447\u0435\u0440\u0435\u0437 \u0434\u0432\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e\u0441\u043b\u0435\\n./methodology-unification/40-practice-and-cases.md:147:| `delta-baseline` | `understanding` | `\u041f1`/`\u041f2` | \u041c\u0430\u0442\u0440\u0438\u0446\u0430 `SSOT \u2192 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u2192 \u0434\u0435\u043b\u044c\u0442\u0430` (\u043a\u0435\u0439\u0441 `C-2`) | `G-mach` fail-closed \u043d\u0430 \u043f\u0443\u0441\u0442\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435 |\\n./methodology-unification/40-practice-and-cases.md:177:| `S4` \u0421\u0431\u043e\u0440\u043a\u0430 \u043d\u0430\u0432\u044b\u043a\u0430 | \u0421\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f `ai-rules/skills/delta-baseline/SKILL.md`: \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u0445\u043e\u0434\u0430 (\u043b\u043e\u0433 \u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b, \u0440\u0430\u0437\u0434\u0435\u043b\u044b KB), \u0432\u044b\u0445\u043e\u0434 (\u043c\u0430\u0442\u0440\u0438\u0446\u0430), \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 `G-mach` fail-closed |\\n./methodology-unification/40-practice-and-cases.md:223:\u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439, fail-closed: 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      \"type\": \"text\",\n[2026-09-29T07:45:22.601Z] [INFO]         \"text\": \"Still gathering evidence: I'm on the ADR-018/019 decisions and the pilot verification RFC. After that I'll write the two documents.\"\n[2026-09-29T07:45:22.601Z] [INFO]       }\n[2026-09-29T07:45:22.601Z] [INFO]     ],\n[2026-09-29T07:45:22.601Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:22.601Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:22.601Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:22.601Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:22.601Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:22.601Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:22.601Z] [INFO]       \"cache_creation_input_tokens\": 1722,\n[2026-09-29T07:45:22.601Z] [INFO]       \"cache_read_input_tokens\": 111279,\n[2026-09-29T07:45:22.601Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:22.601Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:45:22.601Z] [INFO]         \"ephemeral_1h_input_tokens\": 1722\n[2026-09-29T07:45:22.601Z] [INFO]       },\n[2026-09-29T07:45:22.601Z] [INFO]       \"output_tokens\": 68,\n[2026-09-29T07:45:22.601Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:22.601Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:22.601Z] [INFO]     },\n[2026-09-29T07:45:22.601Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:22.601Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:22.601Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:22.601Z] [INFO]   },\n[2026-09-29T07:45:22.601Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:22.601Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:22.601Z] [INFO]   \"uuid\": \"04e5e837-a69b-4c1c-bf7e-9ab17dfd205d\",\n[2026-09-29T07:45:22.601Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:22.229Z\",\n[2026-09-29T07:45:22.601Z] [INFO]   \"request_id\": \"req_011CfXMkT5AaVrX5rUc9rzTS\"\n[2026-09-29T07:45:22.601Z] [INFO] }\n[2026-09-29T07:45:22.612Z] [INFO] {\n[2026-09-29T07:45:22.612Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"message\": {\n[2026-09-29T07:45:22.612Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:22.612Z] [INFO]     \"id\": \"msg_011CfXMkNQdc3pAf9aQSYuap\",\n[2026-09-29T07:45:22.612Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:22.612Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:22.612Z] [INFO]     \"content\": [\n[2026-09-29T07:45:22.612Z] [INFO]       {\n[2026-09-29T07:45:22.612Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:22.612Z] [INFO]         \"id\": \"toolu_013tKYaeRX6hUPMu1TBTFS4T\",\n[2026-09-29T07:45:22.612Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:22.612Z] [INFO]         \"input\": {\n[2026-09-29T07:45:22.612Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && python3 - <<'EOF'\\nimport json\\na=json.load(open('/tmp/runs_metrics.json'))\\ndef num(x):\\n    try: return float(str(x).split()[0].replace(',',''))\\n    except: return None\\ncols=['eval','verdict','quality','success_rate','hallucinations','hallucinations_shipped','ba_edits','tokens_input','tokens_output','tokens_thinking','tokens_dialog_total','duration_active_s','episodes','turns','sessions','calendar_days']\\nfor r,m in a.items():\\n    s=[f\\\"{c}={str(m.get(c))[:40]}\\\" for c in cols if c in m]\\n    print(r,'; '.join(s))\\nEOF\",\n[2026-09-29T07:45:22.612Z] [INFO]           \"description\": \"Tabulate key metrics per run\"\n[2026-09-29T07:45:22.612Z] [INFO]         },\n[2026-09-29T07:45:22.612Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:22.612Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:22.612Z] [INFO]         }\n[2026-09-29T07:45:22.612Z] [INFO]       }\n[2026-09-29T07:45:22.612Z] [INFO]     ],\n[2026-09-29T07:45:22.612Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:22.612Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:22.612Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:22.612Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:22.612Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:22.612Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:22.612Z] [INFO]       \"cache_creation_input_tokens\": 1825,\n[2026-09-29T07:45:22.612Z] [INFO]       \"cache_read_input_tokens\": 50867,\n[2026-09-29T07:45:22.612Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:22.612Z] [INFO]         \"ephemeral_5m_input_tokens\": 1825,\n[2026-09-29T07:45:22.612Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:22.612Z] [INFO]       },\n[2026-09-29T07:45:22.612Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:45:22.612Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:22.612Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:22.612Z] [INFO]     },\n[2026-09-29T07:45:22.612Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:22.612Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:22.612Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:22.612Z] [INFO]   },\n[2026-09-29T07:45:22.612Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"uuid\": \"092a7403-b9d1-4ed0-a542-0ed046841ed0\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:22.564Z\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"request_id\": \"req_011CfXMkN1ZpkX5i3d1c1xYw\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:22.612Z] [INFO] }\n[2026-09-29T07:45:22.629Z] [INFO] {\n[2026-09-29T07:45:22.629Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"description\": \"Running Tabulate key metrics per run\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:22.629Z] [INFO]     \"total_tokens\": 53125,\n[2026-09-29T07:45:22.629Z] [INFO]     \"tool_uses\": 14,\n[2026-09-29T07:45:22.629Z] [INFO]     \"duration_ms\": 60270\n[2026-09-29T07:45:22.629Z] [INFO]   },\n[2026-09-29T07:45:22.629Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"uuid\": \"cf119db2-26c9-4bbe-ad48-3aef26fbff14\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:22.629Z] [INFO] }\n[2026-09-29T07:45:22.636Z] [STDOUT] [log_f718da, request-id: \"req_011CfXMkYBFWsFY2tPQz5TDv\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 789ms\n[2026-09-29T07:45:22.644Z] [STDOUT] [log_f718da] response start {\n[2026-09-29T07:45:22.651Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:22.655Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:22.658Z] [STDOUT]   headers: {\n[2026-09-29T07:45:22.684Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:22.691Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:22.697Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:22.707Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:22.724Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:22.786Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:22.790Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:22.793Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:22.797Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:22.800Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:22.806Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:22.812Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:22.815Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:22.820Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:22.826Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:22.831Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:22.837Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:22.839Z] [STDOUT]     \"cf-ray\": \"a4295e2f490229ad-FRA\",\n[2026-09-29T07:45:22.843Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:22.847Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:22.850Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:22.854Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:22.856Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:22 GMT\",\n[2026-09-29T07:45:22.860Z] [STDOUT]     \"request-id\": \"req_011CfXMkYBFWsFY2tPQz5TDv\",\n[2026-09-29T07:45:22.862Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:22.866Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:22.869Z] [STDOUT]     traceresponse: \"00-4e9b21bd84d4444310d5836adf1a320c-f39a15d09f83bf0b-01\",\n[2026-09-29T07:45:22.873Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:22.875Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:22.879Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:22.882Z] [STDOUT]   },\n[2026-09-29T07:45:22.884Z] [STDOUT]   durationMs: 789,\n[2026-09-29T07:45:22.887Z] [STDOUT] }\n[2026-09-29T07:45:22.889Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:22.893Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:22 GMT\",\n[2026-09-29T07:45:22.896Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:22.898Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:22.903Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:22.907Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:22.912Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:22.914Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:22.918Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:22.923Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:22.927Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:22.943Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:22.950Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:22.957Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:22.962Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:22.970Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:22.976Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:22.980Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:22.984Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:22.987Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:22.990Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:22.995Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:23.000Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:23.008Z] [STDOUT]   \"request-id\": \"req_011CfXMkYBFWsFY2tPQz5TDv\",\n[2026-09-29T07:45:23.016Z] [STDOUT]   \"traceresponse\": \"00-4e9b21bd84d4444310d5836adf1a320c-f39a15d09f83bf0b-01\",\n[2026-09-29T07:45:23.021Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:23.025Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:23.033Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:23.037Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:23.039Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:23.043Z] [STDOUT]   \"cf-ray\": \"a4295e2f490229ad-FRA\",\n[2026-09-29T07:45:23.046Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:23.051Z] [STDOUT] [log_f718da] response parsed {\n[2026-09-29T07:45:23.055Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:23.062Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:23.064Z] [STDOUT]   body: X {\n[2026-09-29T07:45:23.068Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:23.073Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:23.076Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:23.080Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:23.084Z] [STDOUT]     },\n[2026-09-29T07:45:23.087Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:23.090Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:23.094Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:23.098Z] [STDOUT]   },\n[2026-09-29T07:45:23.100Z] [STDOUT]   durationMs: 789,\n[2026-09-29T07:45:23.102Z] [STDOUT] }\n[2026-09-29T07:45:24.091Z] [INFO] {\n[2026-09-29T07:45:24.091Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:24.091Z] [INFO]   \"message\": {\n[2026-09-29T07:45:24.091Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:24.091Z] [INFO]     \"content\": [\n[2026-09-29T07:45:24.091Z] [INFO]       {\n[2026-09-29T07:45:24.091Z] [INFO]         \"tool_use_id\": \"toolu_013tKYaeRX6hUPMu1TBTFS4T\",\n[2026-09-29T07:45:24.091Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:24.091Z] [INFO]         \"content\": \"RUN-0001 \\nRUN-0002 \\nRUN-0003 \\nRUN-0004 \\nRUN-0005 \\nRUN-0006 \\nRUN-0007 \\nRUN-0008 \\nRUN-0009 \\nRUN-0010 \\nRUN-0011 \\nRUN-0012 \\nRUN-0013 \\nRUN-0014 success_rate=0.25\\nRUN-0015 eval=\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 (human gate, \u00ab\u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u043f; verdict=works-with-edits; quality=3; success_rate=0.8; hallucinations=2; hallucinations_shipped=0; ba_edits=6; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; duration_active_s=None; episodes=10; turns=20\\nRUN-0016 eval=\u0414\u0438\u0430\u043b\u043e\u0433 \u0443\u0434\u0435\u0440\u0436\u0430\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0434\u043e\u0448\u0451\u043b; verdict=works-with-edits; quality=3; success_rate=0.89; hallucinations=4; hallucinations_shipped=3; ba_edits=7; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; duration_active_s=4252; episodes=19; turns=38\\nRUN-0017 episodes=11; turns=56\\nRUN-0018 eval=\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442; verdict=works-with-edits; quality=3; success_rate=0.63; hallucinations=8; hallucinations_shipped=1; ba_edits=6; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=2481; episodes=8\\nRUN-0019 verdict=works-with-edits; quality=3; success_rate=0.29; ba_edits=10; episodes=7; sessions=5\\nRUN-0020 episodes=14; turns=78\\nRUN-0021 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0441\u0432\u044f\u0437\u043a\u0430 \u0434\u0432\u0443\u0445 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b; verdict=works-with-edits; quality=3; success_rate=0.71; hallucinations=6; hallucinations_shipped=2; ba_edits=11; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=11554; episodes=38\\nRUN-0022 eval=\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 (\u043f\u043e\u0448\u0430\u0433\u043e\u0432\u043e\u0441\u0442\u044c, human gat; verdict=works-with-edits; quality=3; success_rate=0.92; hallucinations=2; hallucinations_shipped=1; ba_edits=6; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; duration_active_s=4636; episodes=13; turns=26\\nRUN-0023 episodes=3; turns=6\\nRUN-0024 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u00ab\u0430\u043d\u0430\u043b\u0438\u0437 \u0437\u0430\u044f\u0432; verdict=works-with-edits; success_rate=0.75; hallucinations=3; hallucinations_shipped=1; tokens_input=[REDACTED]; tokens_output=[REDACTED]; episodes=4; turns=8\\nRUN-0025 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043f\u043e\u0448; verdict=works-with-edits; quality=3; success_rate=0.5; hallucinations=4; hallucinations_shipped=1; ba_edits=2; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=2515; episodes=10\\nRUN-0026 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u00ab\u0440\u0430\u043c\u043a\u0430 -> \u043a\u043e; verdict=works-with-edits; success_rate=0.5; hallucinations=4; hallucinations_shipped=1; tokens_input=[REDACTED]; tokens_output=[REDACTED]; duration_active_s=3254; episodes=10; turns=20\\nRUN-0027 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043f\u0440\u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u043c \u0432\u0435\u0431-\u0438\u043d; verdict=works-with-edits; quality=3; success_rate=0.4; hallucinations=3; hallucinations_shipped=1; ba_edits=1; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=2762; episodes=5\\nRUN-0028 eval=\u041f\u0440\u043e\u043c\u043f\u0442 \u0443\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0438 \u043d\u0430\u0445; verdict=works-with-edits; quality=2; success_rate=0.33; hallucinations=2; hallucinations_shipped=1; ba_edits=0; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=347; episodes=3\\nRUN-0029 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u0430\u044f (\u0431\u0435\u0441\u043f\u0440\u043e\u043c\u043f\u0442; verdict=works-with-edits; quality=3; success_rate=0.56; hallucinations=3; hallucinations_shipped=0; ba_edits=4; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=1738; episodes=9\\nRUN-0030 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=5700; episodes=23; turns=46; sessions=5; calendar_days=7.7\\nRUN-0031 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=28980; episodes=78; turns=156; sessions=21; calendar_days=48.1\\nRUN-0032 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=12240; episodes=31; turns=62; sessions=4; calendar_days=29.9\\nRUN-0033 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=17400; episodes=49; turns=98; sessions=5; calendar_days=18.8\\nRUN-0034 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=20520; episodes=71; turns=142; sessions=13; calendar_days=5.1\\nRUN-0035 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=0; episodes=1; turns=2; sessions=1; calendar_days=0.0\\nRUN-0036 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=6840; episodes=21; turns=42; sessions=2; calendar_days=0.2\\nRUN-0037 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=720; episodes=10; turns=20; sessions=7; calendar_days=35.1\\nRUN-0038 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=5580; episodes=15; turns=30; sessions=3; calendar_days=0.2\\nRUN-0039 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=3060; episodes=12; turns=24; sessions=3; calendar_days=5.8\\nRUN-0040 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=24720; episodes=83; turns=166; sessions=7; calendar_days=7.8\\nRUN-0041 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=27540; episodes=73; turns=146; sessions=16; calendar_days=26.2\\nRUN-0042 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=4380; episodes=24; turns=48; sessions=5; calendar_days=8.7\\nRUN-0043 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=3540; episodes=19; turns=38; sessions=4; calendar_days=7.0\\nRUN-0044 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=3360; episodes=8; turns=16; sessions=1; calendar_days=0.0\\nRUN-0045 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=4500; episodes=27; turns=54; sessions=4; calendar_days=18.0\\nRUN-0046 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=23640; episodes=77; turns=154; sessions=16; calendar_days=28.2\\nRUN-0047 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=720; episodes=5; turns=10; sessions=1; calendar_days=0.0\\nRUN-0048 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=8280; episodes=30; turns=60; sessions=3; calendar_days=6.0\\nRUN-0049 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=8100; episodes=39; turns=78; sessions=9; calendar_days=14.2\\nRUN-0050 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=10320; episodes=49; turns=98; sessions=8; calendar_days=16.2\\nRUN-0051 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=18540; episodes=57; turns=114; sessions=11; calendar_days=50.1\\nRUN-0052 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=2100; episodes=10; turns=20; sessions=5; calendar_days=1.1\\nRUN-0053 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=24720; episodes=79; turns=158; sessions=14; calendar_days=14.8\\nRUN-0054 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=1620; episodes=9; turns=18; sessions=1; calendar_days=0.0\\nRUN-0055 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 ; verdict=works-with-edits; success_rate=0.8; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=7020; episodes=16; turns=32; sessions=4; calendar_days=0.4\\nRUN-0056 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e gap-\u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438; verdict=works-with-edits; success_rate=0.7; duration_active_s=10800\\nRUN-0057 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043e\u0446\u0435\u043d\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 ; verdict=works-with-edits; success_rate=0.63; duration_active_s=14400\\nRUN-0058 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 API \u0447\u0430\u0442\u043e\u0432 ; verdict=works-with-edits; success_rate=1.0; duration_active_s=9000\\nRUN-0059 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0443\u0442\u044c HH.; verdict=works-with-edits; success_rate=1.0; duration_active_s=10800\\nRUN-0060 eval=\u0424\u043e\u0440\u043c\u0430\u0442 L4 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u043d\u0430 \u043b\u0435\u0442\u0443 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d; verdict=works; success_rate=1.0; duration_active_s=14400\\nRUN-0061 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d 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\"claude-opus-5-5\",\n[2026-09-29T07:45:24.439Z] [INFO]     \"id\": \"msg_011CfXMkYcYpLGdccVEn28v7\",\n[2026-09-29T07:45:24.439Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:24.439Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:24.439Z] [INFO]     \"content\": [\n[2026-09-29T07:45:24.439Z] [INFO]       {\n[2026-09-29T07:45:24.439Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:24.439Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:24.439Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:45:24.439Z] [INFO]       }\n[2026-09-29T07:45:24.439Z] [INFO]     ],\n[2026-09-29T07:45:24.439Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:24.439Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:24.439Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:24.439Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:24.439Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:24.439Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:24.439Z] [INFO]       \"cache_creation_input_tokens\": 944,\n[2026-09-29T07:45:24.439Z] [INFO]       \"cache_read_input_tokens\": 47343,\n[2026-09-29T07:45:24.439Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:24.439Z] [INFO]         \"ephemeral_5m_input_tokens\": 944,\n[2026-09-29T07:45:24.439Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:24.439Z] [INFO]       },\n[2026-09-29T07:45:24.439Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:24.439Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:24.439Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:24.439Z] [INFO]     },\n[2026-09-29T07:45:24.439Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:24.439Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:24.439Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:24.439Z] [INFO]   },\n[2026-09-29T07:45:24.439Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"uuid\": \"9831e4e6-a0d5-4ea6-9138-049b2820c62b\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:24.345Z\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"request_id\": \"req_011CfXMkYBFWsFY2tPQz5TDv\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:24.439Z] [INFO] }\n[2026-09-29T07:45:24.984Z] [STDOUT] [log_57143d, request-id: \"req_011CfXMki63pUSdZyVHuLjxe\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 865ms\n[2026-09-29T07:45:24.989Z] [STDOUT] [log_57143d] response start {\n[2026-09-29T07:45:25.001Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:25.008Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:25.012Z] [STDOUT]   headers: {\n[2026-09-29T07:45:25.018Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:25.026Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:25.031Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:25.048Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:25.058Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:25.060Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:25.065Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:25.069Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:25.075Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:25.079Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:25.083Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:25.088Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:25.092Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:25.097Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:25.102Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:25.116Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:25.130Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:25.134Z] [STDOUT]     \"cf-ray\": \"a4295e3dcd064d8b-FRA\",\n[2026-09-29T07:45:25.139Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:25.148Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:25.155Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:25.160Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:25.166Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:24 GMT\",\n[2026-09-29T07:45:25.169Z] [STDOUT]     \"request-id\": \"req_011CfXMki63pUSdZyVHuLjxe\",\n[2026-09-29T07:45:25.175Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:25.177Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:25.179Z] [STDOUT]     traceresponse: \"00-9d5b9b9282ed12b78ccc39edaffdf8d9-6bfd12b291fd4f7f-01\",\n[2026-09-29T07:45:25.181Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:25.185Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:25.189Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:25.193Z] [STDOUT]   },\n[2026-09-29T07:45:25.197Z] [STDOUT]   durationMs: 865,\n[2026-09-29T07:45:25.206Z] [STDOUT] }\n[2026-09-29T07:45:25.214Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:25.230Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:24 GMT\",\n[2026-09-29T07:45:25.243Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:25.247Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:25.257Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:25.263Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:25.269Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:25.271Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:25.274Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:25.278Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:25.281Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:25.285Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:25.292Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:25.300Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:25.306Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:25.310Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:25.313Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:25.336Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:25.342Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:25.344Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:25.369Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:25.375Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:25.393Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:25.402Z] [STDOUT]   \"request-id\": \"req_011CfXMki63pUSdZyVHuLjxe\",\n[2026-09-29T07:45:25.409Z] [STDOUT]   \"traceresponse\": \"00-9d5b9b9282ed12b78ccc39edaffdf8d9-6bfd12b291fd4f7f-01\",\n[2026-09-29T07:45:25.424Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:25.437Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:25.456Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:25.461Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:25.464Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:25.467Z] [STDOUT]   \"cf-ray\": \"a4295e3dcd064d8b-FRA\",\n[2026-09-29T07:45:25.471Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:25.475Z] [STDOUT] [log_57143d] response parsed {\n[2026-09-29T07:45:25.480Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:25.483Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:25.487Z] [STDOUT]   body: X {\n[2026-09-29T07:45:25.490Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:25.494Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:25.497Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:25.499Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:25.501Z] [STDOUT]     },\n[2026-09-29T07:45:25.504Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:25.510Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:25.517Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:25.528Z] [STDOUT]   },\n[2026-09-29T07:45:25.535Z] [STDOUT]   durationMs: 865,\n[2026-09-29T07:45:25.538Z] [STDOUT] }\n[2026-09-29T07:45:25.666Z] [INFO] {\n[2026-09-29T07:45:25.666Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:25.666Z] [INFO]   \"message\": {\n[2026-09-29T07:45:25.666Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:25.666Z] [INFO]     \"content\": [\n[2026-09-29T07:45:25.666Z] [INFO]       {\n[2026-09-29T07:45:25.666Z] [INFO]         \"tool_use_id\": \"toolu_017ic1zPfW9enGVM33e5Xyei\",\n[2026-09-29T07:45:25.666Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:25.666Z] [INFO]         \"content\": \"## Decision\\n\\n\u0421\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c GigaCode CLI \u043a\u0430\u043a **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e** \u0441\u0440\u0435\u0434\u0443 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c \u0438 \u0431\u0435\u0437 API Mango AI. \u0420\u0430\u0431\u043e\u0447\u0430\u044f \u0441\u0442\u0430\u043d\u0446\u0438\u044f \u0411\u0410 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 GigaCode CLI \u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 Python; \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0439 Confluence MCP \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044e CLI. \u041d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c skill \u0438\u043b\u0438 \u0433\u0440\u0430\u0444 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c, \u043f\u043e\u043a\u0430 \u0437\u0430\u043f\u0443\u0441\u043a \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u0438 \u0433\u0435\u0439\u0442\u0430 \u043d\u0435 \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c CLI.\\n\\n\u0414\u043b\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 `execution-package-gigacode-cli` \u0432 Source \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0434\u0438\u043d \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u044b\u0439 \u0432\u0445\u043e\u0434 `tools/run-task` (\u0442\u043e\u0447\u043d\u043e\u0435 \u0438\u043c\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f): \u043e\u043d \u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u044b\u0439 `TASK_ID` \u0438 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0440\u0435\u0431\u0440\u043e, \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 gate \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0410\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430; \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c. Human gates \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u044f\u0432\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0411\u0410 \u0438 \u043d\u0435 \u043e\u0431\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 CLI. `G-mach` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c Python, \u0430 `G-semantic` \u0438 `G-human` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438. Fail-closed \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043e\u0441\u0442\u0430\\n\\n\u0414\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**: \u0411\u0410 \u044f\u0432\u043d\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `/skills rg-bcreq-v1-dispatcher`, \u0437\u0430\u0442\u0435\u043c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438 \u0441\u043c\u043e\u0442\u0440\u0438\u0442 \u0435\u0451 exit code; \u044d\u0442\u043e \u043d\u0435 \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d. \u0427\u0442\u0435\u043d\u0438\u0435 Python \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442\u0430 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 JSON Schema, \u043d\u0435 \u0434\u0430\u0451\u0442 exit code \u0438 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 `G-mach`.\\n\\n\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f: Source \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`, Distribution \u2014 \u0432 `dist/execution-package-gigacode-cli/`, GigaCode runtime \u2014 \u0432 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli). \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432 \u043d\u0435\u0433\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043a\u043b\u0438\u0435\u043d\u0442\u0430. \u041f\u043e\u0441\u043b\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c **\u0432\u0435\u0441\u044c** \u043f\u0430\u043a\u0435\u0442, \u0432\u043a\u043b\u044e\u0447\u0430\u044f `.gigacode/skills/`, `AGENTS.md`, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/` \u0438 manifest; `meta-model/` \u0438 `docs/kb/` \u043d\u0430\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430\u043c\u0438. \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f `.gigacode/settings.json`, \u043a\u043b\u044e\u0447\u0438 \u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0435 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e guide \u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c GigaCode CLI \u043f\u043e [\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u043c\u0443 quick start](https://gitverse.ru/docs/ai/ai-assistant-gigacode/getting-started-with-gigacode/quick-start), Git \u0438 Python 3 \u0441 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044f\u043c\u0438, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0435\u0439** \u043f\u0430\u043a\u0435\u0442\u0430; \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `gigacode --version`, `python3 --version` \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0443 \u041e\u0421 \u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Python \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0440\u0438 \u043f\u0438\u043b\u043e\u0442\u0435, \u0430 \u043d\u0435 \u0443\u0433\u0430\u0434\u044b\u0432\u0430\u0442\u044c.\\n2. \u041a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c runtime \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0437\u0430\u0434\u0430\u0447\u0438, \u0441\u0432\u0435\u0440\u0438\u0442\u044c manifest \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `sh tools/validate-package.sh`. \u0417\u0430\u043f\u043e\u043b\u043d\u0438\u0442\u044c `meta-model/` \u0438 `docs/kb/` \u0441 \u0443\u0447\u0451\u0442\u043e\u043c \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0439 \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u0430.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e `.gigacode/settings.json` \u0438\u0437 example \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u0432\u044b\u0434\u0430\u0447\u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u043c \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c \u0430\u0434\u0440\u0435\u0441\u0430, \u0442\u0440\u0430\u043d\u0441\u043f\u043e\u0440\u0442\u0430 \u0438 credentials \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u043e\u0433\u043e Confluence MCP. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c `/mcp` \u0438 `/tools`; \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u043e \u0447\u0442\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b.\\n4. \u0412\u044b\u0437\u0432\u0430\u0442\u044c `/skills rg-bcreq-v1-dispatcher` \u0441 `TASK-0001`, \u043f\u0440\u043e\u0439\u0442\u0438 `n0` \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0411\u0410. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0443\u0437\u043b\u0435 \u0432\u0438\u0434\u0435\u0442\u044c \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 `G-mach`, exit code, \u043f\u0443\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0438 checkpoint. \u041f\u0440\u0438 reject \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f. \u0414\u043b\u044f `n12` \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 Working, \u0434\u043b\u044f `n13` \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `validate-working`, `compile`, `validate-release` \u0438 \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c Release \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n\\n## \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u043f\u043e review PR #616 (2026-09-26)\\n\\n\u041e\u0442\u0432\u0435\u0442 \u043d\u0430 [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/616) \u043f\u043e \u0441\u0440\u0435\u0434\u0435 1.\\n\\n1. **\u041a\u0432\u0430\u043b\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430:** \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u2014 **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**. \u0414\u043b\u044f \u043e\u043f\u044b\u0442\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0430 \u0448\u0430\u0433\u043e\u0432 (\u0441\u043c. \u0441\u0445\u0435\u043c\u0443 \u043d\u0438\u0436\u0435); \u0437\u0430\u044f\u0432\u043b\u044f\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f.\\n## Decision\\n\\n\u0412\u044b\u0431\u0440\u0430\u0442\u044c **Cline \u043a\u0430\u043a \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 VS Code** \u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0433\u043e \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 2. \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442\u0441\u044f \u043d\u0430\u0437\u0432\u0430\u0442\u044c `G-Ivan-A/mango-ba-ai-runtime-cline`; \u043d\u0435 \u0440\u0430\u0437\u043c\u0435\u0449\u0430\u0442\u044c \u0435\u0433\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0432 GigaCode-\u043f\u0430\u043a\u0435\u0442\u0435. Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0431\u0449\u0438\u0439 \u043d\u0430\u0431\u043e\u0440 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`; \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 `dist/execution-package-cline-vscode/` \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c manifest \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 \u0434\u043b\u044f \u0411\u0410. \u041d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u043f\u0443\u0442\u044c \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u044d\u0442\u0438\u043c ADR \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f.\\n\\n\u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u0443\u0440\u043e\u0432\u043d\u044f\u043c:\\n\\n1. **\u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439:** \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 runner/CI \u0441\u0430\u043c \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code, \u0433\u0440\u0430\u0444 \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435. \u042d\u0442\u043e\u0442 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c \u0442\u0435\u0441\u0442\u043e\u043c.\\n2. **\u0410\u0433\u0435\u043d\u0442\u043d\u044b\u0439:** Cline \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a, \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u0432\u044b\u0437\u043e\u0432\u044b tools \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f. \u0415\u0433\u043e \u0432\u044b\u0431\u043e\u0440 \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b; `AGENTS.md` \u0438 Cline rules \u043f\u043e\u043c\u043e\u0433\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 runner.\\n3. **\u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439:** \u0411\u0410 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u044e, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, Working baseline \u0438 Release. \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u0438 \u043f\u0440\u0430\u0432\u0430 \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044e \u043d\u0435 \u0432\u044b\u0434\u0430\u044e\u0442\u0441\u044f \u0438\u0437 Python exit code.\\n\\n\u0412 \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0435 `AGENTS.md` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f Cline `.clinerules` \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u043d\u0435\u0433\u043e \u0438 \u043d\u0430 \u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 runner. \u041d\u0430\u0432\u044b\u043a\u0438, \u043d\u0443\u0436\u043d\u044b\u0435 \u0434\u043b\u044f Cline, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0431\u0435\u0437 \u043a\u043e\u043f\u0438\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u041d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c agent edit `tools/`, `contracts/`, `routes/` \u0438\u043b\u0438 manifest \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043d\u0438\u0445 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 Source PR \u0438 recompilation. \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0434 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u0411\u0410/CI, \u0430 \u043d\u0435 \u00ab\u0447\u0442\u0435\u043d\u0438\u0435\u043c Python \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u00bb. CI \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\\n\\n\u041e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f guide \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e Cline-\u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c Git, VS Code, \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 [Cline](https://github.com/cline/cline/blob/main/docs/getting-started/installing-cline.mdx), Python 3 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439** \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430. \u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0439 VS Code \u0438 Python; \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u0434\u043b\u044f \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043d\u0443\u0436\u043d\u0430. Junior \u0411\u0410 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043c\u0435\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u043f\u0430\u043f\u043a\u0443 \u0432 VS Code, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0433\u043e\u0442\u043e\u0432\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u043f\u0440\u043e\u0447\u0435\u0441\u0442\u044c PASS/FAIL; \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 MCP-\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u0430\u0432 \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430.\\n2. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c **\u0441\u0432\u043e\u0439** \u043a\u043b\u044e\u0447 \u0432 AI Core. \u041e\u0442\u043a\u0440\u044b\u0442\u044c Cline Settings \u2192 API Provider `OpenAI Compatible`; \u0443\u043a\u0430\u0437\u0430\u0442\u044c Base URL, \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 AI Core, \u043c\u043e\u0434\u0435\u043b\u044c `gpu-default`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, Context Window `114688`, Max Output Tokens `16384`, \u0432\u044b\u043a\u043b\u044e\u0447\u0438\u0442\u044c image support. \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u043b\u0438\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 `gpu-deep` \u0438\u043c\u0435\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043b\u0438\u043c\u0438\u0442\u044b `98304`/`32768`; \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043f\u0438\u043b\u043e\u0442\u0430. \u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432\u0437\u044f\u0442\u044b \u0438\u0437 [\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438](https://github.com/user-attachments/files/32652321/default.txt), \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432 Cline. HTTP \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u0448\u044c \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u043e\u0439 \u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438; \u043a\u043b\u044e\u0447 \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\n4. \u0410\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439** \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 MCP \u0434\u043b\u044f Jira/Confluence \u0447\u0435\u0440\u0435\u0437 Cline MCP Servers \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 `tools/list`/\u043f\u0440\u043e\u0431\u043d\u044b\u0439 read-only \u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0442\u0435\u0441\u0442\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435 \u0438 issue. \u041f\u043e\u043a\u0430 MCP \u043d\u0435 \u0432\u044b\u0434\u0430\u043d, BA \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0441 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB, \u043c\u0430\u0440\u043a\u0438\u0440\u0443\u0435\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b \u0438 \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0446\u0438\u0442\u0430\u0442\u0443. Model API key \u043d\u0435 \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432 MCP \u043a\u0430\u043a \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0430\u0440\u043e\u043b\u044c.\\n5. \u0412 VS Code \u043e\u0442\u043a\u0440\u044b\u0442\u044c runtime-\u043f\u0430\u043f\u043a\u0443, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0435 \u0430\u0432\u0442\u043e\u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435 \u043e\u043f\u0430\u0441\u043d\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, \u0434\u0430\u0442\u044c Cline \u043e\u0434\u0438\u043d `TASK-0001` \u0441 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c/\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `n0`, \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c route \u0447\u0435\u0440\u0435\u0437 runner. \u041f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0411\u0410 \u0432\u0438\u0434\u0438\u0442 \u0443\u0437\u0435\u043b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043a\u043e\u043c\u0430\u043d\u0434\u0443/exit code \u0433\u0435\u0439\u0442\u0430 \u0438 Markdown checkpoint; \u043f\u0440\u0438 FAIL \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f Release \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 Working, `validate-working`, `compile`, `validate-release`, human review.\\n\\n## \u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b 2 \u043f\u043e review PR #616 (2026-09-26)\\n\\n## Summary\\n\\n**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f:** \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043e\u0434\u0438\u043d Source \u0438 \u0434\u0432\u0430 \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430 \u0441\u0440\u0435\u0434\u044b, \u043f\u043e\u043a\u0430 \u043f\u0430\u0440\u043d\u044b\u0439\\n\u043f\u0438\u043b\u043e\u0442 \u043d\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0435 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e. \u0412 \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0441\u0440\u0435\u0437\u0435\\n\u043e\u0431\u0449\u0438\u0439 BCREQ-\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u0432 \u0434\u0432\u0443\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432, \u0430 \u0441\u0445\u0435\u043c\u044b Working\\n\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c `$id` \u043f\u0430\u043a\u0435\u0442\u0430. \u041d\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438\u043c\u0435\u044e\u0442 \u0440\u0430\u0437\u043d\u0443\u044e \u043f\u043e\u043b\u043d\u043e\u0442\u0443:\\nGigaCode CLI \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u0435\u0442 `A-IN \u2192 A-CORE \u2192 BCREQ`, Cline \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u0439 `Working \u2192 Release`. \u042d\u0442\u043e \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e **\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0430 \u043e\u0431\u0449\u0435\u0433\u043e \u044f\u0434\u0440\u0430**,\\n\u0430 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0440\u0430\u0432\u0435\u043d\u0441\u0442\u0432\u0430 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438\u043b\u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438\\n\u0431\u043e\u0435\u0432\u043e\u0433\u043e Cline-\u043f\u0438\u043b\u043e\u0442\u0430. \u041e\u0434\u0438\u043d \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439\\n\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0435; \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0434\u0432\u0443\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n\\n## Motivation\\n\\n\u0418\u0441\u0445\u043e\u0434\u043d\u044b\u0439 [\u0434\u0438\u0430\u043b\u043e\u0433 \u0438\u0437 issue #630](https://github.com/user-attachments/files/32743482/2.280926.txt)\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 20 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0439 \u043e Cline-\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\u0445. \u0422\u0430\u043c \u0436\u0435 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0432\u043e\u043f\u0440\u043e\u0441 \u043e\\n\u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043c\u043e\u0434\u0435\u043b\u0438, \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 Source, \u0437\u0430\u0442\u0435\u043c\\n\u0444\u0438\u043d\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439. \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u044e\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u0442\u0435\u043a\u0441\u0442\u0430, \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0435\\n\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b. \u0418\u0445 \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0432 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0431\u0435\u0437\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043c\u043e\u0433 \u0431\u044b \u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0435\u0449\u0451 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0443\u044e.\\n\\n\u0421\u043e\u0433\u043b\u0430\u0441\u043d\u043e [\u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0438 \u0425\u0430\u0431\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/concept.md)\\n\u0438 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\nSource \u0445\u0440\u0430\u043d\u0438\u0442 \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0438 \u043e\u0431\u0449\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c, Distribution \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f runtime \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u044e\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0438\u043b\u043e\u0442\\n\u0434\u043e\u043b\u0436\u0435\u043d \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0442\u044c \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u043d\u0443\u044e \u0444\u043e\u0440\u043c\u0443, \u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c\\n\u043a\u0430\u0436\u0434\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0432\u0442\u043e\u0440\u044b\u043c Source.\\n\\n## Goals and Non-goals\\n\\n=== docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n\\n# \u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u043e \u043f\u0430\u043a\u0435\u0442\u0443 Cline VS Code\\n\\n> **\u0412\u0435\u0440\u0441\u0438\u044f 0.2.** \u042d\u0442\u043e\u0442 \u0440\u0430\u0437\u0431\u043e\u0440 \u2014 \u043f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b\\n> (\u0441\u0440\u0435\u0434\u0430 2). \u041f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620)\\n> \u043e\u0445\u0432\u0430\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d \u0434\u043e \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u0441\u0440\u0435\u0434 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430, \u0432\u043a\u043b\u044e\u0447\u0430\u044f n8n \u0438\\n> \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 4: [\u00ab\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n> \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-26\u2026\u0413-54.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0432\u0435\u0440\u043d\u043e\u0435, \u0438 \u043f\u0430\u043a\u0435\u0442 \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435, \u043d\u043e \u043d\u0435 \u043a \u0440\u0430\u0431\u043e\u0442\u0435\\n\u00ab\u043d\u0430 \u0436\u0438\u0432\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0431\u0435\u0437 \u043f\u0440\u0438\u0441\u043c\u043e\u0442\u0440\u0430\u00bb.** \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u2014 \u0441\u0431\u043e\u0440\u043a\u0430 \u0438\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u2014 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e (\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n[\u0413-16](#\u0433-16)). \u0420\u0430\u0437\u0440\u044b\u0432 \u0441 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\u043c\u0438 \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u043d\u0435 \u0432 \u043d\u0435\u0439, \u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u043d\u0435\u0451:\\n\u043e\u0431\u0449\u0435\u043d\u0438\u0435, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, \u043f\u043e\u0438\u0441\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430\\n\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n\u0442\u0435\u043a\u0441\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043a\u043e\u0434\u0435.\\n\\n\u0418\u0437 \u0448\u0435\u0441\u0442\u0438 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043e\u0434\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e (\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u2014 \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e\\n\u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430), \u0442\u0440\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0438 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u043c\u043e\u0434\u0435\u043b\u0438, \u0434\u0432\u0430 \u043d\u0435\\n\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b (\u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435 \u0438 \u0432\u044b\u0431\u043e\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n\u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435). \u0413\u043b\u0430\u0432\u043d\u044b\u0435 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b:\\n\\n1. **\u0421\u043c\u0435\u0448\u0435\u043d\u0438\u0435 \u0442\u0440\u0451\u0445 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439** \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 (\u0442\u0435\u043e\u0440\u0438\u0438), \u043f\u0430\u043a\u0435\u0442\u0430\\n   (\u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0443\u0437\u043a\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430) \u0438 \u0430\u0433\u0435\u043d\u0442\u0430 (LLM \u0441 \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043f\u0440\u0430\u0432\u0438\u043b). \u041e\u0442\\n   \u043f\u0430\u043a\u0435\u0442\u0430 \u043e\u0436\u0438\u0434\u0430\u044e\u0442 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u0442\u0435\u043e\u0440\u0438\u0438, \u0430 \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u043a\u043e\u0434\u0430.\\n2. **\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u00ab\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e\u0435 \u2192 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435\u00bb \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e Working JSON, \u043d\u043e\\n   \u043f\u043e\u043b\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044d\u0442\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0442\u0430 \u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044c.**\\n   `semantic_review`, `approval` \u0438 `retrieval_status: \\\"read\\\"` \u2014\\n   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n   \u0441\u0443\u043c\u043c\u0430 \u0446\u0438\u0442\u0430\u0442\u044b \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u043d\u043e \u043d\u0435\\n   \u0442\u043e, \u0447\u0442\u043e \u043e\u043d\u0430 \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 ([\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18)).\\n3. **\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0434\u043b\u044f \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u0430, \u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c\\n   \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0444\u0440\u0430\u0437\u043e\u0439 \u0432 \u0447\u0430\u0442\u0435** \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0430\u043a\u0435\u0442 \u0441\u0430\u043c \u0443\u0447\u0438\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\\n   \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c `AGENTS.md` \u0441\u0432\u043e\u0438\u043c \u00ab\u0432\u0435\u043a\u0442\u043e\u0440\u043e\u043c\u00bb ([\u0413-04](#\u0433-04), [\u0413-23](#\u0433-23)).\\n4. **\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0432 \u0444\u043e\u0440\u043c\u0435 \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u044b** (\u043e\u0434\u043d\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u044b\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON\\n   \u0441 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438), \u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c\\n   \u043c\u043e\u0434\u0435\u043b\u0438 ([\u0413-19](#\u0433-19)).\\n5. **\u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0438 hooks \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u043e\u0434 Cline v3, \u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0441\u0442\u0430\u0432\u0438\u0442 v4.**\\n   \u0412 v4.1.21 \u0434\u0440\u0443\u0433\u0438\u0435 \u0438\u043c\u0435\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u043f\u0443\u043d\u043a\u0442\u044b \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439, \u043f\u0440\u0430\u0432\u043a\u0430 \u0444\u0430\u0439\u043b\u043e\u0432\\n   \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b \u0431\u0435\u0437 \u0432\u043e\u043f\u0440\u043e\u0441\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\\n   Windows \u0441\u0435\u0439\u0447\u0430\u0441 \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f, \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b \u0431\u044b \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u043f\u0435\u0440\u0432\u043e\u043c\\n   \u0447\u0442\u0435\u043d\u0438\u0438 \u0444\u0430\u0439\u043b\u0430 ([\u0413-11](#\u0433-11), [\u0413-25](#\u0433-25)).\",\n[2026-09-29T07:45:25.666Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:25.666Z] [INFO]       }\n[2026-09-29T07:45:25.666Z] [INFO]     ]\n[2026-09-29T07:45:25.666Z] [INFO]   },\n[2026-09-29T07:45:25.666Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:25.666Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:25.666Z] [INFO]   \"uuid\": \"c0f32a21-1c76-4e7a-a3b9-9413aa8e615e\",\n[2026-09-29T07:45:25.666Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:25.654Z\",\n[2026-09-29T07:45:25.666Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:45:25.666Z] [INFO]     \"stdout\": \"## Decision\\n\\n\u0421\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c GigaCode CLI \u043a\u0430\u043a **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e** \u0441\u0440\u0435\u0434\u0443 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c \u0438 \u0431\u0435\u0437 API Mango AI. \u0420\u0430\u0431\u043e\u0447\u0430\u044f \u0441\u0442\u0430\u043d\u0446\u0438\u044f \u0411\u0410 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 GigaCode CLI \u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 Python; \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0439 Confluence MCP \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044e CLI. \u041d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c skill \u0438\u043b\u0438 \u0433\u0440\u0430\u0444 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c, \u043f\u043e\u043a\u0430 \u0437\u0430\u043f\u0443\u0441\u043a \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u0438 \u0433\u0435\u0439\u0442\u0430 \u043d\u0435 \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c CLI.\\n\\n\u0414\u043b\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 `execution-package-gigacode-cli` \u0432 Source \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0434\u0438\u043d \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u044b\u0439 \u0432\u0445\u043e\u0434 `tools/run-task` (\u0442\u043e\u0447\u043d\u043e\u0435 \u0438\u043c\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f): \u043e\u043d \u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u044b\u0439 `TASK_ID` \u0438 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0440\u0435\u0431\u0440\u043e, \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 gate \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0410\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430; \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c. Human gates \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u044f\u0432\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0411\u0410 \u0438 \u043d\u0435 \u043e\u0431\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 CLI. `G-mach` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c Python, \u0430 `G-semantic` \u0438 `G-human` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438. Fail-closed \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043e\u0441\u0442\u0430\\n\\n\u0414\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**: \u0411\u0410 \u044f\u0432\u043d\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `/skills rg-bcreq-v1-dispatcher`, \u0437\u0430\u0442\u0435\u043c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438 \u0441\u043c\u043e\u0442\u0440\u0438\u0442 \u0435\u0451 exit code; \u044d\u0442\u043e \u043d\u0435 \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d. \u0427\u0442\u0435\u043d\u0438\u0435 Python \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442\u0430 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 JSON Schema, \u043d\u0435 \u0434\u0430\u0451\u0442 exit code \u0438 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 `G-mach`.\\n\\n\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f: Source \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`, Distribution \u2014 \u0432 `dist/execution-package-gigacode-cli/`, GigaCode runtime \u2014 \u0432 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli). \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432 \u043d\u0435\u0433\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043a\u043b\u0438\u0435\u043d\u0442\u0430. \u041f\u043e\u0441\u043b\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c **\u0432\u0435\u0441\u044c** \u043f\u0430\u043a\u0435\u0442, \u0432\u043a\u043b\u044e\u0447\u0430\u044f `.gigacode/skills/`, `AGENTS.md`, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/` \u0438 manifest; `meta-model/` \u0438 `docs/kb/` \u043d\u0430\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430\u043c\u0438. \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f `.gigacode/settings.json`, \u043a\u043b\u044e\u0447\u0438 \u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0435 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e guide \u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c GigaCode CLI \u043f\u043e [\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u043c\u0443 quick start](https://gitverse.ru/docs/ai/ai-assistant-gigacode/getting-started-with-gigacode/quick-start), Git \u0438 Python 3 \u0441 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044f\u043c\u0438, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0435\u0439** \u043f\u0430\u043a\u0435\u0442\u0430; \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `gigacode --version`, `python3 --version` \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0443 \u041e\u0421 \u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Python \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0440\u0438 \u043f\u0438\u043b\u043e\u0442\u0435, \u0430 \u043d\u0435 \u0443\u0433\u0430\u0434\u044b\u0432\u0430\u0442\u044c.\\n2. \u041a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c runtime \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0437\u0430\u0434\u0430\u0447\u0438, \u0441\u0432\u0435\u0440\u0438\u0442\u044c manifest \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `sh tools/validate-package.sh`. \u0417\u0430\u043f\u043e\u043b\u043d\u0438\u0442\u044c `meta-model/` \u0438 `docs/kb/` \u0441 \u0443\u0447\u0451\u0442\u043e\u043c \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0439 \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u0430.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e `.gigacode/settings.json` \u0438\u0437 example \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u0432\u044b\u0434\u0430\u0447\u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u043c \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c \u0430\u0434\u0440\u0435\u0441\u0430, \u0442\u0440\u0430\u043d\u0441\u043f\u043e\u0440\u0442\u0430 \u0438 credentials \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u043e\u0433\u043e Confluence MCP. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c `/mcp` \u0438 `/tools`; \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u043e \u0447\u0442\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b.\\n4. \u0412\u044b\u0437\u0432\u0430\u0442\u044c `/skills rg-bcreq-v1-dispatcher` \u0441 `TASK-0001`, \u043f\u0440\u043e\u0439\u0442\u0438 `n0` \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0411\u0410. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0443\u0437\u043b\u0435 \u0432\u0438\u0434\u0435\u0442\u044c \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 `G-mach`, exit code, \u043f\u0443\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0438 checkpoint. \u041f\u0440\u0438 reject \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f. \u0414\u043b\u044f `n12` \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 Working, \u0434\u043b\u044f `n13` \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `validate-working`, `compile`, `validate-release` \u0438 \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c Release \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n\\n## \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u043f\u043e review PR #616 (2026-09-26)\\n\\n\u041e\u0442\u0432\u0435\u0442 \u043d\u0430 [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/616) \u043f\u043e \u0441\u0440\u0435\u0434\u0435 1.\\n\\n1. **\u041a\u0432\u0430\u043b\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430:** \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u2014 **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**. \u0414\u043b\u044f \u043e\u043f\u044b\u0442\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0430 \u0448\u0430\u0433\u043e\u0432 (\u0441\u043c. \u0441\u0445\u0435\u043c\u0443 \u043d\u0438\u0436\u0435); \u0437\u0430\u044f\u0432\u043b\u044f\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f.\\n## Decision\\n\\n\u0412\u044b\u0431\u0440\u0430\u0442\u044c **Cline \u043a\u0430\u043a \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 VS Code** \u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0433\u043e \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 2. \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442\u0441\u044f \u043d\u0430\u0437\u0432\u0430\u0442\u044c `G-Ivan-A/mango-ba-ai-runtime-cline`; \u043d\u0435 \u0440\u0430\u0437\u043c\u0435\u0449\u0430\u0442\u044c \u0435\u0433\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0432 GigaCode-\u043f\u0430\u043a\u0435\u0442\u0435. Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0431\u0449\u0438\u0439 \u043d\u0430\u0431\u043e\u0440 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`; \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 `dist/execution-package-cline-vscode/` \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c manifest \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 \u0434\u043b\u044f \u0411\u0410. \u041d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u043f\u0443\u0442\u044c \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u044d\u0442\u0438\u043c ADR \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f.\\n\\n\u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u0443\u0440\u043e\u0432\u043d\u044f\u043c:\\n\\n1. **\u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439:** \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 runner/CI \u0441\u0430\u043c \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code, \u0433\u0440\u0430\u0444 \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435. \u042d\u0442\u043e\u0442 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c \u0442\u0435\u0441\u0442\u043e\u043c.\\n2. **\u0410\u0433\u0435\u043d\u0442\u043d\u044b\u0439:** Cline \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a, \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u0432\u044b\u0437\u043e\u0432\u044b tools \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f. \u0415\u0433\u043e \u0432\u044b\u0431\u043e\u0440 \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b; `AGENTS.md` \u0438 Cline rules \u043f\u043e\u043c\u043e\u0433\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 runner.\\n3. **\u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439:** \u0411\u0410 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u044e, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, Working baseline \u0438 Release. \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u0438 \u043f\u0440\u0430\u0432\u0430 \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044e \u043d\u0435 \u0432\u044b\u0434\u0430\u044e\u0442\u0441\u044f \u0438\u0437 Python exit code.\\n\\n\u0412 \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0435 `AGENTS.md` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f Cline `.clinerules` \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u043d\u0435\u0433\u043e \u0438 \u043d\u0430 \u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 runner. \u041d\u0430\u0432\u044b\u043a\u0438, \u043d\u0443\u0436\u043d\u044b\u0435 \u0434\u043b\u044f Cline, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0431\u0435\u0437 \u043a\u043e\u043f\u0438\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u041d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c agent edit `tools/`, `contracts/`, `routes/` \u0438\u043b\u0438 manifest \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043d\u0438\u0445 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 Source PR \u0438 recompilation. \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0434 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u0411\u0410/CI, \u0430 \u043d\u0435 \u00ab\u0447\u0442\u0435\u043d\u0438\u0435\u043c Python \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u00bb. CI \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\\n\\n\u041e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f guide \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e Cline-\u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c Git, VS Code, \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 [Cline](https://github.com/cline/cline/blob/main/docs/getting-started/installing-cline.mdx), Python 3 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439** \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430. \u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0439 VS Code \u0438 Python; \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u0434\u043b\u044f \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043d\u0443\u0436\u043d\u0430. Junior \u0411\u0410 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043c\u0435\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u043f\u0430\u043f\u043a\u0443 \u0432 VS Code, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0433\u043e\u0442\u043e\u0432\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u043f\u0440\u043e\u0447\u0435\u0441\u0442\u044c PASS/FAIL; \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 MCP-\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u0430\u0432 \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430.\\n2. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c **\u0441\u0432\u043e\u0439** \u043a\u043b\u044e\u0447 \u0432 AI Core. \u041e\u0442\u043a\u0440\u044b\u0442\u044c Cline Settings \u2192 API Provider `OpenAI Compatible`; \u0443\u043a\u0430\u0437\u0430\u0442\u044c Base URL, \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 AI Core, \u043c\u043e\u0434\u0435\u043b\u044c `gpu-default`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, Context Window `114688`, Max Output Tokens `16384`, \u0432\u044b\u043a\u043b\u044e\u0447\u0438\u0442\u044c image support. \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u043b\u0438\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 `gpu-deep` \u0438\u043c\u0435\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043b\u0438\u043c\u0438\u0442\u044b `98304`/`32768`; \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043f\u0438\u043b\u043e\u0442\u0430. \u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432\u0437\u044f\u0442\u044b \u0438\u0437 [\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438](https://github.com/user-attachments/files/32652321/default.txt), \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432 Cline. HTTP \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u0448\u044c \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u043e\u0439 \u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438; \u043a\u043b\u044e\u0447 \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\n4. \u0410\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439** \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 MCP \u0434\u043b\u044f Jira/Confluence \u0447\u0435\u0440\u0435\u0437 Cline MCP Servers \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 `tools/list`/\u043f\u0440\u043e\u0431\u043d\u044b\u0439 read-only \u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0442\u0435\u0441\u0442\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435 \u0438 issue. \u041f\u043e\u043a\u0430 MCP \u043d\u0435 \u0432\u044b\u0434\u0430\u043d, BA \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0441 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB, \u043c\u0430\u0440\u043a\u0438\u0440\u0443\u0435\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b \u0438 \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0446\u0438\u0442\u0430\u0442\u0443. Model API key \u043d\u0435 \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432 MCP \u043a\u0430\u043a \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0430\u0440\u043e\u043b\u044c.\\n5. \u0412 VS Code \u043e\u0442\u043a\u0440\u044b\u0442\u044c runtime-\u043f\u0430\u043f\u043a\u0443, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0435 \u0430\u0432\u0442\u043e\u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435 \u043e\u043f\u0430\u0441\u043d\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, \u0434\u0430\u0442\u044c Cline \u043e\u0434\u0438\u043d `TASK-0001` \u0441 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c/\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `n0`, \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c route \u0447\u0435\u0440\u0435\u0437 runner. \u041f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0411\u0410 \u0432\u0438\u0434\u0438\u0442 \u0443\u0437\u0435\u043b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043a\u043e\u043c\u0430\u043d\u0434\u0443/exit code \u0433\u0435\u0439\u0442\u0430 \u0438 Markdown checkpoint; \u043f\u0440\u0438 FAIL \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f Release \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 Working, `validate-working`, `compile`, `validate-release`, human review.\\n\\n## \u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b 2 \u043f\u043e review PR #616 (2026-09-26)\\n\\n## Summary\\n\\n**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f:** \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043e\u0434\u0438\u043d Source \u0438 \u0434\u0432\u0430 \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430 \u0441\u0440\u0435\u0434\u044b, \u043f\u043e\u043a\u0430 \u043f\u0430\u0440\u043d\u044b\u0439\\n\u043f\u0438\u043b\u043e\u0442 \u043d\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0435 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e. \u0412 \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0441\u0440\u0435\u0437\u0435\\n\u043e\u0431\u0449\u0438\u0439 BCREQ-\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u0432 \u0434\u0432\u0443\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432, \u0430 \u0441\u0445\u0435\u043c\u044b Working\\n\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c `$id` \u043f\u0430\u043a\u0435\u0442\u0430. \u041d\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438\u043c\u0435\u044e\u0442 \u0440\u0430\u0437\u043d\u0443\u044e \u043f\u043e\u043b\u043d\u043e\u0442\u0443:\\nGigaCode CLI \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u0435\u0442 `A-IN \u2192 A-CORE \u2192 BCREQ`, Cline \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u0439 `Working \u2192 Release`. \u042d\u0442\u043e \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e **\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0430 \u043e\u0431\u0449\u0435\u0433\u043e \u044f\u0434\u0440\u0430**,\\n\u0430 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0440\u0430\u0432\u0435\u043d\u0441\u0442\u0432\u0430 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438\u043b\u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438\\n\u0431\u043e\u0435\u0432\u043e\u0433\u043e Cline-\u043f\u0438\u043b\u043e\u0442\u0430. \u041e\u0434\u0438\u043d \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439\\n\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0435; \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0434\u0432\u0443\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n\\n## Motivation\\n\\n\u0418\u0441\u0445\u043e\u0434\u043d\u044b\u0439 [\u0434\u0438\u0430\u043b\u043e\u0433 \u0438\u0437 issue #630](https://github.com/user-attachments/files/32743482/2.280926.txt)\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 20 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0439 \u043e Cline-\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\u0445. \u0422\u0430\u043c \u0436\u0435 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0432\u043e\u043f\u0440\u043e\u0441 \u043e\\n\u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043c\u043e\u0434\u0435\u043b\u0438, \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 Source, \u0437\u0430\u0442\u0435\u043c\\n\u0444\u0438\u043d\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439. \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u044e\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u0442\u0435\u043a\u0441\u0442\u0430, \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0435\\n\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b. \u0418\u0445 \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0432 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0431\u0435\u0437\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043c\u043e\u0433 \u0431\u044b \u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0435\u0449\u0451 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0443\u044e.\\n\\n\u0421\u043e\u0433\u043b\u0430\u0441\u043d\u043e [\u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0438 \u0425\u0430\u0431\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/concept.md)\\n\u0438 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\nSource \u0445\u0440\u0430\u043d\u0438\u0442 \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0438 \u043e\u0431\u0449\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c, Distribution \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f runtime \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u044e\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0438\u043b\u043e\u0442\\n\u0434\u043e\u043b\u0436\u0435\u043d \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0442\u044c \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u043d\u0443\u044e \u0444\u043e\u0440\u043c\u0443, \u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c\\n\u043a\u0430\u0436\u0434\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0432\u0442\u043e\u0440\u044b\u043c Source.\\n\\n## Goals and Non-goals\\n\\n=== docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n\\n# \u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u043e \u043f\u0430\u043a\u0435\u0442\u0443 Cline VS Code\\n\\n> **\u0412\u0435\u0440\u0441\u0438\u044f 0.2.** \u042d\u0442\u043e\u0442 \u0440\u0430\u0437\u0431\u043e\u0440 \u2014 \u043f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b\\n> (\u0441\u0440\u0435\u0434\u0430 2). \u041f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620)\\n> \u043e\u0445\u0432\u0430\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d \u0434\u043e \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u0441\u0440\u0435\u0434 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430, \u0432\u043a\u043b\u044e\u0447\u0430\u044f n8n \u0438\\n> \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 4: [\u00ab\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n> \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-26\u2026\u0413-54.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0432\u0435\u0440\u043d\u043e\u0435, \u0438 \u043f\u0430\u043a\u0435\u0442 \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435, \u043d\u043e \u043d\u0435 \u043a \u0440\u0430\u0431\u043e\u0442\u0435\\n\u00ab\u043d\u0430 \u0436\u0438\u0432\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0431\u0435\u0437 \u043f\u0440\u0438\u0441\u043c\u043e\u0442\u0440\u0430\u00bb.** \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u2014 \u0441\u0431\u043e\u0440\u043a\u0430 \u0438\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u2014 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e (\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n[\u0413-16](#\u0433-16)). \u0420\u0430\u0437\u0440\u044b\u0432 \u0441 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\u043c\u0438 \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u043d\u0435 \u0432 \u043d\u0435\u0439, \u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u043d\u0435\u0451:\\n\u043e\u0431\u0449\u0435\u043d\u0438\u0435, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, \u043f\u043e\u0438\u0441\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430\\n\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n\u0442\u0435\u043a\u0441\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043a\u043e\u0434\u0435.\\n\\n\u0418\u0437 \u0448\u0435\u0441\u0442\u0438 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043e\u0434\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e (\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u2014 \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e\\n\u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430), \u0442\u0440\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0438 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u043c\u043e\u0434\u0435\u043b\u0438, \u0434\u0432\u0430 \u043d\u0435\\n\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b (\u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435 \u0438 \u0432\u044b\u0431\u043e\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n\u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435). \u0413\u043b\u0430\u0432\u043d\u044b\u0435 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b:\\n\\n1. **\u0421\u043c\u0435\u0448\u0435\u043d\u0438\u0435 \u0442\u0440\u0451\u0445 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439** \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 (\u0442\u0435\u043e\u0440\u0438\u0438), \u043f\u0430\u043a\u0435\u0442\u0430\\n   (\u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0443\u0437\u043a\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430) \u0438 \u0430\u0433\u0435\u043d\u0442\u0430 (LLM \u0441 \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043f\u0440\u0430\u0432\u0438\u043b). \u041e\u0442\\n   \u043f\u0430\u043a\u0435\u0442\u0430 \u043e\u0436\u0438\u0434\u0430\u044e\u0442 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u0442\u0435\u043e\u0440\u0438\u0438, \u0430 \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u043a\u043e\u0434\u0430.\\n2. **\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u00ab\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e\u0435 \u2192 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435\u00bb \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e Working JSON, \u043d\u043e\\n   \u043f\u043e\u043b\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044d\u0442\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0442\u0430 \u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044c.**\\n   `semantic_review`, `approval` \u0438 `retrieval_status: \\\"read\\\"` \u2014\\n   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n   \u0441\u0443\u043c\u043c\u0430 \u0446\u0438\u0442\u0430\u0442\u044b \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u043d\u043e \u043d\u0435\\n   \u0442\u043e, \u0447\u0442\u043e \u043e\u043d\u0430 \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 ([\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18)).\\n3. **\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0434\u043b\u044f \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u0430, \u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c\\n   \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0444\u0440\u0430\u0437\u043e\u0439 \u0432 \u0447\u0430\u0442\u0435** \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0430\u043a\u0435\u0442 \u0441\u0430\u043c \u0443\u0447\u0438\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\\n   \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c `AGENTS.md` \u0441\u0432\u043e\u0438\u043c \u00ab\u0432\u0435\u043a\u0442\u043e\u0440\u043e\u043c\u00bb ([\u0413-04](#\u0433-04), [\u0413-23](#\u0433-23)).\\n4. **\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0432 \u0444\u043e\u0440\u043c\u0435 \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u044b** (\u043e\u0434\u043d\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u044b\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON\\n   \u0441 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438), \u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c\\n   \u043c\u043e\u0434\u0435\u043b\u0438 ([\u0413-19](#\u0433-19)).\\n5. **\u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0438 hooks \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u043e\u0434 Cline v3, \u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0441\u0442\u0430\u0432\u0438\u0442 v4.**\\n   \u0412 v4.1.21 \u0434\u0440\u0443\u0433\u0438\u0435 \u0438\u043c\u0435\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u043f\u0443\u043d\u043a\u0442\u044b \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439, \u043f\u0440\u0430\u0432\u043a\u0430 \u0444\u0430\u0439\u043b\u043e\u0432\\n   \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b \u0431\u0435\u0437 \u0432\u043e\u043f\u0440\u043e\u0441\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\\n   Windows \u0441\u0435\u0439\u0447\u0430\u0441 \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f, \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b \u0431\u044b \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u043f\u0435\u0440\u0432\u043e\u043c\\n   \u0447\u0442\u0435\u043d\u0438\u0438 \u0444\u0430\u0439\u043b\u0430 ([\u0413-11](#\u0433-11), [\u0413-25](#\u0433-25)).\",\n[2026-09-29T07:45:25.666Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:45:25.666Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:45:25.666Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:45:25.666Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:45:25.666Z] [INFO]   }\n[2026-09-29T07:45:25.666Z] [INFO] }\n[2026-09-29T07:45:25.706Z] [INFO] {\n[2026-09-29T07:45:25.706Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:25.706Z] [INFO]   \"subtype\": \"status\",\n[2026-09-29T07:45:25.706Z] [INFO]   \"status\": \"compacting\",\n[2026-09-29T07:45:25.706Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:25.706Z] [INFO]   \"uuid\": \"69d97231-c10a-48fe-b9f8-6a19cbed273b\"\n[2026-09-29T07:45:25.706Z] [INFO] }\n[2026-09-29T07:45:25.730Z] [STDOUT] [log_8d5146] sending request {\n[2026-09-29T07:45:25.735Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:25.741Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:25.744Z] [STDOUT]   options: {\n[2026-09-29T07:45:25.748Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:25.752Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:25.756Z] [STDOUT]     body: {\n[2026-09-29T07:45:25.759Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:25.764Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:25.770Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:25.775Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:45:25.778Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:25.781Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:25.786Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:25.797Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:25.801Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:25.805Z] [STDOUT]       fallbacks: \"default\",\n[2026-09-29T07:45:25.809Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:25.817Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:25.825Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:25.830Z] [STDOUT]     },\n[2026-09-29T07:45:25.840Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:25.847Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:25.852Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:25.856Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:25.869Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:25.881Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:25.887Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:25.898Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:25.904Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:25.909Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:25.914Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:25.924Z] [STDOUT]     },\n[2026-09-29T07:45:25.927Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:25.930Z] [STDOUT]   },\n[2026-09-29T07:45:25.936Z] [STDOUT]   headers: {\n[2026-09-29T07:45:25.946Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:25.950Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,server-side-fallback-2026-07-01,fallback-credit-2026-06-01,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:25.961Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:25.964Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:25.972Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:25.975Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:25.981Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:25.991Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:25.998Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:26.002Z] [STDOUT]     \"x-cc-compaction-request\": \"auto\",\n[2026-09-29T07:45:26.009Z] [STDOUT]     \"x-claude-code-compaction\": \"auto\",\n[2026-09-29T07:45:26.013Z] [STDOUT]     \"x-claude-code-request-class\": \"compaction\",\n[2026-09-29T07:45:26.021Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:26.027Z] [STDOUT]     \"x-client-request-id\": \"3988f95a-4e6b-48d6-9fea-238a2bec606a\",\n[2026-09-29T07:45:26.033Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:26.036Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:26.039Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:26.043Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:26.050Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:26.053Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:26.056Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:26.061Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:26.065Z] [STDOUT]   },\n[2026-09-29T07:45:26.072Z] [STDOUT] }\n[2026-09-29T07:45:26.077Z] [INFO] {\n[2026-09-29T07:45:26.077Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:26.077Z] [INFO]   \"message\": {\n[2026-09-29T07:45:26.077Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:26.077Z] [INFO]     \"id\": \"msg_011CfXMkYcYpLGdccVEn28v7\",\n[2026-09-29T07:45:26.077Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:26.077Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:26.077Z] [INFO]     \"content\": [\n[2026-09-29T07:45:26.077Z] [INFO]       {\n[2026-09-29T07:45:26.077Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:26.077Z] [INFO]         \"id\": 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history\"\n[2026-09-29T07:45:26.116Z] [INFO] }\n[2026-09-29T07:45:27.256Z] [INFO] {\n[2026-09-29T07:45:27.256Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"message\": {\n[2026-09-29T07:45:27.256Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:27.256Z] [INFO]     \"content\": [\n[2026-09-29T07:45:27.256Z] [INFO]       {\n[2026-09-29T07:45:27.256Z] [INFO]         \"tool_use_id\": \"toolu_01GMmbBV8iNwsNMPSy48kDSH\",\n[2026-09-29T07:45:27.256Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:27.256Z] [INFO]         \"content\": \"./methodology-unification/10-theory.md:40:  \u0442\u043e \u0435\u0441\u0442\u044c \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c: \u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c.\\n./methodology-unification/10-theory.md:166:| **\u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 (`G-mach`)** | \u0424\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430: \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u0435 \u0446\u0438\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 KB, \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f, \u0441\u0445\u0435\\n./2026-09-08-kb-slot-fit-facts.md:45:\u0421\u043b\u043e\u0439 `kb/processed/` \u0441\u043f\u0438\u0446\u044b \u2014 \u043c\u0430\u0448\u0438\u043d\u043d\u043e-\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0438\u0437\\n./artifact-rendering/10-theory.md:112:| `H2.2` | \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u043d\u0434\u0435\u0440 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d \u0434\u043b\u044f `tz` \u0432 \u0441\u0438\u043b\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043a \u0441\u0432\u044f\u0437\u043d\u043e\u043c\u0443 \u0442\u0435\u043a\u0441\u0442\u0443 | \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d \u0422\u0417 \u043f\u043e \u0413\u041e\u0421\u0422 34.602-2020 \u0438\u0437 \u044f\u0434\u0440\u0430 |\\n./artifact-rendering/10-theory.md:123:- `D-2.3`: \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d \u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u043e\u0431\u0440\u0430\u0437\u0430 \u0432 \u0441\u0430\u043c\u043e\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0435\\n./artifact-rendering/20-taxonomy.md:40:| `RM-1` | \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d | \u043f\u043e\u0434\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u043e\u0432 \u044f\u0434\u0440\u0430 \u0432 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 | `RN-1`, `RN-2`, `RN-3` \u2014 \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e | \u0432\u044b\u0441\u043e\u043a\u0430\u044f \u043f\u0440\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u0448\u0430\u0431\u043b\u043e\ufffd\\n./artifact-rendering/20-taxonomy.md:42:| `RM-3` | \u0433\u0438\u0431\u0440\u0438\u0434 | \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u0430\u0440\u043a\u0430\u0441 \u0438 \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0441\u043b\u043e\u0442\u044b, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u043b\u043e\u0442\u0430 | `RN-1`, `RN-2`, `RN-4` \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e; `RN-3` \u2014 \u0432\u044b\u0431\u043e\u0440\u043e\u0447\u043d\u043e | \u0441\u0440\u0435\u0434\u043d\u044f\u044f |\\n./artifact-rendering/20-taxonomy.md:93:| `TR-3` | \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f | \u0442\u0430\u0431\u043b\u0438\u0446\u0430 `\u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u2192 \u0440\u0430\u0437\u0434\u0435\u043b` | `L3`, `A6 = regulated` |\\n./artifact-rendering/50-open-research.md:26:**\u041d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442.** \u0427\u0442\u043e \u0434\u0440\u0435\u0439\u0444 \u0438\u0441\u043a\u0430\u0436\u0435\u043d\u0438\u044f \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043c. \u0427\u0442\u043e \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c\\n./artifact-rendering/50-open-research.md:100:| \u0421\u043b\u0435\u0434 \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u0438 (`TR-*`) | \u0433\u043b\u0443\u0431\u0438\u043d\u0430 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0439 \u0441\u0432\u044f\u0437\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441 \u044f\u0434\u0440\u043e\u043c |\\n./artifact-rendering/00-introduction.md:46:5. \u0420\u0435\u043d\u0434\u0435\u0440 \u0438\u043c\u0435\u0435\u0442 \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u2014 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d, \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0430 \u0438\\n./orchestration/10-theory.md:119:\u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u043e, \u043d\u043e \u043d\u0435 \u0434\u0430\u0451\u0442 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0439 \u0444\u043e\u0440\u043c\u044b \u044d\u0442\u043e\u0433\u043e \u0432\u044b\u0431\u043e\u0440\u0430; BPMN/CMMN \u0434\u0430\u044e\u0442 \u0444\u043e\u0440\u043c\u0443,\\n./orchestration/10-theory.md:121:\u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043c\u0435\u0436\u0434\u0443 \u044d\u0442\u0438\u043c\u0438 \u043a\u0440\u0430\u0439\u043d\u043e\u0441\u0442\u044f\u043c\u0438: \u0431\u0435\u0437 \u0434\u0432\u0438\u0436\u043a\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u043d\u043e \u0441\\n./orchestration/50-open-research.md:112:| \u041c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442 (`C-RK`) | \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0441 \u043e\u0441\u044f\u043c\u0438, \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430\u043c\u0438 \u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435\u043c |\",\n[2026-09-29T07:45:27.256Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:27.256Z] [INFO]       }\n[2026-09-29T07:45:27.256Z] [INFO]     ]\n[2026-09-29T07:45:27.256Z] [INFO]   },\n[2026-09-29T07:45:27.256Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"uuid\": \"570a2d85-dca7-4e56-b9f1-dbff05f77fde\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:27.250Z\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:27.256Z] [INFO] }\n[2026-09-29T07:45:27.288Z] [STDOUT] [log_c6fc6a] sending request {\n[2026-09-29T07:45:27.292Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:27.297Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:27.302Z] [STDOUT]   options: {\n[2026-09-29T07:45:27.309Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:27.316Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:27.319Z] [STDOUT]     body: {\n[2026-09-29T07:45:27.327Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:27.332Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:27.337Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:27.342Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:27.346Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:27.350Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:27.357Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:27.363Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:27.366Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:27.368Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:27.370Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:27.371Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:27.374Z] [STDOUT]     },\n[2026-09-29T07:45:27.379Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:27.384Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:27.388Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:27.391Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:27.394Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:27.396Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:27.399Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:27.402Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:27.407Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:27.411Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:27.417Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:27.421Z] [STDOUT]     },\n[2026-09-29T07:45:27.430Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:27.432Z] [STDOUT]   },\n[2026-09-29T07:45:27.436Z] [STDOUT]   headers: {\n[2026-09-29T07:45:27.439Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:27.441Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:27.444Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:27.447Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:27.449Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:27.453Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:27.459Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:27.462Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:27.471Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:27.477Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:27.481Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:27.485Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1366\",\n[2026-09-29T07:45:27.490Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:27.496Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:27.500Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:27.502Z] [STDOUT]     \"x-client-request-id\": \"1fc358a4-7c5c-4b6c-bde1-142603a9ff1c\",\n[2026-09-29T07:45:27.506Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:27.509Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:27.511Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:27.516Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:27.524Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:27.529Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:27.533Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:27.537Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:27.542Z] [STDOUT]   },\n[2026-09-29T07:45:27.546Z] [STDOUT] }\n[2026-09-29T07:45:28.055Z] [STDOUT] [log_c6fc6a, request-id: \"req_011CfXMkwbuhCEUM6SiWzG7g\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 769ms\n[2026-09-29T07:45:28.061Z] [STDOUT] [log_c6fc6a] response start {\n[2026-09-29T07:45:28.065Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:28.070Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:28.074Z] [STDOUT]   headers: {\n[2026-09-29T07:45:28.077Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:28.081Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:28.088Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:28.092Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:28.097Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:28.104Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:28.109Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:28.118Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": 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\"content\": \"---\\nstatus: draft\\nversion: 0.5\\nupdated: 2026-09-10\\ntemperature: 0.1\\n---\\n\\n# BA Requirements \u2014 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430\\n\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u0443\u0435\u0442 **\u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440** \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430: \u043a\u0430\u043a\\n\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 (`M0`),\\n\u043a\u0430\u043a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0432 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u044f\u0434\u0440\u043e (`M1`), \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f\\n\u0432 \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0431\u0435\u0437 \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u043c\u044b\u0441\u043b\u0430 (`M2`), \u043a\u0430\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u044b\u043a\u0430\u0435\u0442\u0441\u044f \u043e\u0431\u0440\u0430\u0442\u043d\u043e\u0439\\n\u0441\u0432\u044f\u0437\u044c\u044e (`M3`) \u0438 \u043a\u0430\u043a \u0432\u0441\u0451 \u044d\u0442\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u043b\u044e\u0434\u044c\u043c\u0438 \u0438 \u0430\u0433\u0435\u043d\u0442\u0430\u043c\u0438 (`M4`).\\n\u0414\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f \u0437\u0430\u0434\u0430\u043d\u0430\\n[RFC \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-08-25-rfc-ba-artifact-pipeline-rrp-roadmap.md).\\n\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u043e \u043e\u0442 [`research/mango/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/mango):\\n\u0442\u0430\u043c \u043b\u0435\u0436\u0430\u0442 \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043e\u0442\u0447\u0451\u0442\u044b \u043f\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u0434\u0430\u0447\u0430\u043c \u0441\u043f\u0438\u0446\u044b MANGO OFFICE, \u0437\u0434\u0435\u0441\u044c \u2014\\n\u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430\u044f \u0440\u0430\u043c\u043a\u0430, \u0443 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 Mango \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0434\u043d\u0438\u043c (\u043f\u0435\u0440\u0432\u044b\u043c) \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u043c.\\n\\n## \u041c\u043e\u0434\u0443\u043b\u0438\\n\\n- [`normalization/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/00-introduction.md)\\n  \u2014 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439: \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430,\\n  \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f \u0438 Mango-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438,\\n  \u0440\u0430\u043c\u043a\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u0442\u0440\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b.\\n  \u041e\u0444\u043e\u0440\u043c\u043b\u0435\u043d \u043f\u043e [Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md)\\n  (`00\u202650`).\\n- [`solution-modeling/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/00-introduction.md)\\n  \u2014 \u043c\u043e\u0434\u0443\u043b\u044c `M1`: \u044f\u0434\u0440\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439. \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b `INV-1`\u2026`INV-9`, \u043a\u043b\u0430\u0441\u0441\u044b \u043c\u043e\u0434\u0435\u043b\u0435\u0439\\n  `MO-1`\u2026`MO-12`, \u0442\u0438\u043f\u044b \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u043e\u0432 `EL-1`\u2026`EL-8`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `C-CORE` \u0438 \u0433\u0435\u0439\u0442\u044b\\n  `HG-3`/`HG-4`.\\n- [`artifact-rendering/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-rendering/00-introduction.md)\\n  \u2014 \u043c\u043e\u0434\u0443\u043b\u044c `M2`: \u0440\u0435\u043d\u0434\u0435\u0440 \u044f\u0434\u0440\u0430 \u0432 \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b. \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0440\u0435\u043d\u0434\u0435\u0440\u0430\\n  `RN-1`\u2026`RN-5`, \u043a\u043b\u0430\u0441\u0441\u044b \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 `DC-1`\u2026`DC-9`, \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u0430 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043d\u0435\u0434\u0440\u0435\u0439\u0444\u0430\\n  `ND`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `C-OUT` \u0438 \u0433\u0435\u0439\u0442\u044b `HG-5`/`HG-5.1`.\\n- [`feedback-and-evolution/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/feedback-and-evolution/00-introduction.md)\\n  \u2014 \u043c\u043e\u0434\u0443\u043b\u044c `M3`: \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n  \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0437\u0430\u043c\u044b\u043a\u0430\u043d\u0438\u044f `CL-1`\u2026`CL-6`, \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043c\u0435\u0442\u0440\u0438\u043a `MK-*`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `C-CL`\\n  \u0438 \u0433\u0435\u0439\u0442\u044b `HG-6`/`HG-7`.\\n- [`orchestration/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/00-introduction.md)\\n  \u2014 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043c\u043e\u0434\u0443\u043b\u044c `M4`: \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044f, \u0440\u043e\u043b\u0438, \u043f\u0440\u0435\u0440\u044b\u0432\u0430\u043d\u0438\u044f \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u0433\u0435\u0439\u0442\u044b.\\n  \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 `RT-1`\u2026`RT-7`, \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b `RT-A`\u2026`RT-F`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n  `C-RK`, \u0433\u0435\u0439\u0442\u044b `HG-0` \u0438 `HG-8`, \u0441\u0432\u043e\u0434\u043d\u044b\u0439 build-vs-buy \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0443.\\n- [`methodology-unification/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/00-introduction.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0430\u044f \u043e\u0441\u044c \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0411\u0410: \u0434\u0432\u0443\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u0440\u0430\u043c\u043a\u0430 \u00ab\u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2194 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\u00bb.\\n  \u0423\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 `L0` (\u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f) \u2192 `L1` (\u0418\u0422-\u0442\u0435\u043b\u0435\u043a\u043e\u043c) \u2192\\n  `L2` (\u041c\u0430\u043d\u0433\u043e) \u0441 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u0438 \u0434\u0435\u043b\u044c\u0442\u044b `D1`\u2013`D5`; \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u2014 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0439\\n  \u043d\u0430\u0432\u044b\u043a `SKILL.md` \u0441 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 `I-1`\u2026`I-7`, \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b `S0`\u2013`S7`,\\n  \u0442\u0438\u043f\u043e\u043b\u043e\u0433\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432 `G-self`/`G-mach`/`G-human`, \u0440\u0435\u0435\u0441\u0442\u0440 \u0440\u0430\u0437\u0440\u044b\u0432\u043e\u0432 `G-01`\u2026`G-15`\\n  \u0438 \u0440\u043e\u0430\u0434\u043c\u0430\u043f \u043a\u0430\u0441\u043a\u0430\u0434\u0430 `B-121`\u2026`B-135` (issue\\n  [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557)).\\n  \u041e\u0441\u044c \u043e\u0440\u0442\u043e\u0433\u043e\u043d\u0430\u043b\u044c\u043d\u0430 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0443 `M0`\u2013`M4`: \u0442\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb, \u044d\u0442\u043e\u0442 \u2014 \u00ab\u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043d\u043e\u0440\u043c\u0430\u00bb.\\n\\n- [`artifact-micro-structure/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/00-introduction.md)\\n  \u2014 \u043c\u0438\u043a\u0440\u043e-\u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0442\u043e\u0439 \u0436\u0435 \u043e\u0441\u0438: \u043a\u0430\u043a \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0431\u0430\u0437\u0438\u0441 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0434\u0435\u043b\u044c\u0442\u044b\\n  \u0441\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a **\u043e\u0434\u043d\u043e\u0439** \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u0441\u043b\u043e\u0442\u043e\u0432\\n  `S-*` \u0441 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043f\u043e\u0434\u043f\u0438\u0441\u044c\u044e, \u043a\u043b\u0430\u0441\u0441\u044b \u0444\u043e\u0440\u043c\u0430\u0442\u0430 `F-*`, \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438\\n  `V-BIZ`/`V-APPROVE`/`V-DEV` \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u043e\u0433\u043e \u044f\u0434\u0440\u0430, \u043f\u0440\u043e\u0444\u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\\n  `P-SETTINGS`/`P-NO-SETTINGS`/`P-DEVICE`/`P-API`, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0438\u044f `R-1`\u2026`R-6`,\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043d\u0430\u0432\u044b\u043a\u0430 (`OP-1`, `OP-2`), \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 `CA-1`\u2026`CA-6`, Golden Set \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 `G-mach`\\n  (`GS-1`\u2026`GS-5`), 12 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u043e\u0432 `E-1`\u2026`E-12` \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 `B-136`\u2026`B-143`\\n  (issue [#561](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561)).\\n  \u041c\u043e\u0434\u0443\u043b\u044c `methodology-unification/` \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e **\u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f**: \u043f\u043e\u043f\u0440\u0430\u0432\u043a\u0438\\n  \u043a \u043d\u0435\u043c\u0443 \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u044b \u043a\u0430\u043a `\u041f-1`\u2026`\u041f-5` \u0438 \u0437\u0430\u0432\u0435\u0434\u0435\u043d\u044b \u0437\u0430\u0434\u0430\u0447\u0435\u0439 `B-141`.\\n\\n## \u041f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438\\n\\n\u0422\u0440\u0438 \u043c\u043e\u0434\u0443\u043b\u044f \u044d\u0442\u043e\u0433\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0432 \u0441\u0440\u0435\u0434\u0435\\nGigaCode, \u0442\u043e \u0435\u0441\u0442\u044c \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0439\\n\u0440\u0430\u043c\u043a\u043e\u0439. \u041f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0443 \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n([`standards/project-structure-inheritance.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/project-structure-inheritance.md))\\n\u0438\u0445 \u0434\u043e\u043c \u2014 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/README.md)\\n(\u0437\u0430\u0434\u0430\u0447\u0430 `B-155`, issue [#573](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/573)).\\n\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u2014 \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b \u043d\u0438\u0436\u0435 \u2014 \u043e\u0441\u0442\u0430\u043b\u0430\u0441\u044c \u0437\u0434\u0435\u0441\u044c:\\n\u0441\u043d\u0438\u043c\u043e\u043a \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430 \u0438 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044e\\n\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0443.\\n\\n- [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md)\\n  \u2014 \u0441\u0438\u043d\u0442\u0435\u0437 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0439 \u0431\u0430\u0437\u044b \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 (issue\\n  [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563)):\\n  \u0434\u0435\u0432\u044f\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u0438 \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 `MM-1`\u2026`MM-4`, \u0447\u0435\u0442\u044b\u0440\u0435\\n  \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 (\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b `A-*`, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435\\n  \u043a\u043b\u0430\u0441\u0441\u044b) \u043f\u043b\u044e\u0441 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432, \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432\\n  \u0437\u0430\u043f\u0443\u0441\u043a\u0430 `stepwise`/`oneshot`/`legacy` (`DP-1`\u2026`DP-5`, ADR-013, ADR-016), \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n  \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f `LG-1`\u2026`LG-6` (ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014\\n  \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043e \u043f\u0440\u043e\u0448\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441 \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b), \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n  \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e `SKILL.md` (`SK-1`\u2026`SK-10`), \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442 (`EP-R1`\u2026`EP-R4`),\\n  Golden Set (`EP-G1`\u2026`EP-G5`), Mermaid-\u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 BCREQ \u0438 \u043f\u043b\u0430\u043d\\n  \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e MVP-\u0441\u0440\u0435\u0437\u0430 \u0441 \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438 `M-1`\u2026`M-5`. \u041c\u043e\u0434\u0443\u043b\u0438 `M0`\u2013`M4` \u0438 \u043e\u0441\u0435\u0432\u044b\u0435\\n  \u043c\u043e\u0434\u0443\u043b\u0438 **\u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f**: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u0441\u0432\u0435\u0434\u0435\u043d\u044b \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438.\\n  **\u0412\u0435\u0440\u0441\u0438\u044f 0.2** (issue [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n  \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u2014 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b `\u0421\u0438\u0441\u0442\u0435\u043c\u0430` (\u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, `SY-1`\u2026`SY-3`)\\n  \u0438 `\u0410\u043a\u0442\u043e\u0440` (\u043e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, `AC-1`\u2026`AC-3`); \u043d\u0430\u0432\u044b\u043a\\n  \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u043a\u0430\u043a \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 (`\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043d\u0430\u0432\u044b\u043a\u0438 1:N \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 1:N`,\\n  `OPS-1`\u2026`OPS-5`); \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0433\u0440\u0430\u0444 \u0441 \u0443\u0441\u043b\u043e\u0432\u043d\u044b\u043c\u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438, \u0430\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u2014 \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u043f\u043e \u043d\u0435\u043c\u0443 (`EP-R5`, `EP-R6`); \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442\\n  \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a (`GT-5`); \u0437\u0430\u044f\u0432\u043a\u0430 \u043d\u0430 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0441\u043d\u044f\u0442\u0430 \u0438\\n  \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u043e\u0439 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u0438 (`scope: mango-only`).\\n\\n- [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/00-introduction.md)\\n  \u2014 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410 \u043d\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u043c \u0431\u0430\u0437\u0438\u0441\u0435 (issue\\n  [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f `L0` (\u0448\u0435\u0441\u0442\u044c \u043e\u0431\u043b\u0430\u0441\u0442\u0435\u0439 \u0437\u043d\u0430\u043d\u0438\u0439 BABOK v3) \u2192 `L1` (\u0448\u0435\u0441\u0442\u044c \u0441\u0435\u043c\u0435\u0439\u0441\u0442\u0432\\n  \u0440\u0430\u0431\u043e\u0442) \u2192 `L2` (\u0434\u0435\u0441\u044f\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u041a\u041a \u041c\u0430\u043d\u0433\u043e `P-01`\u2026`P-10`) \u2192 `L3` (33\\n  \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430), \u0433\u0434\u0435 `L0`/`L1` **\u043d\u0430\u0441\u043b\u0435\u0434\u0443\u044e\u0442\u0441\u044f** \u0438\u0437 BABOK, \u0430 `L2`/`L3`\\n  \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u0434\u0435\u043b\u044c\u0442\u043e\u0439 \u0441 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f. \u041f\u0440\u0435\u0436\u043d\u0438\u0435 \u0434\u0435\u0432\u044f\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n  \u0434\u0435\u043f\u0440\u0435\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u2014 \u0441\u043c\u0435\u043d\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435\\n  \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 `fr-generation` \u00ab\u043e\u0442 \u0441\u044b\u0440\u043e\u0433\u043e \u0437\u0430\u043f\u0440\u043e\u0441\u0430 \u0434\u043e \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 \u0424\u0422/\u0422\u0417\u00bb\\n  \u0440\u0430\u0441\u043f\u0430\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0442\u0440\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430. \u042f\u0440\u0443\u0441\u044b \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f `G1`\u2013`G7` \u0437\u0430\u0438\u043c\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u044b \u0438\u0437\\n  [`research/ai-education/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ai-education/task-processing/00-introduction.md),\\n  \u043c\u0435\u0442\u0440\u0438\u043a\u0438 `MP-1`\u2026`MP-6`.\\n- [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md)\\n  \u2014 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0442\u043e\u0439 \u0436\u0435 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0438: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043a\u0430\u043a **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e\\n  \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441 \u0448\u0435\u0441\u0442\u0438\u043f\u043e\u043b\u0435\u0432\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c,\\n  31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 (`extract`, `transform`, `generate`, `check`,\\n  `assess`), \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u0438 `OA-1`\u2026`OA-6` (\u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u0438\u043b\u0438\\n  \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u2014 \u043f\u0440\u0438\u0437\u043d\u0430\u043a \u043d\u0430\u0432\u044b\u043a\u0430, \u0430 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438), \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0432\u0441\u0435\u0445 33\\n  \u043d\u0430\u0432\u044b\u043a\u043e\u0432 `L3` \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u044f\u0440\u0443\u0441\u044b `OG-1`\u2026`OG-5` \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 `MO-1`\u2026`MO-5`.\\n\\n## \u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438\\n\\n- [`2026-08-26-rrp-full-cycle-corpus-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md)\\n  \u2014 \u043e\u0431\u0449\u0430\u044f \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M1`\u2013`M4`: \u0437\u0430\u043c\u0435\u0440 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 `runs/` \u043d\u0430\\n  \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `ef88a9a` (57 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432). \u0412\u0441\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u043c\u043e\u0434\u0443\u043b\u044f \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043e\u0434\u0438\u043d \u0437\u0430\u043c\u0435\u0440,\\n  \u0430 \u043d\u0435 \u0432\u044b\u0434\u0432\u0438\u0433\u0430\u044e\u0442 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u043e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435.\\n- [`2026-08-25-mango-runs-empirical-snapshot.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md)\\n  \u2014 \u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f `mango_ba_prompts` \u043d\u0430 2026-08-25.\\n  \u041c\u043e\u0434\u0443\u043b\u044c \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u043d\u0438\u043c\u043e\u043a, \u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442: \u0443 \u043c\u043e\u0434\u0443\u043b\u044f \u043d\u0435\u0442 \u0435\u0434\u0438\u043d\u043e\u0439 \u0434\u0430\u0442\u044b, \u0443\\n  \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u043e\u043d\u0430 \u0435\u0441\u0442\u044c.\\n- [`2026-09-07-ecosystem-knowledge-inventory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md)\\n  \u2014 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u044f \u0438 \u0442\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043a\u0430\u0440\u0442\u0430 \u0437\u043d\u0430\u043d\u0438\u0439 \u0442\u0440\u0451\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b\\n  (368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, \u043a\u043e\u043c\u043c\u0438\u0442\u044b `c259d61` / `8cbf82a` / `96c288f`): \u0440\u0435\u0435\u0441\u0442\u0440 \u043f\u043e\\n  \u043a\u043b\u0430\u0441\u0441\u0430\u043c \u0438 \u0441\u0442\u0430\u0442\u0443\u0441\u0430\u043c, \u0433\u0440\u0430\u0444 \u0441\u0432\u044f\u0437\u0435\u0439, \u043f\u0435\u0440\u0435\u0432\u0451\u0440\u043d\u0443\u0442\u043e\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u041c\u0430\u043d\u0433\u043e \u2192 \u0425\u0430\u0431 \u0438\\n  \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043a\u0430\u043d\u0430\u043b \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0443 `clarify-engine-ai` \u2014 \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u00a75.3\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u043f\u043b\u043e\u0448\u043d\u0443\u044e \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u0443\u044e \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0443 \u0432\u0441\u0435\u0445 53 \u0435\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0449\u0443\u044e 8\\n  \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432, \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b\u0445 \u0432 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u043c\u043e\u0434\u0443\u043b\u044f\\n  `methodology-unification/`.\\n\\n- [`2026-09-08-artifact-structure-variance-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 `runs/` \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435\\n  `8cbf82a`: 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 17 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 **17 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445\\n  \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432** \u2014 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u044f, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438. \u0421\u043b\u043e\u0442\\n  \u00ab\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438\u00bb \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0441\u044f 14 \u0440\u0430\u0437 \u043f\u043e\u0434 14 \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c\u0438, \u00abUI-\u043b\u043e\u0433\u0438\u043a\u0430\u00bb \u0438 \u00ab\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438\\n  \u043f\u0440\u0438\u0451\u043c\u043a\u0438\u00bb \u2014 \u043f\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u0440\u0430\u0437\u0443 \u043d\u0430 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u043c\u043e\u0434\u0443\u043b\u044f\\n  `artifact-micro-structure/` \u0438 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0438\u043d\u0442\u0435\u0437\u0430 Golden Set.\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`: \u0440\u0435\u0436\u0438\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0432\u0445\u043e\u0434\u0438\u0442\\n  \u0432 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (13 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439, \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 1.85), \u043d\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0438 \u0442\u043e\u0433\u043e \u0436\u0435 \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u044e\u0442 \u0441\u043a\u0435\u043b\u0435\u0442 (13 \u043f\u0430\u0440, \u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 **0.077**, \u043d\u0438\\n  \u043e\u0434\u043d\u043e\u0439 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0439 \u043f\u0430\u0440\u044b), \u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e \u0440\u0435\u0436\u0438\u043c\u0443 \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435\\n  \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f (50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442). \u041f\u043e\u043a\u0440\u044b\u0442\u043e 6 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438\u0437\\n  13, \u0438\u0437 \u0434\u0435\u0432\u044f\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u043e\u0434\u0438\u043d. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u043c\u043e\u0434\u0443\u043b\u044f\\n  `ba-meta-model/` \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f ADR-013.\\n\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0432\u043b\u0438\u044f\u043d\u0438\u044f \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0432\u0443\u044e \u043d\u043e\u0440\u043c\u0443 \u043d\u0430 \u0442\u043e\u043c \u0436\u0435 \u043a\u043e\u043c\u043c\u0438\u0442\u0435\\n  `8cbf82a`: \u0438\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 **\u0434\u0435\u0441\u044f\u0442\u044c \u043d\u0435\\n  \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432**, \u0447\u0435\u0442\u044b\u0440\u0435 \u2014 \u043d\u0438 \u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445, \u043d\u0438\\n  \u0432 67 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445, \u0441\u0440\u0435\u0434\u043d\u0435\u0435 \u2014 1.04 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u043b\u044e\u0441 \u0441\u043f\u043b\u043e\u0448\u043d\u043e\u0439 \u0430\u0443\u0434\u0438\u0442\\n  \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432 \u043c\u043e\u0434\u0443\u043b\u044f `ba-meta-model/`.\\n  \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f ADR-014 \u00ab\u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u00bb.\\n\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0430\u0445 `8cbf82a` (\u0441\u043f\u0438\u0446\u0430) \u0438\\n  `15aa76f` (\u0425\u0430\u0431): `D1` \u2014 29 \u043c\u0435\u0441\u0442 \u0441\u043a\u043b\u0435\u0439\u043a\u0438 \u00ab\u0424\u0422/\u0422\u0417\u00bb \u0432 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442; `D2` \u2014 4\\n  \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430; `D3` \u2014 7 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438\u0437 13 \u0431\u0435\u0437\\n  \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430; `D4` \u2014 8 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438\u0437 13 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f; `D5` \u2014 6\\n  \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0432 \u0441\u043f\u0438\u0446\u0435 \u043f\u0440\u043e\u0442\u0438\u0432 0 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0432 \u0425\u0430\u0431\u0435; `D6` \u2014\\n  \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 `\u0421\u0438\u0441\u0442\u0435\u043c\u0430`, `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c`, `\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441`; `D7` \u2014 66 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u044b \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432; `D8` \u2014 \u043e\u0434\u043d\u043e \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0435 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f\\n  \u043f\u0440\u043e\u0442\u0438\u0432 \u0434\u0432\u0443\u0445 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u043e \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u043c\u043e\u0434\u0443\u043b\u0435\u0439\\n  `process-taxonomy/`, `operation-taxonomy/` \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f ADR-015.\\n\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md)\\n  \u2014 \u0441\u043d\u0438\u043c\u043e\u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode \u043d\u0430 GitVerse: 11 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0438\u0437\\n  11 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b, 24 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 `GC-1`\u2013`GC-24` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b. \u0421\u043d\u0438\u043c\u043e\u043a\\n  **\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u0435\u0442** \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 0.1 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e \u0442\u043e\u043c, \u0447\u0442\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0435\u0442\\n  \u0438 \u0444\u043e\u0440\u043c\u0430 `SKILL.md` \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0438: \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430\u0432\u044b\u043a\u0430 \u0437\u0430\u0434\u0430\u043d \u0441\u0440\u0435\u0434\u043e\u0439\\n  (`.agents/skills/<\u0438\u043c\u044f>/SKILL.md`, \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 `name` \u0438 `description`,\\n  \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u0438, \u0441\u0442\u0443\u043f\u0435\u043d\u0447\u0430\u0442\u0430\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430), \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439\\n  \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438, \u0430 `curl` \u0438 `wget` \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u044b \u043f\u0440\u043e\u0444\u0438\u043b\u0435\u043c \u043f\u0440\u0430\u0432. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n  \u043f\u0440\u0430\u0432\u0438\u043b `SK-0`\u2026`SK-10` \u0438 `GB-5`.\\n\\n## \u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b\\n\\n- [`exp/ba-requirements-normalization-539/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-requirements-normalization-539)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0430\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 `runs/` (issue\\n  [#539](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539)).\\n- [`exp/ba-rrp-full-cycle-545/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-rrp-full-cycle-545)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u043b\u044f \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M1`\u2013`M4` (issue\\n  [#545](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/545)).\\n- [`exp/ba-methodology-unification-557/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-methodology-unification-557)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0441\u043a\u0430\u043d\u0435\u0440 \u0442\u0440\u0451\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432: \u0440\u0435\u0435\u0441\u0442\u0440 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, \u043a\u043b\u0430\u0441\u0441\u044b,\\n  \u0441\u0442\u0430\u0442\u0443\u0441\u044b \u0438 \u0433\u0440\u0430\u0444 \u0441\u0441\u044b\u043b\u043e\u043a (issue\\n  [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557)).\\n\\n- [`exp/ba-micro-structure-561/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-micro-structure-561)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u0432\u0430\\n  \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u044d\u0442\u0430\u043b\u043e\u043d\u0430 Golden Set \u0434\u043b\u044f \u043a\u043b\u0430\u0441\u0441\u043e\u0432 `contact-center` \u0438\\n  `self-service-lk` (issue\\n  [#561](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561)).\\n\\n- [`exp/ba-meta-model-563/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-563)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432,\\n  \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0440\u0435\u0436\u0438\u043c\u0430, \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435\\n  \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0430 (issue\\n  [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563)).\\n\\n- [`exp/ba-process-taxonomy-571/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-process-taxonomy-571)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u0432\u043e\u0441\u044c\u043c\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u0441\u0435\u043c\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043a\u0435\u0439\u0441\u043e\u0432\\n  \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c\u0438 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f\u043c\u0438 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043d\u043e\u0432\u043e\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438: \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442 `20-*.md`\\n  \u043e\u0431\u043e\u0438\u0445 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043a\u0435\u0439\u0441\u0430\u043c\u0438.\\n  \u0422\u0430\u043c \u0436\u0435 \u2014 \u0441\u043d\u0438\u043c\u043e\u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u044b GigaCode: \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\\n  \u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 24 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043e\u043a, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u043e\u0440\u043c\u0430 (issue\\n  [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)).\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0412\u0441\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 \u2014 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL). \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e\\n\u0432 issue [#539](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539).\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n`40-practice-and-cases.md`, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 P2\\n([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh));\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0432 \u0441\u0430\u043c\u043e\u043c \u0444\u0430\u0439\u043b\u0435.\",\n[2026-09-29T07:45:31.265Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:31.265Z] [INFO]       }\n[2026-09-29T07:45:31.265Z] [INFO]     ]\n[2026-09-29T07:45:31.265Z] [INFO]   },\n[2026-09-29T07:45:31.265Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:31.265Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:31.265Z] [INFO]   \"uuid\": \"1b2f1e20-42e2-401a-90a9-7ebeb5ae4ebb\",\n[2026-09-29T07:45:31.265Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:31.257Z\",\n[2026-09-29T07:45:31.265Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:31.265Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:31.265Z] [INFO] }\n[2026-09-29T07:45:31.284Z] [STDOUT] [log_067c0d] sending request {\n[2026-09-29T07:45:31.290Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:31.292Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:31.295Z] [STDOUT]   options: {\n[2026-09-29T07:45:31.303Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:31.307Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:31.310Z] [STDOUT]     body: {\n[2026-09-29T07:45:31.315Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:31.318Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:31.321Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:31.325Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:31.327Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:31.330Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:31.334Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:31.338Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:31.343Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:31.347Z] [STDOUT]   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https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 870ms\n[2026-09-29T07:45:32.158Z] [STDOUT] [log_067c0d] response start {\n[2026-09-29T07:45:32.161Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:32.163Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:32.168Z] [STDOUT]   headers: {\n[2026-09-29T07:45:32.175Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:32.181Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:32.185Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:32.190Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:32.195Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:32.202Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:32.207Z] [STDOUT]   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\"no-cache\",\n[2026-09-29T07:45:32.274Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:32.281Z] [STDOUT]     \"cf-ray\": \"a4295e6a9c4629ad-FRA\",\n[2026-09-29T07:45:32.289Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:32.296Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:32.302Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:32.306Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:32.312Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:32 GMT\",\n[2026-09-29T07:45:32.318Z] [STDOUT]     \"request-id\": \"req_011CfXMmEgJxq8t6T4BygNE9\",\n[2026-09-29T07:45:32.331Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:32.340Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:32.345Z] [STDOUT]     traceresponse: \"00-715ab9f46b7f224edc7fd4d4ded237bc-7c749effdb8166ee-01\",\n[2026-09-29T07:45:32.351Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:32.355Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:32.358Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:32.361Z] [STDOUT]   },\n[2026-09-29T07:45:32.364Z] [STDOUT]   durationMs: 870,\n[2026-09-29T07:45:32.368Z] [STDOUT] }\n[2026-09-29T07:45:32.375Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:32.380Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:32 GMT\",\n[2026-09-29T07:45:32.387Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:32.391Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:32.396Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:32.404Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:32.410Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:32.415Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:32.421Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:32.436Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:32.460Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:32.467Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:32.470Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:32.475Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:32.478Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:32.484Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:32.488Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:32.492Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:32.497Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:32.502Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:32.505Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:32.511Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:32.540Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:32.544Z] [STDOUT]   \"request-id\": \"req_011CfXMmEgJxq8t6T4BygNE9\",\n[2026-09-29T07:45:32.548Z] [STDOUT]   \"traceresponse\": \"00-715ab9f46b7f224edc7fd4d4ded237bc-7c749effdb8166ee-01\",\n[2026-09-29T07:45:32.558Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:32.563Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:32.567Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:32.574Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:32.584Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:32.589Z] [STDOUT]   \"cf-ray\": \"a4295e6a9c4629ad-FRA\",\n[2026-09-29T07:45:32.595Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:32.600Z] [STDOUT] [log_067c0d] response parsed {\n[2026-09-29T07:45:32.604Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:32.608Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:32.611Z] [STDOUT]   body: X {\n[2026-09-29T07:45:32.614Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:32.618Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:32.622Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:32.627Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:32.629Z] [STDOUT]     },\n[2026-09-29T07:45:32.631Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:32.640Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:32.644Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:32.648Z] [STDOUT]   },\n[2026-09-29T07:45:32.651Z] [STDOUT]   durationMs: 872,\n[2026-09-29T07:45:32.656Z] [STDOUT] }\n[2026-09-29T07:45:32.662Z] [INFO] {\n[2026-09-29T07:45:32.662Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"message\": {\n[2026-09-29T07:45:32.662Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:32.662Z] [INFO]     \"id\": \"msg_011CfXMkiXbmzrk21KPLjzD2\",\n[2026-09-29T07:45:32.662Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:32.662Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:32.662Z] [INFO]     \"content\": [\n[2026-09-29T07:45:32.662Z] [INFO]       {\n[2026-09-29T07:45:32.662Z] [INFO]    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n(m.get('tokens_dialog_total'))]; print('tokdlg',len(T),sum(t for _,t in T))\\nTI=[n(m['tokens_input']) for r,m in a.items() if n(m.get('tokens_input'))]; print('tokin',len(TI),sum(TI))\\nTO=[n(m['tokens_output']) for r,m in a.items() if n(m.get('tokens_output'))]; print('tokout',len(TO),sum(TO))\\nD=[n(m['duration_active_s']) for r,m in a.items() if n(m.get('duration_active_s')) is not None]; print('dur',len(D),sum(D)/3600)\\nE=[n(m['episodes']) for r,m in a.items() if n(m.get('episodes')) is not None]; print('episodes',len(E),sum(E))\\nB=[n(m['ba_edits']) for r,m in a.items() if n(m.get('ba_edits')) is not None]; print('ba_edits',len(B),sum(B))\\nfor r in ['RUN-0014','RUN-0017','RUN-0019','RUN-0020','RUN-0023','RUN-0062','RUN-0063','RUN-0064','RUN-0065','RUN-0066','RUN-0067','RUN-0068','RUN-0069','RUN-0056','RUN-0057']:\\n    print(r, {k:v for k,v in a[r].items() if k not in('eval',)})\\nEOF\",\n[2026-09-29T07:45:32.662Z] [INFO]           \"description\": \"Aggregate run metrics\"\n[2026-09-29T07:45:32.662Z] [INFO]         },\n[2026-09-29T07:45:32.662Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:32.662Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:32.662Z] [INFO]         }\n[2026-09-29T07:45:32.662Z] [INFO]       }\n[2026-09-29T07:45:32.662Z] [INFO]     ],\n[2026-09-29T07:45:32.662Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:32.662Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:32.662Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:32.662Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:32.662Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:32.662Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:32.662Z] [INFO]       \"cache_creation_input_tokens\": 5442,\n[2026-09-29T07:45:32.662Z] [INFO]       \"cache_read_input_tokens\": 52692,\n[2026-09-29T07:45:32.662Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:32.662Z] [INFO]         \"ephemeral_5m_input_tokens\": 5442,\n[2026-09-29T07:45:32.662Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:32.662Z] [INFO]       },\n[2026-09-29T07:45:32.662Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:32.662Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:32.662Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:32.662Z] [INFO]     },\n[2026-09-29T07:45:32.662Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:32.662Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:32.662Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:32.662Z] [INFO]   },\n[2026-09-29T07:45:32.662Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"uuid\": \"beb9e296-3dfa-4711-b08b-86dd3fe0887d\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:32.164Z\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"request_id\": \"req_011CfXMki63pUSdZyVHuLjxe\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:32.662Z] [INFO] }\n[2026-09-29T07:45:32.671Z] [INFO] {\n[2026-09-29T07:45:32.671Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"description\": \"Running Aggregate run metrics\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:32.671Z] [INFO]     \"total_tokens\": 59044,\n[2026-09-29T07:45:32.671Z] [INFO]     \"tool_uses\": 15,\n[2026-09-29T07:45:32.671Z] [INFO]     \"duration_ms\": 69869\n[2026-09-29T07:45:32.671Z] [INFO]   },\n[2026-09-29T07:45:32.671Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"uuid\": \"cd7323b9-b07e-4029-bc9e-b1087a34641d\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:32.671Z] [INFO] }\n[2026-09-29T07:45:33.105Z] [STDOUT] [log_8d5146, request-id: \"req_011CfXMkq1X5jPENtDbb9SiR\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 7377ms\n[2026-09-29T07:45:33.118Z] [STDOUT] [log_8d5146] response start {\n[2026-09-29T07:45:33.128Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:33.134Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:33.148Z] [STDOUT]   headers: {\n[2026-09-29T07:45:33.161Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:33.179Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:33.197Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:33.203Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:33.208Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:33.219Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:33.248Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:33.254Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:33.261Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:33.263Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:33.265Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:33.268Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:33.271Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:33.278Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:33.283Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:33.286Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:33.289Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:33.294Z] [STDOUT]     \"cf-ray\": \"a4295e47efb4dbb5-FRA\",\n[2026-09-29T07:45:33.301Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:33.316Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:33.331Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:33.339Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:33.346Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:33 GMT\",\n[2026-09-29T07:45:33.361Z] [STDOUT]     \"request-id\": \"req_011CfXMkq1X5jPENtDbb9SiR\",\n[2026-09-29T07:45:33.364Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:33.367Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:33.371Z] [STDOUT]     traceresponse: \"00-3af37b4d5615a6735283271a44577933-7f8f358d6d17e826-01\",\n[2026-09-29T07:45:33.377Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:33.384Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:33.391Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:33.401Z] [STDOUT]   },\n[2026-09-29T07:45:33.407Z] [STDOUT]   durationMs: 7377,\n[2026-09-29T07:45:33.416Z] [STDOUT] }\n[2026-09-29T07:45:33.455Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:33.463Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:33 GMT\",\n[2026-09-29T07:45:33.471Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:33.476Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:33.478Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:33.483Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:33.487Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:33.491Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:33.493Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:33.499Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:33.506Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:33.509Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:33.513Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:33.516Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:33.522Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:33.528Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:33.534Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:33.542Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:33.550Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:33.557Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:33.565Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:33.572Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:33.575Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:33.580Z] [STDOUT]   \"request-id\": \"req_011CfXMkq1X5jPENtDbb9SiR\",\n[2026-09-29T07:45:33.583Z] [STDOUT]   \"traceresponse\": \"00-3af37b4d5615a6735283271a44577933-7f8f358d6d17e826-01\",\n[2026-09-29T07:45:33.586Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:33.593Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:33.598Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:33.601Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:33.609Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:33.627Z] [STDOUT]   \"cf-ray\": \"a4295e47efb4dbb5-FRA\",\n[2026-09-29T07:45:33.667Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:33.673Z] [STDOUT] [log_8d5146] response parsed {\n[2026-09-29T07:45:33.681Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:33.699Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:33.704Z] [STDOUT]   body: X {\n[2026-09-29T07:45:33.712Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:33.724Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:33.734Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:33.738Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:33.744Z] [STDOUT]     },\n[2026-09-29T07:45:33.750Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:33.759Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:33.763Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:33.766Z] [STDOUT]   },\n[2026-09-29T07:45:33.770Z] [STDOUT]   durationMs: 7379,\n[2026-09-29T07:45:33.775Z] [STDOUT] }\n[2026-09-29T07:45:34.029Z] [INFO] {\n[2026-09-29T07:45:34.029Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"message\": {\n[2026-09-29T07:45:34.029Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:34.029Z] [INFO]     \"content\": [\n[2026-09-29T07:45:34.029Z] [INFO]       {\n[2026-09-29T07:45:34.029Z] [INFO]         \"tool_use_id\": \"toolu_01LgSRmrkFAuQKtwpi5gdaeR\",\n[2026-09-29T07:45:34.029Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:34.029Z] [INFO]         \"content\": \"halluc runs 11 sum 41.0 shipped 12.0 [('RUN-0015', 2.0, 0.0), ('RUN-0016', 4.0, 3.0), ('RUN-0018', 8.0, 1.0), ('RUN-0021', 6.0, 2.0), ('RUN-0022', 2.0, 1.0), ('RUN-0024', 3.0, 1.0), ('RUN-0025', 4.0, 1.0), ('RUN-0026', 4.0, 1.0), ('RUN-0027', 3.0, 1.0), ('RUN-0028', 2.0, 1.0), ('RUN-0029', 3.0, 0.0)]\\nquality [('RUN-0015', 3.0), ('RUN-0016', 3.0), ('RUN-0018', 3.0), ('RUN-0019', 3.0), ('RUN-0021', 3.0), ('RUN-0022', 3.0), ('RUN-0025', 3.0), ('RUN-0027', 3.0), ('RUN-0028', 2.0), ('RUN-0029', 3.0)]\\nSR 19 0.6663157894736842 [('RUN-0014', 0.25), ('RUN-0015', 0.8), ('RUN-0016', 0.89), ('RUN-0018', 0.63), ('RUN-0019', 0.29), ('RUN-0021', 0.71), ('RUN-0022', 0.92), ('RUN-0024', 0.75), ('RUN-0025', 0.5), ('RUN-0026', 0.5), ('RUN-0027', 0.4), ('RUN-0028', 0.33), ('RUN-0029', 0.56), ('RUN-0055', 0.8), ('RUN-0056', 0.7), ('RUN-0057', 0.63), ('RUN-0058', 1.0), ('RUN-0059', 1.0), ('RUN-0060', 1.0)]\\ntokdlg 33 62120233.0\\ntokin 35 60422659.0\\ntokout 38 1955533.0\\ndur 41 103.48305555555555\\nepisodes 42 1095.0\\nba_edits 10 53.0\\nRUN-0014 {'measured': True, 'source': 'runs/2026/RUN-0014/inputs/chat-export-1075.json', 'started_at': '2026-07-24T07:31:06Z', 'finished_at': '2026-07-24T08:06:20Z', 'duration_seconds': 2114, 'tokens.input': [REDACTED], 'tokens.output': [REDACTED], 'tokens.total': [REDACTED], 'tokens.reasoning': [REDACTED], 'tokens.cached': [REDACTED], 'iterations': 4, 'steps_planned': 4, 'steps_completed': 1, 'success_rate': 0.25, 'eval.verdict': 'works-with-edits', 'eval.quality': 2, 'eval.target_artifact': 'not-produced', 'eval.defects': 5, 'eval.factual_distortions': 1}\\nRUN-0017 {'turns': 56, 'user_turns': 28, 'assistant_turns': 28, 'episodes': 11, 'duration_s': 10960, 'duration_h': 3.04, 'window_utc': '2026-07-24T08:38:55Z \u2014 2026-07-24T11:41:35Z', 'input_tokens': 2431466, 'output_tokens': 104934, 'reasoning_tokens': 72891, 'total_tokens': 2536400, 'max_context_tokens': 197064}\\nRUN-0019 {'episodes': 7, 'episodes_accepted_as_is': 2, 'success_rate': 0.29, 'iterations': 17, 'ba_edits': 10, 'quality': 3, 'verdict': 'works-with-edits', 'output_tokens': 27219, 'reasoning_tokens': 10941, 'input_tokens_max_per_call': [REDACTED], 'input_tokens_sum': [REDACTED], 'duration_active_minutes': 54, 'duration_calendar_days': 12.8, 'sessions': 5}\\nRUN-0020 {'turns': 78, 'user_turns': 39, 'assistant_turns': 39, 'episodes': 14, 'duration_s': 334006, 'duration_h': 92.78, 'window_utc': '2026-07-10T13:21:21Z \u2014 2026-07-14T10:08:07Z', 'input_tokens': 15519645, 'output_tokens': 130426, 'reasoning_tokens': 72079, 'total_tokens': 15650071, 'max_context_tokens': 523249, 'token_method': 'pro\u2026ns)'}\\nRUN-0023 {'turns': 6, 'user_turns': 3, 'assistant_turns': 3, 'episodes': 3, 'duration_s': 573, 'duration_h': 0.16, 'window_utc': '2026-05-25T10:25:26Z \u2014 2026-05-25T10:34:59Z', 'input_tokens': 15304, 'output_tokens': 4355, 'reasoning_tokens': 1977, 'total_tokens': 19659, 'token_method': 'pro\u2026ns)'}\\nRUN-0062 {'source_workbooks': 3, 'source_rows': 87}\\nRUN-0063 {'upper_level_requirements': 6, 'use_cases': 3, 'expert_gates': 6}\\nRUN-0064 {'classified_errors': 8, 'functional_requirements': 3, 'acceptance_scenarios': 12}\\nRUN-0065 {'source_workbooks': 1, 'source_rows': 409, 'worksheet_extent': 414, 'sla_rows': 41}\\nRUN-0066 {'source_workbooks': 1, 'source_rows': 409, 'worksheet_extent': 414, 'assessed_requirements': 386, 'verdicts_yes': 338, 'verdicts_partial': 34, 'verdicts_no': 14, 'verdicts_empty': 0, 'atomic_citations': 702}\\nRUN-0067 {'audit_findings_applied': 9, 'functional_requirements': 2, 'removed_current_functionality_requirements': 5, 'acceptance_criteria': 14, 'open_questions': 9}\\nRUN-0068 {'source_images': 7, 'source_rows': 22, 'assessed_requirements': 22, 'verdicts_yes': 3, 'verdicts_partial': 7, 'verdicts_no': 11, 'verdicts_empty': 1, 'atomic_citations': 20, 'template_v4_matches_over_90': 0}\\nRUN-0069 {'source_pages': 3, 'source_rows': 59, 'assessed_requirements': 59, 'verdicts_yes': 20, 'verdicts_partial': 15, 'verdicts_no': 14, 'verdicts_empty': 10, 'atomic_citations': 51, 'template_v4_matches_over_90': 0, 'template_v4_max_similarity': 0.638}\\nRUN-0056 {'verdict': 'works-with-edits', 'success_rate': 0.7, 'success_rate_basis': '\u0414\u043e\u043b\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0424\u0422 (\u0424\u0422-01\u2026\u0424\u0422-10), \u0434\u043b\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0443\u0434\u0430\u043b\u043e\u0441\u044c \u0432\u044b\u043d\u0435\u0441\u0442\u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u0441 \u043e\u043f\u043e\u0440\u043e\u0439 \u043d\u0430 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0443\u044e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e hh.ru \u0438 \u0411\u0417 Mango: 7 \u0438\u0437 10 \u043e\u0446\u0435\u043d\u0435\u043d\u044b \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e, 3 (\u0424\u0422-04, \u0424\u0422-06, \u0424\u0422-10) \u043e\u0446\u0435\u043d\u0435\u043d\u044b \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0438\u0437-\u0437\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 OpenAPI-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 hh.ru \u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u00ab\u0427\u0430\u0442\u044b\u00bb \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 hh.ru.', 'sources_studied': 15, 'hh_api_docs_read': 12, 'kb_sections_read': 6, 'requirements_assessed': 10, 'critical_gaps': 7, 'token_method': '[REDACTED]', 'duration_active_s': 10800, 'measured': False}\\nRUN-0057 {'verdict': 'works-with-edits', 'success_rate': 0.63, 'success_rate_basis': '\u0414\u043e\u043b\u044f \u0441\u0442\u0440\u043e\u043a-\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0422\u0417, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0443\u0434\u0430\u043b\u043e\u0441\u044c \u0432\u044b\u043d\u0435\u0441\u0442\u0438 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u043e\u0431 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0441 \u043e\u043f\u043e\u0440\u043e\u0439 \u043d\u0430 SSOT (\u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u04231, \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e\u0435 \u04231\u0447 \u043b\u0438\u0431\u043e \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u043c\u043e\u0434\u0443\u043b\u0435\u043c \u0420\u0435\u0447\u0435\u0432\u043e\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0438 \u04233): 64 \u0438\u0437 101. \u041f\u043e \u043e\u0441\u0442\u0430\u0432\u0448\u0438\u043c\u0441\u044f 37 \u0441\u0442\u0440\u043e\u043a\u0430\u043c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0432 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u0445 \u043d\u0435\u0442 \u2014 \u043a\u0430\u0436\u0434\u0430\u044f \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u0430 \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c \u26a0\ufe0f \u0438 \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u0430 \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0432\u0435\u043d\u0434\u043e\u0440\u0443 \u0438\u043b\u0438 spike-\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443.', 'requirements_form_rows': 106, 'requirements_group_headers': 5, 'requirements_assessed': 101, 'kb_sections_read': 22, 'coverage_l1': 31, 'coverage_l1_partial': 29, 'coverage_l2_twin': 0, 'coverage_l3_sa': 4, 'coverage_none': 37, 'discrepancies_with_vendor_answers': 11, 'vendor_questions': 16, 'pilot_spikes': 7, 'token_method': '[REDACTED]', 'duration_active_s': 14400, 'measured': False}\",\n[2026-09-29T07:45:34.029Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:34.029Z] [INFO]       }\n[2026-09-29T07:45:34.029Z] [INFO]     ]\n[2026-09-29T07:45:34.029Z] [INFO]   },\n[2026-09-29T07:45:34.029Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"uuid\": \"010ffd55-90b8-4f7b-bde0-f515c898abff\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:34.021Z\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:34.029Z] [INFO] }\n[2026-09-29T07:45:34.055Z] [STDOUT] [log_5e93bf] sending request {\n[2026-09-29T07:45:34.058Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:34.060Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:34.065Z] [STDOUT]   options: {\n[2026-09-29T07:45:34.071Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:34.074Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:34.076Z] [STDOUT]     body: {\n[2026-09-29T07:45:34.078Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:34.081Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:34.085Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:34.087Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:34.089Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:34.094Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:34.096Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:34.100Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:34.102Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:34.105Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:34.109Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:34.111Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:34.114Z] [STDOUT]     },\n[2026-09-29T07:45:34.117Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:34.122Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:34.125Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:34.133Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:34.137Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:34.141Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:34.151Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:34.164Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:34.169Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:34.172Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:34.175Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:34.180Z] [STDOUT]     },\n[2026-09-29T07:45:34.188Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:34.194Z] [STDOUT]   },\n[2026-09-29T07:45:34.199Z] [STDOUT]   headers: {\n[2026-09-29T07:45:34.206Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:34.211Z] [STDOUT]     \"anthropic-beta\": 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(external, sdk-cli)\",\n[2026-09-29T07:45:34.248Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:34.251Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:34.254Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:34.258Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1841\",\n[2026-09-29T07:45:34.269Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:34.277Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:34.282Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:34.286Z] [STDOUT]     \"x-client-request-id\": \"3f22dd08-fa4c-42f0-b94b-52292310252b\",\n[2026-09-29T07:45:34.293Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:34.297Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:34.301Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:34.306Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:34.311Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:34.317Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:34.321Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:34.326Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:34.331Z] [STDOUT]   },\n[2026-09-29T07:45:34.333Z] [STDOUT] }\n[2026-09-29T07:45:34.340Z] [INFO] {\n[2026-09-29T07:45:34.340Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"message\": {\n[2026-09-29T07:45:34.340Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:34.340Z] [INFO]     \"id\": \"msg_011CfXMmFCpfZJRVCKR58pCg\",\n[2026-09-29T07:45:34.340Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:34.340Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:34.340Z] [INFO]     \"content\": [\n[2026-09-29T07:45:34.340Z] [INFO]       {\n[2026-09-29T07:45:34.340Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:34.340Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:34.340Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:34.340Z] [INFO]     ],\n[2026-09-29T07:45:34.340Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:34.340Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:34.340Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:34.340Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:34.340Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:34.340Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:34.340Z] [INFO]       \"cache_creation_input_tokens\": 8233,\n[2026-09-29T07:45:34.340Z] [INFO]       \"cache_read_input_tokens\": 49556,\n[2026-09-29T07:45:34.340Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:34.340Z] [INFO]         \"ephemeral_5m_input_tokens\": 8233,\n[2026-09-29T07:45:34.340Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:34.340Z] [INFO]       },\n[2026-09-29T07:45:34.340Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:45:34.340Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:34.340Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:34.340Z] [INFO]     },\n[2026-09-29T07:45:34.340Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:34.340Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:34.340Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:34.340Z] [INFO]   },\n[2026-09-29T07:45:34.340Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"uuid\": \"38b35c56-475b-488b-afb7-fb722aadb1dd\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:34.163Z\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"request_id\": \"req_011CfXMmEgJxq8t6T4BygNE9\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:34.340Z] [INFO] }\n[2026-09-29T07:45:34.894Z] [STDOUT] [log_5e93bf, request-id: \"req_011CfXMmSZCPKKn8EQKRJ3cY\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 839ms\n[2026-09-29T07:45:34.897Z] [STDOUT] [log_5e93bf] response start {\n[2026-09-29T07:45:34.900Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:34.908Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:34.911Z] [STDOUT]   headers: {\n[2026-09-29T07:45:34.914Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:34.919Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:34.923Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:34.925Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:34.932Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": 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   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:34.979Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:34.982Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:34.986Z] [STDOUT]     \"cf-ray\": \"a4295e7bdf234d8b-FRA\",\n[2026-09-29T07:45:34.990Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:34.993Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:34.996Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:35.002Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:35.006Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:34 GMT\",\n[2026-09-29T07:45:35.010Z] [STDOUT]     \"request-id\": \"req_011CfXMmSZCPKKn8EQKRJ3cY\",\n[2026-09-29T07:45:35.013Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:35.020Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; 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\"tool_result\",\n[2026-09-29T07:45:36.464Z] [INFO]         \"content\": \"  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561\\\"\\n---\\n\\n# \u0421\u043d\u0438\u043c\u043e\u043a \u0432\u0445\u043e\u0434\u043e\u0432 BA Meta-Model \u043d\u0430 2026-09-08\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 **\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435** \u0442\u043e\u0433\u043e, \u0438\u0437 \u0447\u0435\u0433\u043e \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n> \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0440\u0435\u0436\u0438\u043c\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\\n> \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432. \u0418\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u044f \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u2014 \u0432 \u043c\u043e\u0434\u0443\u043b\u0435\\n> [`projects/ba-ai-process/ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md)\\n> \u0438 \u0432\\n> [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md).\\n> \u0421\u043d\u0438\u043c\u043e\u043a \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u043c\u043e\u0434\u0443\u043b\u044f, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043a\u043e\u0440\u043f\u0443\u0441 \u0440\u0430\u0441\u0442\u0451\u0442: \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u043c \u043a\u043e\u043c\u043c\u0438\u0442\u0435 \u0447\u0438\u0441\u043b\u0430\\n> \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438.\\n\\n**\u041a\u043e\u0440\u043f\u0443\u0441.** [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82aa73129ec5747af07f790aaf438b0fb6e9`: 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `runs/`,\\n24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 `prompts/` (\u0430\u0440\u0445\u0438\u0432 `prompts/archive/` \u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0435 \u0444\u0430\u0439\u043b\u044b\\n`*.executable.md` \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b).\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c.**\\n[`exp/ba-meta-model-563/measure-meta-model-inputs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/measure-meta-model-inputs.py),\\n\u0441\u044b\u0440\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n[`meta-model-inputs.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/meta-model-inputs.json),\\n\u043b\u043e\u0433 \u2014\\n[`measure-meta-model-inputs.log`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/measure-meta-model-inputs.log).\\n\\n## 1. \u0420\u0435\u0436\u0438\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0432\u0441\u0442\u0440\u043e\u0435\u043d \u0432 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u0430\\n\\n\u0418\u043c\u044f \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `<\u043f\u0440\u0435\u0434\u043c\u0435\u0442>-<\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f>-<\u0440\u0435\u0436\u0438\u043c>`. \u0420\u0430\u0437\u0431\u043e\u0440\\n\u0443\u0434\u0430\u043b\u0441\u044f \u0434\u043b\u044f \u0432\u0441\u0435\u0445 24 \u0444\u0430\u0439\u043b\u043e\u0432: **\u0440\u0435\u0436\u0438\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\u044e \u0438\u043c\u0435\u043d\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430**, \u0430 \u043d\u0435 \u0435\u0433\u043e\\n\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u043c.\\n\\n| \u0420\u0435\u0436\u0438\u043c | \u041f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 |\\n| --- | --- |\\n| `stepwise` | 10 |\\n| `oneshot` | 9 |\\n| `legacy` | 5 |\\n| **\u0418\u0442\u043e\u0433\u043e** | **24** |\\n\\n\u0420\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 (\u043f\u0430\u0440\u0430 \u00ab\u043f\u0440\u0435\u0434\u043c\u0435\u0442 + \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u00bb) \u2014 **13**. \u041a\u0440\u0430\u0442\u043d\u043e\u0441\u0442\u044c\\n\u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f: **1.85 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c**. \u0423 **9 \u0438\u0437 13** \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u0435\u0441\u0442\u044c\\n\u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0435\u0436\u0438\u043c\u043d\u043e\u0433\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n## 2. \u0420\u0435\u0436\u0438\u043c\u043d\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043e\u0434\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u043d\u0435 \u0438\u043c\u0435\u044e\u0442 \u043e\u0431\u0449\u0435\u0433\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u0430\\n\\n\u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0430\u0440\u044b \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438\u0441\u044c \u043f\u043e\u0434\u043f\u0438\u0441\u0438 \u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 (\u043f\u043e\u0434\u043f\u0438\u0441\u044c \u043e\u0433\u0440\u0443\u0431\u043b\u0435\u043d\u0430 \u0434\u043e \u0447\u0430\u0441\u0442\u0438 \u0441\u0442\u0440\u043e\u043a\u0438 \u0434\u043e \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u0434\u0432\u043e\u0435\u0442\u043e\u0447\u0438\u044f).\\n\\n| \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0430\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 | 13 |\\n| \u0421\u0440\u0435\u0434\u043d\u0438\u0439 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u0416\u0430\u043a\u043a\u0430\u0440\u0430 \u043f\u043e \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 | **0.077** |\\n| \u041f\u0430\u0440 \u0441 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0449\u0438\u043c \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e\u043c \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 | **0** |\\n| \u041f\u0430\u0440 \u0441 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0449\u0438\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 | **0** |\\n| \u041c\u0430\u043a\u0441\u0438\u043c\u0443\u043c \u043f\u043e \u043f\u0430\u0440\u0430\u043c | 0.4 (`fr-validation`, `oneshot` \u2194 `stepwise`) |\\n| \u041e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u0451\u043c\u043e\u0432 \u0432 \u043f\u0430\u0440\u0435 | \u043e\u0442 1.22 \u0434\u043e 3.30 |\\n\\n\u0412\u043e\u0441\u0435\u043c\u044c \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0430\u0440 \u0434\u0430\u043b\u0438 \u0416\u0430\u043a\u043a\u0430\u0440 `0.0` \u2014 \u043e\u0431\u0449\u0438\u0445 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043d\u0435\u0442 \u0432\u043e\u0432\u0441\u0435.\\n\\n## 3. \u041c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e \u0440\u0435\u0436\u0438\u043c\u0430\u043c \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0432\u0437\u044f\u0442\u044b \u0438\u0437 `related_artifacts` \u0432 `metadata.yaml`.\\n\\n| \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0441\u0435\u0433\u043e | 67 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442 | **50** |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `stepwise`-\u043f\u0440\u043e\u043c\u043f\u0442 | 14 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `oneshot`-\u043f\u0440\u043e\u043c\u043f\u0442 | 3 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `legacy`-\u043f\u0440\u043e\u043c\u043f\u0442 | 3 |\\n| \u0410\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u043d\u0438 \u0440\u0430\u0437\u0443 \u043d\u0435 \u0443\u043f\u043e\u043c\u044f\u043d\u0443\u0442\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438 | **11 \u0438\u0437 24** |\\n\\n## 4. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043f\u043e\u043a\u0440\u044b\u0442 \u043d\u0430\u043f\u043e\u043b\u043e\u0432\u0438\u043d\u0443\\n\\n\u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e 13 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439. \u041f\u0440\u043e\u043c\u043f\u0442\u044b \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u044e\u0442 **6**: `documentation`, `ingestion`,\\n`modeling`, `solution_design`, `understanding`, `validation`.\\n\\n\u0411\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 **7**: `governance`, `impact_analysis`, `quality`,\\n`release_readiness`, `research`, `reverse_requirements`, `risk_analysis`.\\n\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, \u0443\u043f\u043e\u0442\u0440\u0435\u0431\u043b\u0451\u043d\u043d\u044b\u0445 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u043d\u0435\u0442: \u0438\u043c\u0435\u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u044e\u0442.\\n\\n## 5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n\\n\u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u0412 \u043f\u043e\u043b\u0435 `process:` \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0441\u044f **\u043e\u0434\u0438\u043d**\\n\u0438\u0437 \u043d\u0438\u0445 \u2014 `fr-generation`. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 **65** \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u043f\u043e\u043b\u044f \u043b\u0435\u0436\u0430\u0442 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f: \u044d\u0442\u043e\\n\u043c\u0435\u0442\u043a\u0438 \u0437\u0430\u0434\u0430\u0447 (`task-930-amocrm-comment-and-tag-fields`), \u0430 \u043d\u0435 \u0438\u043c\u0435\u043d\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432.\\n\\n| \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e | 9 |\\n| \u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u0432\u0441\u0442\u0440\u0435\u0447\u0435\u043d\u043d\u044b\u0445 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 | 1 |\\n| \u041c\u0435\u0442\u043e\u043a `process:` \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f | 65 |\\n\\n## 6. \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442\\n\\n| \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0449\u0438\u0445 \u0434\u043e\u043c\u0435\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 | **5 \u0438\u0437 67** |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0433\u0434\u0435 \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d | 1 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0433\u0434\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 | 66 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437 \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u0432 | 0 |\\n\\n## 7. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\\n\\n- **\u0420\u0430\u0437\u0431\u043e\u0440 \u0438\u043c\u0435\u043d\u0438, \u0430 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f.** \u0420\u0435\u0436\u0438\u043c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c \u0444\u0430\u0439\u043b\u0430.\\n  \u041f\u0440\u043e\u043c\u043f\u0442, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0440\u0435\u0436\u0438\u043c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432\u043d\u0443\u0442\u0440\u0438 \u0442\u0435\u043a\u0441\u0442\u0430, \u0430 \u0432 \u0438\u043c\u0435\u043d\u0438 \u043d\u0435\u0442, \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435\u043c \u043d\u0435\\n  \u0443\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u2014 \u0442\u0430\u043a\u0438\u0445 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u043d\u0435\u0442, \u043d\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0441\u043e\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044f \u043e\u0431 \u0438\u043c\u0435\u043d\u0430\u0445.\\n- **\u0421\u043a\u0435\u043b\u0435\u0442 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u0442\u0440\u043e\u043a\u0438.** \u041f\u0440\u043e\u043c\u043f\u0442, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439\\n  \u043c\u0430\u0440\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0441\u043f\u0438\u0441\u043a\u043e\u043c \u0438\u043b\u0438 \u0436\u0438\u0440\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c, \u0431\u0443\u0434\u0435\u0442 \u0438\u0437\u043c\u0435\u0440\u0435\u043d \u043a\u0430\u043a \u043c\u0430\u043b\u043e\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u0439.\\n  \u042d\u0442\u043e **\u0437\u0430\u043d\u0438\u0436\u0430\u0435\u0442** \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432, \u0430 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442 \u0435\u0433\u043e.\\n- **\u0421\u0441\u044b\u043b\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0444\u0430\u043a\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.** \u041f\u0440\u043e\u0433\u043e\u043d \u043c\u043e\u0433\\n  \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442 \u0438 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0435\u0433\u043e. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u00a73 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n  **\u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438** \u0440\u0435\u0436\u0438\u043c\u0430, \u0430 \u043d\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0435\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f.\\n- **\u041b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u043e\u043c\u0435\u043d\u043e\u0432 \u043d\u0435\u0440\u0430\u0437\u0434\u0435\u043b\u044f\u044e\u0449\u0438\u0435.** 66 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442\\n  \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c \u0432 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d. \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u0430 \u0440\u043e\u0432\u043d\u043e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0432\u044b\u0432\u043e\u0434\u0430 \u2014\\n  \u00ab\u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f\u00bb \u2014 \u0438 \u043d\u0435\u043f\u0440\u0438\u0433\u043e\u0434\u043d\u0430 \u0434\u043b\u044f \u0434\u043e\u043b\u0435\u0439 \u043f\u043e \u0434\u043e\u043c\u0435\u043d\u0430\u043c.\\n- **\u041e\u0434\u043d\u0430 \u0441\u043f\u0438\u0446\u0430.** \u0412\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u044b \u043d\u0430 `mango_ba_prompts`. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430\\n  \u0434\u0440\u0443\u0433\u0438\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u044b\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0437\u0434\u0435\u0441\u044c \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\",\n[2026-09-29T07:45:36.464Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:36.464Z] [INFO]       }\n[2026-09-29T07:45:36.464Z] [INFO]     ]\n[2026-09-29T07:45:36.464Z] [INFO]   },\n[2026-09-29T07:45:36.464Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:36.464Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:36.464Z] [INFO]   \"uuid\": \"68816f84-1d0f-4be7-bff2-a743c6bf6d93\",\n[2026-09-29T07:45:36.464Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:36.459Z\",\n[2026-09-29T07:45:36.464Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:36.464Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:36.464Z] [INFO] }\n[2026-09-29T07:45:36.544Z] [INFO] {\n[2026-09-29T07:45:36.544Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:36.544Z] [INFO]   \"message\": {\n[2026-09-29T07:45:36.544Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:36.544Z] [INFO]     \"id\": \"msg_011CfXMmSwWSnrofxzTzF4kJ\",\n[2026-09-29T07:45:36.544Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:36.544Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:36.544Z] [INFO]     \"content\": [\n[2026-09-29T07:45:36.544Z] [INFO]       {\n[2026-09-29T07:45:36.544Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:36.544Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:36.544Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:36.544Z] [INFO]     ],\n[2026-09-29T07:45:36.544Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:36.544Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:36.544Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:36.544Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:36.544Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:36.544Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:36.544Z] [INFO]       \"cache_creation_input_tokens\": 4204,\n[2026-09-29T07:45:36.544Z] [INFO]       \"cache_read_input_tokens\": 58134,\n[2026-09-29T07:45:36.544Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:36.544Z] [INFO]         \"ephemeral_5m_input_tokens\": 4204,\n[2026-09-29T07:45:36.544Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:36.544Z] [INFO]       },\n[2026-09-29T07:45:36.544Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:36.544Z] [INFO]       \"service_tier\": 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{\n[2026-09-29T07:45:37.867Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:37.867Z] [INFO]     \"content\": [\n[2026-09-29T07:45:37.867Z] [INFO]       {\n[2026-09-29T07:45:37.867Z] [INFO]         \"tool_use_id\": \"toolu_01Jua3mnU63KzPrYvv7GpavD\",\n[2026-09-29T07:45:37.867Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:37.867Z] [INFO]         \"content\": \"---\\n\\n# \u0412\u043b\u0438\u044f\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0432\u0443\u044e \u043d\u043e\u0440\u043c\u0443: \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 2026-09-09\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u041a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043a PR\\n> [#564](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/564) \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n> **\u044f\u0432\u043d\u043e\u0433\u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430**, \u0437\u0430\u0449\u0438\u0449\u0430\u044e\u0449\u0435\u0433\u043e \u043d\u043e\u0432\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 `SKILL.md` \u043e\u0442\\n> \u0434\u0438\u043a\u0442\u0430\u0442\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432. \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0442\u0435\u043a\u0441\u0442\u043e\u043c:\\n> \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c, \u043d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043f\u0443\u0441 \u0432\u043e\u043e\u0431\u0449\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u0435\u043d \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439\\n> \u043d\u043e\u0440\u043c\u044b \u0438 \u043d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0443\u0436\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e\u0442 \u043d\u0435\u0433\u043e \u0437\u0430\u0432\u0438\u0441\u044f\u0442. \u042d\u0442\u043e\u0442 \u043e\u0442\u0447\u0451\u0442 \u2014\\n> \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u2014 \u0432\\n> [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md).\\n\\n**\u041a\u043e\u0440\u043f\u0443\u0441.** [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82aa73129ec5747af07f790aaf438b0fb6e9` \u2014 \u0442\u043e\u0442 \u0436\u0435, \u0447\u0442\u043e \u0443\\n[\u0441\u043d\u0438\u043c\u043a\u0430 \u0432\u0445\u043e\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md):\\n24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u0430, 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c.**\\n[`exp/ba-meta-model-563/measure-legacy-normative-influence.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/measure-legacy-normative-influence.py),\\n\u0441\u044b\u0440\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n[`legacy-normative-influence.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/legacy-normative-influence.json),\\n\u043b\u043e\u0433 \u2014\\n[`measure-legacy-normative-influence.log`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/measure-legacy-normative-influence.log).\\n\\n## 1. \u0414\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0442\u0438\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442\u0435, \u0430 \u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e\\n\u0448\u0438\u0440\u043e\u043a\u0438\u0435 (RU + EN, \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u043e\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u043c\u0435\u0449\u0435\u043d\u0430 **\u0432 \u0441\u0442\u043e\u0440\u043e\u043d\u0443\\n\u0437\u0430\u0432\u044b\u0448\u0435\u043d\u0438\u044f** \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430.\\n\\n| \u041a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f | \u0427\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 | \u041f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438\u0437 24 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 |\\n| --- | --- | --- | --- |\\n| `MM-1` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u0448\u0430\u0433 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 | **0** | 1 |\\n| `MM-3` \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430: \u0432\u0445\u043e\u0434, \u0430\u043a\u0442\u043e\u0440, \u0433\u0435\u0439\u0442\u044b | **0** | 8 |\\n| `MM-4` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 | **0** | **0** |\\n| `OPS-2` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0432\u044b\u0445\u043e\u0434\u044b | **0** | **0** |\\n| `Contract` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | **0** | **0** |\\n| `T-1` \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c | \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 | **0** | **0** |\\n| `G-self` \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u0434\u043e \u0432\u044b\u0434\u0430\u0447\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 | **0** | 7 |\\n| `G-mach` \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u043e \u0441\u0445\u0435\u043c\u0435 | **0** | 9 |\\n| `G-human` \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 | \u0442\u043e\u0447\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | **0** | 7 |\\n| `SK-4` \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f | **0** | 1 |\\n| `EP-G1` \u044d\u0442\u0430\u043b\u043e\u043d (Golden Set) | \u044d\u0442\u0430\u043b\u043e\u043d \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 | 1 | 15 |\\n| `SK-5` \u0432\u0435\u0440\u0441\u0438\u044f \u0432\u043e frontmatter | \u0432\u0435\u0440\u0441\u0438\u044f \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0432 \u0438\u043c\u0435\u043d\u0438 | 24 | 67 |\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0444\u0430\u043a\u0442.** \u0418\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 **\u0434\u0435\u0441\u044f\u0442\u044c\\n\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432**, \u0447\u0435\u0442\u044b\u0440\u0435 \u2014 \u043d\u0438 \u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445,\\n\u043d\u0438 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445. \u0421\u0440\u0435\u0434\u043d\u0435\u0435 \u0447\u0438\u0441\u043b\u043e \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442 \u2014 **1.04** \u043f\u0440\u0438 \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c\u0435 2,\\n\u0438 \u044d\u0442\u0430 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435\u0433\u0434\u0430 `version:` \u0432\u043e frontmatter, \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u043e\u0435 \u043f\u043e\u043b\u0435, \u0430\\n\u043d\u0435 \u043f\u0440\u043e\u0435\u043a\u0442 \u043d\u043e\u0440\u043c\u044b.\\n\\n## 2. \u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442\\n\\n1. **\u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e, \u0430 \u043f\u043e\\n   \u0441\u043e\u0441\u0442\u0430\u0432\u0443.** \u0412\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u043d\u0435\u0433\u043e `MM-1`\u2026`MM-4`, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u0438 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\u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u0441\u0438\u043d\u0442\u0435\u0437\u0430 | \u043d\u043e\u0440\u043c\u0430 \u0425\u0430\u0431\u0430 |\\n| \u0414\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 `DP-1`\u2026`DP-4` | ADR-013 | \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 **\u043f\u0440\u0435\u0434\u043c\u0435\u0442** \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0435\u0433\u043e \u043e\u0431\u0440\u0430\u0437\u0435\u0446 | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0438 |\\n\\n\u0411\u043b\u043e\u043a\u0430, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0431\u044b\u043b\u0430 \u0431\u044b \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u0430\u0443\u0434\u0438\u0442 \u043d\u0435\\n\u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b. \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u0437\u0430\u0438\u043c\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u044f \u0438\u0437 \u0441\u043f\u0438\u0446\u044b \u2014 **\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439**\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0439, \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0435\u0451 `docs/` \u0438 `standards/`, \u0430 \u043d\u0435 \u0438\u0437 `prompts/` \u0438\\n`runs/`; \u043f\u0440\u0430\u0432\u0438\u043b\u043e `T-4` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0438\u043c\u0435\u043d\u043d\u043e \u0442\u0430\u043a\u043e\u0433\u043e \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0435\u0433\u043e \u044f\u0432\u043d\u043e.\\n\\n## 4. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\\n\\n- \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 **\u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u0430\u0440\u043a\u0435\u0440\u0430**, \u0430 \u043d\u0435 \u0441\u043c\u044b\u0441\u043b\u0430: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u043e\u0433 \u0431\u044b\\n  \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443, \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u044f \u0435\u0451. \u0417\u0430\u043c\u0435\u0440 \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n  **\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439** \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0430\u0432\u0442\u043e\u0440\u0430.\\n- \u0428\u0438\u0440\u043e\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0437\u0430\u0432\u044b\u0448\u0430\u044e\u0442 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435: \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043d\u0435 \u0432\u044b\u0448\u0435\\n  \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e, \u0438 \u0432\u044b\u0432\u043e\u0434 \u00a71 \u043e\u0442 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043e\u0448\u0438\u0431\u043a\u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442.\\n- \u0410\u0443\u0434\u0438\u0442 \u00a73 \u2014 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u044b\u0439, \u0430 \u043d\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439: \u043e\u043d \u0447\u0438\u0442\u0430\u0435\u0442 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0431\u043b\u043e\u043a\u0438 \u0438 \u0438\u0445\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438. \u0415\u0433\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u0437\u0430\u043c\u0435\u043d\u0430 (\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043b\u044f `derived_from` \u0432\\n  \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445) \u0437\u0430\u0432\u0435\u0434\u0435\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0435\u0439 `B-153`.\\n- \u0427\u0438\u0441\u043b\u0430 \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a\u043e\u043c\u043c\u0438\u0442\u043e\u043c `8cbf82a`. \u041d\u0430 \u0434\u0440\u0443\u0433\u043e\u043c \u043a\u043e\u043c\u043c\u0438\u0442\u0435 \u043e\u043d\u0438 \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438.\",\n[2026-09-29T07:45:37.867Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:37.867Z] [INFO]       }\n[2026-09-29T07:45:37.867Z] [INFO]     ]\n[2026-09-29T07:45:37.867Z] [INFO]   },\n[2026-09-29T07:45:37.867Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:37.867Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:37.867Z] [INFO]   \"uuid\": \"f6a970ce-2dea-48cc-8ec4-5214f9e3bd41\",\n[2026-09-29T07:45:37.867Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:37.860Z\",\n[2026-09-29T07:45:37.867Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:37.867Z] [INFO]   \"task_description\": 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docs/rfc-hub-integration.md\\n  docs/rfc/2026-08-task-taxonomy.md\\n  docs/rfc/knowledge-transfer-to-hub/README.md\\n  docs/rfc/knowledge-transfer-to-hub/ba-ontology.md\\n  docs/rfc/knowledge-transfer-to-hub/bcreq-process.md\\n  docs/rfc/knowledge-transfer-to-hub/operations-taxonomy.md\\n  docs/rfc/knowledge-transfer-to-hub/pages-ux.md\\n  docs/rfc/prompt-improvement-bcreq-1025-proposal.md\\n  docs/rfc/prompt-improvement-multichannel-proposal.md\\n  docs/rfc/rfc-process.md\\n  docs/rfc/rfc-register.md\\n  docs/rfc/rfc-to-hub-001-knowledge-transfer.md\\n  docs/rfc/rfc-to-hub-002-prompt-debugging-process.md\\n  docs/screenshots/issue-335-password-gate.png\\n  docs/screenshots/issue-335-report-diagram.png\\n  docs/screenshots/issue-335-report-unlocked.png\\n  docs/screenshots/issue-335-reports-index.png\\n  docs/screenshots/issue-74-pages-desktop.png\\n  docs/screenshots/issue-74-pages-mobile.png\\n  docs/screenshots/issue-86-mango-widget-local.png\\n  docs/screenshots/issue-91-cascade.png\\n  docs/screenshots/issue-91-checks.png\\n  docs/screenshots/issue-91-full.png\\n  docs/screenshots/issue-91-mobile-filters.png\\n  docs/screenshots/issue-92-prompt-cards.png\\n  docs/screenshots/issue-97-process-tree-collapsed.png\\n  docs/screenshots/issue-97-process-tree-expanded.png\\n  docs/screenshots/issue-97-spa-processes-page.png\\n  docs/screenshots/issue-99-catalog-dark.png\\n  docs/screenshots/issue-99-catalog.png\\n  docs/screenshots/issue-99-dashboard.png\\n  docs/screenshots/issue-99-patterns.png\\n  docs/screenshots/issue-99-process-modal.png\\n  docs/superpowers/plans/2026-08-31-issue-339-followup.md\\n  docs/superpowers/plans/2026-08-31-issue-343-run-0063.md\\n  docs/task-for-konard-template.md\\n  docs/taxonomy.md\\n  kb/.gitkeep\\n  kb/README.md\\n  kb/STRUCTURE_REVIEW.md\\n  kb/USAGE.md\\n  kb/fragments/README.md\\n  kb/practices/source-backed-analysis.md\\n  kb/processed/README.md\\n  kb/sources/README.md\\n  kb/sources/Rolevaya-model-vats/.gitkeep\\n  kb/sources/Rolevaya-model-vats/meta.json\\n  kb/sources/contact-center-manual/source.md\\n  kb/sources/cov-robot-fil/meta.json\\n  kb/sources/integration-bitrix24/.gitkeep\\n  kb/sources/integration-bitrix24/meta.json\\n  kb/sources/integration-bpmsoft/.gitkeep\\n  kb/sources/integration-bpmsoft/meta.json\\n  kb/sources/integration_1c/.gitkeep\\n  kb/sources/integration_1c/meta.json\\n  kb/sources/integration_amocrm/.gitkeep\\n  kb/sources/integration_amocrm/meta.json\\n  kb/sources/lk-vats-sso/.gitkeep\\n  kb/sources/lk-vats-sso/meta.json\\n  kb/sources/mango-cc-manual/.gitkeep\\n  kb/sources/mango-cc-manual/meta.json\\n  kb/sources/mango-lk-manual/.gitkeep\\n  kb/sources/mango-lk-manual/meta.json\\n  kb/sources/mdialogi-api/.gitkeep\\n  kb/sources/mdialogi-api/meta.json\\n  kb/sources/mtalker/.gitkeep\\n  kb/sources/mtalker/meta.json\\n  kb/sources/quality-managment/.gitkeep\\n  kb/sources/quality-managment/meta.json\\n  kb/sources/sip-trunk/.gitkeep\\n  kb/sources/sip-trunk/meta.json\\n  kb/sources/speech-analytics/.gitkeep\\n  kb/sources/speech-analytics/meta.json\\n  kb/sources/vpbx-api/.gitkeep\\n  kb/sources/vpbx-api/meta.json\\n  kb/sources/wallboard/.gitkeep\\n  kb/sources/wallboard/meta.json\\n  kb/sources/web-links/README.md\\n  patterns/README.md\\n  patterns/asr-ingestion/README.md\\n  patterns/asr-ingestion/examples/basic-example.md\\n  patterns/fr-generation/README.md\\n  patterns/fr-generation/examples/basic-example.md\\n  patterns/fr-validation/README.md\\n  patterns/fr-validation/examples/basic-example.md\\n  patterns/glossary-context-generation/README.md\\n  patterns/glossary-context-generation/examples/basic-example.md\\n  patterns/meeting-summary-generation/README.md\\n  patterns/meeting-summary-generation/examples/basic-example.md\\n  patterns/usecase-generation/README.md\\n  patterns/usecase-generation/examples/basic-example.md\\n  patterns/user-story-generation/README.md\\n  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standards/GLOSSARY.md\\n  standards/README.md\\n  standards/analysis-standard.md\\n  standards/artifact-naming-standard.md\\n  standards/ba-ontology.executable.md\\n  standards/ba-ontology.md\\n  standards/bcreq-process-standard.md\\n  standards/cascading-context-loading-standard.md\\n  standards/evals-contract-standard.md\\n  standards/experiment-log-standard.md\\n  standards/industry-standards-standard.md\\n  standards/kb-standard.md\\n  standards/pages-ux-standard.md\\n  standards/pattern-standard.md\\n  standards/product-classification-contract.md\\n  standards/prompt-debugging-process.md\\n  standards/prompt-standard.md\\n  standards/research-standard.md\\n  standards/runs-contract-standard.md\\n  standards/team-directory.md\",\n[2026-09-29T07:45:38.700Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:38.700Z] [INFO]       }\n[2026-09-29T07:45:38.700Z] [INFO]     ]\n[2026-09-29T07:45:38.700Z] [INFO]   },\n[2026-09-29T07:45:38.700Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:38.700Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:38.700Z] [INFO]   \"uuid\": \"49ed7a14-6e50-4ce2-a60f-d8a2a298bb6c\",\n[2026-09-29T07:45:38.700Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:38.695Z\",\n[2026-09-29T07:45:38.700Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:38.700Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:38.700Z] [INFO] }\n[2026-09-29T07:45:38.734Z] [STDOUT] [log_6e34dc] sending request {\n[2026-09-29T07:45:38.737Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:38.739Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:38.741Z] [STDOUT]   options: {\n[2026-09-29T07:45:38.743Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:38.744Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:38.746Z] [STDOUT]     body: {\n[2026-09-29T07:45:38.748Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:38.750Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:38.751Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:38.753Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:38.755Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:38.756Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:38.758Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:38.762Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:38.766Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:38.775Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:38.779Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:38.786Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:38.787Z] [STDOUT]     },\n[2026-09-29T07:45:38.790Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:38.797Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:38.803Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:38.806Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:38.809Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:38.812Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:38.817Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:38.819Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:38.821Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:38.824Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:38.826Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:38.827Z] [STDOUT]     },\n[2026-09-29T07:45:38.831Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:38.840Z] [STDOUT]   },\n[2026-09-29T07:45:38.845Z] [STDOUT]   headers: {\n[2026-09-29T07:45:38.847Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:38.851Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:38.857Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:38.864Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:38.867Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:38.871Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:38.875Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:38.877Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:38.881Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:38.884Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:38.886Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:38.896Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1601\",\n[2026-09-29T07:45:38.904Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:38.908Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:38.913Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:38.918Z] [STDOUT]     \"x-client-request-id\": \"1cde119d-fdd9-4b79-9f2c-b37c57b23e5d\",\n[2026-09-29T07:45:38.922Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:38.929Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:38.932Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:38.937Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:38.941Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:38.947Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:38.960Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:38.966Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:38.971Z] [STDOUT]   },\n[2026-09-29T07:45:38.976Z] [STDOUT] }\n[2026-09-29T07:45:39.203Z] [INFO] {\n[2026-09-29T07:45:39.203Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"message\": {\n[2026-09-29T07:45:39.203Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:39.203Z] [INFO]     \"content\": [\n[2026-09-29T07:45:39.203Z] [INFO]       {\n[2026-09-29T07:45:39.203Z] [INFO]         \"tool_use_id\": \"toolu_01SvHg7wa9kR3RVtdhZfKWmF\",\n[2026-09-29T07:45:39.203Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:39.203Z] [INFO]         \"content\": \"> \u0410\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e \u0434\u043b\u044f \u0437\u0430\u043c\u0435\u0440\u0430 2026-09-08 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0443\u0442\u0438 \u0438 \u0441\u0441\u044b\u043b\u043a\u0438\\n> \u043d\u0438\u0436\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u043b\u043e\u043a\u0430\u0442\u043e\u0440\u044b \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430; KB \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0430 \u0432\\n> [`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb).\\n> \u0421\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0444\u0430\u0439\u043b\u044b \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0432 [\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u043c \u0441\u043d\u0438\u043c\u043a\u0435 runtime](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/ed42b3cd0eed2774c9b080232ca00484d9a4f7cd/docs/kb)\\n> \u043f\u043e \u0442\u0435\u043c \u0436\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0443\u0442\u044f\u043c.\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442. \u0426\u0438\u0444\u0440\u044b \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u044b \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a` \u0441\u043f\u0438\u0446\u044b\\n[`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts) \u0438 \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u043c\\n\u043a\u043e\u043c\u043c\u0438\u0442\u0435 \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438.\\n\\n\u0417\u0430\u043c\u0435\u0440 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u043f\u0443\u043d\u043a\u0442 3 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044f \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043a PR\\n[#562](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/562):\\n\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0441\u043b\u043e\u0442\u043e\u0432 `S-*` \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043d\u0435 \u0442\u0435\u043e\u0440\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u0442\u0440\u043e\u0439\u043d\u044b\u043c, \u0430\\n\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e-\u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u043c \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0437\u043d\u0430\u043d\u0438\u0439 \u0438\u0437 \u0411\u0417 \u0434\u043b\u044f \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u043e\u0431\u044f\u0437\u0430\u043d\u043e\\n\u043b\u043e\u0436\u0438\u0442\u044c\u0441\u044f \u0432 \u043e\u0434\u0438\u043d \u0441\u043a\u0435\u043b\u0435\u0442 \u0438 \u043d\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u0442\u044c \u00ab\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e\u00bb \u0441\u043b\u043e\u0442\u0430 \u043f\u043e\u0434 \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442.\\n\\n\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c:\\n[`probe-kb-slot-fit.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/probe-kb-slot-fit.py),\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442:\\n[`kb-slot-fit.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/kb-slot-fit.json),\\n\u043f\u0440\u043e\u0433\u043e\u043d:\\n[`probe-kb-slot-fit.log`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/probe-kb-slot-fit.log).\\n\\n## 1. \u0427\u0442\u043e \u0438 \u043d\u0430 \u0447\u0451\u043c \u0438\u0437\u043c\u0435\u0440\u044f\u043b\u043e\u0441\u044c\\n\\n\u0421\u043b\u043e\u0439 `kb/processed/` \u0441\u043f\u0438\u0446\u044b \u2014 \u043c\u0430\u0448\u0438\u043d\u043d\u043e-\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0438\u0437\\n\u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432; \u0441\u0430\u043c \u043a\u043e\u0440\u043f\u0443\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u043a\u0430\u0440\u0442\u0443 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 `index.md` \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c\\n([`kb/processed/README.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/README.md)).\\n\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442 \u044d\u0442\u0443 \u043a\u0430\u0440\u0442\u0443 \u0438 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u044b\u0439 \u0440\u0430\u0437\u0434\u0435\u043b \u0432 \u0441\u043b\u043e\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e\\n\u0441\u043b\u043e\u0432\u0430\u0440\u044f `S-*`\\n([\u00a72 `20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/20-taxonomy.md)).\\n\\n\u0412\u044b\u0431\u043e\u0440\u043a\u0430 \u2014 \u043f\u044f\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0411\u0417, \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u043c \u043a\u043b\u0430\u0441\u0441\u0430\u043c \u0438 \u043f\u0440\u043e\u0444\u0438\u043b\u044f\u043c\\n**\u0434\u043e** \u0437\u0430\u043c\u0435\u0440\u0430. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u2014 \u043d\u0435 \u043c\u0435\u043d\u0435\u0435 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u043e\u043a; \u0432\u0437\u044f\u0442\u043e \u043f\u044f\u0442\u044c,\\n\u0447\u0442\u043e\u0431\u044b \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043f\u0440\u043e\u0444\u0438\u043b\u0435\u0439 \u0438\u043c\u0435\u043b \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442, \u0430 \u043f\u0440\u043e\u0444\u0438\u043b\u044c\\n`P-SETTINGS` \u2014 \u0442\u0440\u0438, \u0442\u043e \u0435\u0441\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n\\n| \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0411\u0417 | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | \u041f\u0440\u043e\u0444\u0438\u043b\u044c | \u0420\u0430\u0437\u0434\u0435\u043b\u043e\u0432 |\\n| --- | --- | --- | --- |\\n| [`mango-cc-manual`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/mango-cc-manual/index.md) | `contact-center` | `P-SETTINGS` | 139 |\\n| [`mango-lk-manual`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/mango-lk-manual/index.md) | `self-service-lk` | `P-SETTINGS` | 351 |\\n| [`vpbx-api`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/vpbx-api/index.md) | `voice-ucaas` | `P-API` | 255 |\\n| [`sip-trunk`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/sip-trunk/index.md) | `voice-ucaas` | `P-DEVICE` | 39 |\\n| [`speech-analytics/user-guide`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/speech-analytics/user-guide/index.md) | `analytics-reporting` | `P-SETTINGS` | 76 |\\n\\n\u0412\u0441\u0435\u0433\u043e 860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432.\\n\\n## 2. \u041f\u043e\u043a\u0440\u044b\u0442\u0438\u0435: \u043f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b \u043b\u0438 \u043a\u043e\u0440\u043f\u0443\u0441 \u0441\u043b\u043e\u0442\u0430 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u0420\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432\u0441\u0435\u0433\u043e | 860 |\\n| \u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u043d\u043e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c | 457 (53.1 %) |\\n| \u041e\u0442\u043e\u0448\u043b\u043e \u0441\u043b\u043e\u0442\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e `S-SCOPE` | 403 (46.9 %) |\\n| \u041f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u043e\u0441\u044c \u0441\u043b\u043e\u0442\u043e\u0432 **\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f** | **0** |\\n\\n\u0421\u043b\u043e\u0442 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u2014 \u043d\u0435 \u0437\u0430\u0433\u043b\u0443\u0448\u043a\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f, \u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u0440\u0430\u0437\u0434\u0435\u043b \u0411\u0417 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u0442\u043e \u0435\u0441\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435, \u0430 \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u2014 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 `S-SCOPE`. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u043e\u0436\u043d\u043e \u0431\u044b\u043b\u043e\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044c \u0447\u0442\u0435\u043d\u0438\u0435\u043c, \u0430 \u043d\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c \u043d\u0430 \u0441\u043b\u043e\u0432\u043e, \u0432\u0441\u0435 403 \u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u044b\u0445 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\\n\u0432\u044b\u043f\u0438\u0441\u0430\u043d\u044b \u0432 \u043f\u043e\u043b\u0435 `default_slot_titles` \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. \u0418\u0445 \u0440\u0430\u0437\u0431\u043e\u0440:\\n\\n| \u0413\u0440\u0443\u043f\u043f\u0430 \u043e\u0441\u0442\u0430\u0442\u043a\u0430 | \u041f\u0440\u0438\u043c\u0435\u0440\u044b \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432 | \u041a\u0443\u0434\u0430 \u043b\u043e\u0436\u0438\u0442\u0441\u044f | \u041d\u0443\u0436\u0435\u043d \u043d\u043e\u0432\u044b\u0439 \u0441\u043b\u043e\u0442? |\\n| --- | --- | --- | --- |\\n| \u041e\u0431\u044a\u0435\u043a\u0442\u044b \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 | \u00ab\u041e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f\u00bb, \u00ab\u0421\u0434\u0435\u043b\u043a\u0438\u00bb, \u00ab\u0412\u043e\u0440\u043e\u043d\u043a\u0430 \u043f\u0440\u043e\u0434\u0430\u0436\u00bb, \u00ab\u0424\u0438\u043d\u0430\u043d\u0441\u044b\u00bb, \u00ab\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b\u00bb | \u0444\u0430\u043a\u0442 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f, `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u041c\u0435\u0442\u043e\u0434\u044b \u0438 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f API | \u00ab\u0418\u043d\u0438\u0446\u0438\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u044b\u0437\u043e\u0432\u0430 \u043e\u0442 \u0438\u043c\u0435\u043d\u0438 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430\u00bb, \u00ab\u0423\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043e \u043d\u0430\u0436\u0430\u0442\u0438\u044f\u0445 DTMF \u043a\u043b\u0430\u0432\u0438\u0448\u00bb | `S-INTEGRATION`, \u0435\u0441\u043b\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0445 \u043c\u0435\u043d\u044f\u0435\u0442; \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u041e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433 \u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 | \u00ab\u0411\u043b\u043e\u043a 3. \u0417\u0432\u043e\u043d\u043a\u0438\u00bb, \u00ab\u0428\u0430\u0433\u0438 \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430\u00bb, \u00ab\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f\u00bb | `S-SCOPE`; \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `S-SCENARIO` | \u043d\u0435\u0442 |\\n| \u0422\u0430\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0438 \u043e\u043f\u043b\u0430\u0442\u0430 | \u00ab\u041f\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0441\u0447\u0435\u0442\u00bb, \u00ab\u0411\u0430\u043d\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u00bb, \u00ab\u0420\u0435\u043a\u0432\u0438\u0437\u0438\u0442\u044b\u00bb | `S-LIMITS` \u043f\u0440\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0438, \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f | \u00ab1.\u00bb, \u00ab2.\u00bb, \u00ab3.1.\u00bb \u0432 `sip-trunk` | \u0448\u0443\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0430 PDF, \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b | \u043d\u0435\u0442 |\\n\\n\u041d\u0438 \u043e\u0434\u043d\u0430 \u0433\u0440\u0443\u043f\u043f\u0430 \u043d\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u0430 \u0437\u0430\u0432\u0435\u0441\u0442\u0438 \u0441\u043b\u043e\u0442, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u0442 \u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u0435 \u0438\u0437 14\\n\u0441\u043b\u043e\u0442\u043e\u0432. \u042d\u0442\u043e \u043e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u043d\u0435 \u043f\u0440\u0438\u0434\u0451\u0442\u0441\u044f \u043b\u0438 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043b\u043e\u0442 \u043f\u043e\u0434\\n\u043a\u0430\u0436\u0434\u044b\u0439 \u0447\u0438\u0445\u00bb: \u043d\u0430 860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c.\\n\\n\u0427\u0435\u0441\u0442\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430: \u0434\u043e\u043b\u044f 46.9 % \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e **\u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430** \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442\\n\u0441\u043b\u043e\u0442 \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u0432 \u043f\u043e\u043b\u043e\u0432\u0438\u043d\u0435 \u0441\u043b\u0443\u0447\u0430\u0435\u0432. \u042d\u0442\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043e\u0431 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u0435, \u0430 \u043d\u0435 \u043e\\n\u0441\u043b\u043e\u0432\u0430\u0440\u0435: \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u00ab\u0421\u0434\u0435\u043b\u043a\u0438\u00bb \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430 \u0441\u043b\u043e\u0442\u0430, \u043d\u043e \u0435\u0433\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014\\n\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e \u0444\u0430\u043a\u0442 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f. \u0418\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u043f\u043e \u0442\u0435\u043b\u0443 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u0434\u0430\u043b\u043e \u0431\u044b \u0431\u043e\u043b\u0435\u0435\\n\u0432\u044b\u0441\u043e\u043a\u0443\u044e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u043e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0437\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u043c\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\\n## 3. \u041f\u0440\u043e\u0444\u0438\u043b\u0438: \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u0442\u0438\u0432 \u0437\u0430\u043c\u0435\u0440\u0430\\n\\n\u0414\u043e\u043b\u044f \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043b\u043e\u0442\u0430 \u0432 \u0411\u0417 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u044b:\\n\\n| \u0421\u043b\u043e\u0442 | `mango-cc-manual` `P-SETTINGS` | `mango-lk-manual` `P-SETTINGS` | `speech-analytics` `P-SETTINGS` | `vpbx-api` `P-API` | `sip-trunk` `P-DEVICE` |\\n| --- | ---: | ---: | ---: | ---: | ---: |\\n| `S-GLOSSARY` | 0.7 | 0.9 | 3.9 | 1.2 | 5.1 |\\n| `S-SCOPE` | 43.9 | 41.0 | 46.1 | 58.8 | 33.3 |\\n| `S-FR` | 16.5 | 16.0 | 14.5 | 15.3 | 12.8 |\\n| `S-SETTINGS` | 18.0 | 10.5 | 14.5 | **2.0** | 10.3 |\\n| `S-UI` | 13.7 | 12.3 | 3.9 | **0.4** | **0.0** |\\n| `S-SCENARIO` | 2.2 | 3.4 | 3.9 | 1.2 | 2.6 |\\n| `S-NFR` | 1.4 | 1.1 | \u2014 | \u2014 | \u2014 |\\n| `S-LIMITS` | 2.9 | 4.8 | 1.3 | 2.0 | 2.6 |\\n| `S-INTEGRATION` | 0.7 | 10.0 | 11.8 | **19.2** | **33.3** |\\n\\n### 3.1. \u041f\u043e\u0440\u044f\u0434\u043a\u043e\u0432\u044b\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u2014 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0438\u0441\u044c \u0432\u0441\u0435 \u043f\u044f\u0442\u044c\\n\\n\u041f\u043e\u0440\u044f\u0434\u043a\u043e\u0432\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u043c\u0435\u0436\u0434\u0443 \u0441\u043e\u0431\u043e\u0439 \u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442\\n\u0432\u044b\u0431\u043e\u0440\u0430 \u043f\u043e\u0440\u043e\u0433\u0430; \u043e\u0434\u043d\u0430 \u043f\u0430\u0440\u0430-\u043a\u043e\u043d\u0442\u0440\u043f\u0440\u0438\u043c\u0435\u0440 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u0435\u0442 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c. \u041a\u0430\u0436\u0434\u043e\u0435\\n\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u043d\u0430 \u0432\u0441\u0435\u0445 \u0442\u0440\u0451\u0445 \u043f\u0430\u0440\u0430\u0445 \u00ab\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u0441\u043b\u0435\u0432\u0430 \u00d7 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 `P-SETTINGS`\u00bb.\\n\\n| \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 |\\n| --- | --- |\\n| \u0434\u043e\u043b\u044f `S-UI` \u0443 `P-API` \u043d\u0438\u0436\u0435, \u0447\u0435\u043c \u0443 `P-SETTINGS` | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e\u0441\u044c, 3 \u043f\u0430\u0440\u044b \u0438\u0437 3 |\\n| \u0434\u043e\u043b\u044f `S-UI` \u0443 `P-DEVICE` \u043d\u0438\u0436\u0435, \u0447\u0435\u043c \u0443 `P-SETTINGS` | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e\u0441\u044c, 3 \u0438\u0437 3 |\\n| \u0434\u043e\u043b\u044f `S-INTEGRATION` \u0443 `P-API` \u0432\u044b\u0448\u0435, \u0447\u0435\u043c \u0443 `P-SETTINGS` | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e\u0441\u044c, 3 \u0438\u0437 3 |\\n| \u0434\u043e\u043b\u044f `S-INTEGRATION` \u0443 `P-DEVICE` \u0432\u044b\u0448\u0435, \u0447\u0435\u043c \u0443 `P-SETTINGS` | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e\u0441\u044c, 3 \u0438\u0437 3 |\\n| \u0434\u043e\u043b\u044f `S-SETTINGS` \u0443 `P-API` \u043d\u0438\u0436\u0435, \u0447\u0435\u043c \u0443 `P-SETTINGS` | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e\u0441\u044c, 3 \u0438\u0437 3 |\\n\\n\u041f\u0440\u043e\u0444\u0438\u043b\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0439 \u0434\u043e \u0437\u0430\u043c\u0435\u0440\u0430 \u043f\u043e \u0442\u0430\u0431\u043b\u0438\u0446\u0435\\n[\u00a76 `20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/20-taxonomy.md),\\n\u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0442\u043e\u0432 \u0432 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u043c \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u2014 \u0432 \u0411\u0417,\\n\u0430 \u043d\u0435 \u0432 `runs/`, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0441\u0442\u0440\u043e\u0438\u043b\u0441\u044f \u0441\u043b\u043e\u0432\u0430\u0440\u044c. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f\\n\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e-\u043f\u0440\u0438\u0433\u043e\u0434\u043d\u043e\u0441\u0442\u044c: \u043f\u0440\u0430\u0432\u0438\u043b\u043e `R-3` (\u00ab\u043f\u0440\u043e\u0444\u0438\u043b\u044c \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u043b\u043e\u0442\u0430,\\n\u0430 \u043d\u0435 \u0441\u043e\u0441\u0442\u0430\u0432\u043e\u043c \u0441\u043a\u0435\u043b\u0435\u0442\u0430\u00bb) \u0438\u043c\u0435\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435, \u0438 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f.\\n\\n### 3.2. \u0414\u0432\u0430 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u0438\u044f **\u043d\u0435** \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0438\u0441\u044c\\n\\n\u041f\u043e\u0440\u043e\u0433\u043e\u0432\u044b\u0435 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0432\u0430\u043b\u0438\u0441\u044c \u0434\u043e \u0437\u0430\u043c\u0435\u0440\u0430 \u0438 \u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0432 \u043a\u043e\u0434\u0435 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c.\\n\\n| \u041f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u0438\u0435 | \u0417\u0430\u043c\u0435\u0440 | \u0412\u044b\u0432\u043e\u0434 |\\n| --- | --- | --- |\\n| `S-INTEGRATION` \u0443 `P-API` \u2265 30 % | 19.2 % | \u043f\u043e\u0440\u043e\u0433 \u0437\u0430\u0432\u044b\u0448\u0435\u043d: \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0432 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0435 \u043c\u0435\u0442\u043e\u0434\u0430 API \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 (\u00ab\u041e\u0442\u043f\u0440\u0430\u0432\u043a\u0430 SMS\u00bb, \u00ab\u041f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432\u044b\u0437\u043e\u0432\u0430\u00bb), \u043e\u043d\u0430 \u0432 \u0442\u0435\u043b\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 |\\n| `S-UI` \u0443 `P-SETTINGS` \u2265 10 % | 3.9 % \u0443 `speech-analytics` | `analytics-reporting` \u0432\u0435\u0434\u0451\u0442 \u0441\u0435\u0431\u044f \u0431\u043b\u0438\u0436\u0435 \u043a `P-NO-SETTINGS`: \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0435\u0441\u0442\u044c, \u043d\u043e \u043e\u043f\u0438\u0441\u0430\u043d \u043a\u0430\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0439 \u044d\u043a\u0440\u0430\u043d |\\n\\n\u0412\u0442\u043e\u0440\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u044f\u043c\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b: **\u0441\u0442\u0440\u043e\u043a\u0430\\n`analytics \u2192 P-NO-SETTINGS` / `ai-automation \u2192 P-SETTINGS` \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435 \u043f\u0440\u043e\u0444\u0438\u043b\u0435\u0439\\n\u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043c\u0435\u0440\u043e\u043c** \u0438 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u043c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f\\n\u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 (\u0437\u0430\u0434\u0430\u0447\u0430 `B-143`). \u041f\u0435\u0440\u0432\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u2014 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044f\\n\u043f\u043e \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0443, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u0438 \u043d\u0430 \u043f\u043e\u0440\u044f\u0434\u043a\u043e\u0432\u044b\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u043d\u0435 \u0432\u043b\u0438\u044f\u0435\u0442.\\n\\n## 4. \u0427\u0442\u043e \u044d\u0442\u043e\u0442 \u0437\u0430\u043c\u0435\u0440 \u043d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\\n\\n1. **\u041d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f.** \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0440\u0430\u0437\u0434\u0435\u043b \u0411\u0417 \u0438\u043c\u0435\u0435\u0442\\n   \u0441\u043b\u043e\u0442-\u0430\u0434\u0440\u0435\u0441\u0430\u0442, \u0430 \u043d\u0435 \u0447\u0442\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u0442\u0441\u044f \u0432\\n   \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\n2. **\u041d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u041c\u0430\u043d\u0433\u043e.** \u041f\u044f\u0442\u044c\\n   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438\u0437 \u0448\u0435\u0441\u0442\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0432 `kb/processed/`; \u0434\u043e\u043c\u0435\u043d\u044b `hardware` \u0438 `security`\\n   \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438 \u0411\u0417 \u043d\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0438 \u043f\u043e\u043a\u0440\u044b\u0442\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438\\n   \u044d\u0442\u0430\u043b\u043e\u043d\u0430\u043c\u0438.\\n3. **\u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0438 \u043f\u043e \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0443.** \u0420\u0430\u0437\u0434\u0435\u043b \u0441\u043e \u0441\u043c\u0435\u0448\u0430\u043d\u043d\u044b\u043c\\n   \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435\u043c \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043e\u0434\u0438\u043d \u0441\u043b\u043e\u0442 \u043f\u043e \u043f\u0435\u0440\u0432\u043e\u043c\u0443 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u0432\u0448\u0435\u043c\u0443 \u043f\u0440\u0430\u0432\u0438\u043b\u0443, \u043f\u043e\u044d\u0442\u043e\u043c\u0443\\n   \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435\u043c \u0437\u0430\u043d\u0438\u0436\u0430\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f.\\n4. **`sip-trunk` \u043c\u0430\u043b** \u2014 39 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u0438\u0437 \u043d\u0438\u0445 13 \u0448\u0443\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u043e\\n   `P-DEVICE` \u043e\u043f\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u043d\u0430 26 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u0442\u0440\u043e\u043a \u0438 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435\u043c, \u0430\\n   \u043d\u0435 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u043e\u0439.\",\n[2026-09-29T07:45:39.203Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:39.203Z] [INFO]       }\n[2026-09-29T07:45:39.203Z] [INFO]     ]\n[2026-09-29T07:45:39.203Z] [INFO]   },\n[2026-09-29T07:45:39.203Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"uuid\": \"7a1c78b4-83e4-41e2-bf0b-c155340f946a\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:39.188Z\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:39.203Z] [INFO] }\n[2026-09-29T07:45:39.257Z] [STDOUT] [log_e53b6a] sending request {\n[2026-09-29T07:45:39.260Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:39.262Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:39.265Z] [STDOUT]   options: {\n[2026-09-29T07:45:39.267Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:39.275Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:39.282Z] [STDOUT]     body: {\n[2026-09-29T07:45:39.291Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:39.295Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:39.298Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:39.299Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:39.302Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:39.307Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:39.311Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:39.313Z] [STDOUT]       context_management: [Object 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\"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:39.482Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:39.486Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:39.491Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:39.495Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:39.499Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:39.506Z] [STDOUT]   },\n[2026-09-29T07:45:39.513Z] [STDOUT] }\n[2026-09-29T07:45:39.730Z] [STDOUT] [log_6e34dc, request-id: \"req_011CfXMmnbCXWPzBFuaeDPSk\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 998ms\n[2026-09-29T07:45:39.744Z] [STDOUT] [log_6e34dc] response start {\n[2026-09-29T07:45:39.754Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:39.760Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:39.766Z] [STDOUT]   headers: {\n[2026-09-29T07:45:39.769Z] [STDOUT] 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response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:39.971Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:39 GMT\",\n[2026-09-29T07:45:39.976Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:39.985Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:39.999Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:40.004Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:40.010Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:40.020Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:40.030Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:40.043Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:40.054Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:40.062Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:40.066Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:40.071Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:40.084Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:40.095Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:40.101Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:40.132Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.153Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:40.157Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:40.163Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:40.167Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:40.174Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.180Z] [STDOUT]   \"request-id\": \"req_011CfXMmnbCXWPzBFuaeDPSk\",\n[2026-09-29T07:45:40.198Z] [STDOUT]   \"traceresponse\": \"00-121ed43b81aca1cfe8e35bd148697231-7aa8675903d92937-01\",\n[2026-09-29T07:45:40.209Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:40.216Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:40.221Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:40.226Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:40.236Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:40.243Z] [STDOUT]   \"cf-ray\": \"a4295e991e554d8b-FRA\",\n[2026-09-29T07:45:40.247Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:40.251Z] [STDOUT] [log_6e34dc] response parsed {\n[2026-09-29T07:45:40.256Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:40.261Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:40.267Z] [STDOUT]   body: X {\n[2026-09-29T07:45:40.270Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:40.280Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:40.283Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:40.293Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:40.296Z] [STDOUT]     },\n[2026-09-29T07:45:40.299Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:40.305Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:40.308Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:40.320Z] [STDOUT]   },\n[2026-09-29T07:45:40.329Z] [STDOUT]   durationMs: 999,\n[2026-09-29T07:45:40.334Z] [STDOUT] }\n[2026-09-29T07:45:40.337Z] [STDOUT] [log_e53b6a, request-id: \"req_011CfXMmpmfQBnHj9di3Ht5P\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 948ms\n[2026-09-29T07:45:40.342Z] [STDOUT] [log_e53b6a] response start {\n[2026-09-29T07:45:40.347Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:40.356Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:40.361Z] [STDOUT]   headers: {\n[2026-09-29T07:45:40.365Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:40.370Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:40.378Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:40.382Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:40.388Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:40.390Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.395Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:40.400Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:40.404Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:40.407Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:40.409Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:40.411Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:40.415Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:40.423Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.427Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:40.429Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:40.433Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:40.437Z] [STDOUT]     \"cf-ray\": \"a4295e9c6fcb29ad-FRA\",\n[2026-09-29T07:45:40.445Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:40.449Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:40.452Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:40.456Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:40.461Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:40 GMT\",\n[2026-09-29T07:45:40.466Z] [STDOUT]     \"request-id\": \"req_011CfXMmpmfQBnHj9di3Ht5P\",\n[2026-09-29T07:45:40.468Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:40.471Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:40.478Z] [STDOUT]     traceresponse: \"00-c181078de8e6a7a44f7635046f59fab3-75c79e03a25f7ed2-01\",\n[2026-09-29T07:45:40.482Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:40.494Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:40.505Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:40.517Z] [STDOUT]   },\n[2026-09-29T07:45:40.538Z] [STDOUT]   durationMs: 948,\n[2026-09-29T07:45:40.544Z] [STDOUT] }\n[2026-09-29T07:45:40.553Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:40.575Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:40 GMT\",\n[2026-09-29T07:45:40.577Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:40.580Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:40.582Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:40.583Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:40.587Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:40.588Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:40.594Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:40.596Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:40.599Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:40.601Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:40.603Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:40.604Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:40.606Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:40.608Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:40.612Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:40.613Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.615Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:40.617Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:40.619Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:40.621Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:40.624Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.627Z] [STDOUT]   \"request-id\": \"req_011CfXMmpmfQBnHj9di3Ht5P\",\n[2026-09-29T07:45:40.633Z] [STDOUT]   \"traceresponse\": \"00-c181078de8e6a7a44f7635046f59fab3-75c79e03a25f7ed2-01\",\n[2026-09-29T07:45:40.637Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:40.641Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:40.646Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:40.651Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:40.655Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:40.662Z] [STDOUT]   \"cf-ray\": \"a4295e9c6fcb29ad-FRA\",\n[2026-09-29T07:45:40.688Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:40.691Z] [STDOUT] [log_e53b6a] response parsed {\n[2026-09-29T07:45:40.698Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:40.703Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:40.706Z] [STDOUT]   body: X {\n[2026-09-29T07:45:40.708Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:40.714Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:40.718Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:40.719Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:40.721Z] [STDOUT]     },\n[2026-09-29T07:45:40.724Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:40.726Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:40.727Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:40.729Z] [STDOUT]   },\n[2026-09-29T07:45:40.731Z] [STDOUT]   durationMs: 949,\n[2026-09-29T07:45:40.733Z] [STDOUT] }\n[2026-09-29T07:45:40.830Z] [INFO] {\n[2026-09-29T07:45:40.830Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"message\": {\n[2026-09-29T07:45:40.830Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:40.830Z] [INFO]     \"id\": \"msg_011CfXMmoS4Ao5L6xLGwjS7p\",\n[2026-09-29T07:45:40.830Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:40.830Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:40.830Z] [INFO]     \"content\": [\n[2026-09-29T07:45:40.830Z] [INFO]       {\n[2026-09-29T07:45:40.830Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:40.830Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:40.830Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:45:40.830Z] [INFO]       }\n[2026-09-29T07:45:40.830Z] [INFO]     ],\n[2026-09-29T07:45:40.830Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:40.830Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:40.830Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:40.830Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:40.830Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:40.830Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:40.830Z] [INFO]       \"cache_creation_input_tokens\": 4148,\n[2026-09-29T07:45:40.830Z] [INFO]       \"cache_read_input_tokens\": 62338,\n[2026-09-29T07:45:40.830Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:40.830Z] [INFO]         \"ephemeral_5m_input_tokens\": 4148,\n[2026-09-29T07:45:40.830Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:40.830Z] [INFO]       },\n[2026-09-29T07:45:40.830Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:45:40.830Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:40.830Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:40.830Z] [INFO]     },\n[2026-09-29T07:45:40.830Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:40.830Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:40.830Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:40.830Z] [INFO]   },\n[2026-09-29T07:45:40.830Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"uuid\": \"3e9aa1ec-40a0-4306-ae37-d060ad6cff9f\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:40.823Z\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"request_id\": \"req_011CfXMmnbCXWPzBFuaeDPSk\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:40.830Z] [INFO] }\n[2026-09-29T07:45:41.023Z] [INFO] {\n[2026-09-29T07:45:41.023Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:41.023Z] [INFO]   \"message\": {\n[2026-09-29T07:45:41.023Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:41.023Z] [INFO]     \"id\": \"msg_011CfXMmqRrkjB7kHvs2gB4K\",\n[2026-09-29T07:45:41.023Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:41.023Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:41.023Z] [INFO]     \"content\": [\n[2026-09-29T07:45:41.023Z] [INFO]       {\n[2026-09-29T07:45:41.023Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:41.023Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:41.023Z] [INFO]         \"signature\": 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0.77,\n[2026-09-29T07:45:42.073Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:45:42.073Z] [INFO]       }\n[2026-09-29T07:45:42.073Z] [INFO]     }\n[2026-09-29T07:45:42.073Z] [INFO]   },\n[2026-09-29T07:45:42.073Z] [INFO]   \"uuid\": \"0e1200e0-6c44-450e-bd8b-98927ad310f8\",\n[2026-09-29T07:45:42.073Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:42.073Z] [INFO] }\n[2026-09-29T07:45:43.569Z] [INFO] {\n[2026-09-29T07:45:43.569Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"message\": {\n[2026-09-29T07:45:43.569Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:43.569Z] [INFO]     \"content\": [\n[2026-09-29T07:45:43.569Z] [INFO]       {\n[2026-09-29T07:45:43.569Z] [INFO]         \"tool_use_id\": \"toolu_01QZBiEGQ7dL5xQPQHjhixA6\",\n[2026-09-29T07:45:43.569Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:43.569Z] [INFO]         \"content\": \"22:# \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e \u0441\u043b\u043e\u044f\u0445 `M0`\u2013`M2`\\n24:> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u042d\u0442\u043e \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f **\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0434\u043d\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b**, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0443\u043b\u044c\\n30:## 1. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n35:\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u00bb, \u0430 \u043a\u0430\u043a **\u0441\u043b\u043e\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430**:\\n47:\u0440\u0435\u0448\u0435\u043d\u0438\u0439 **\u0438 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0424\u0422**\u00bb, `M2` \u00ab\u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f **\u0424\u0422 \u2192 \u0422\u0417** \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f\\n54:## 2. \u041a\u0430\u043a \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u043e\u0441\u044c\\n56:\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0442\u0430\u043a, \u0447\u0442\u043e\u0431\u044b \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0443 \u043c\u043e\u0436\u043d\u043e \u0431\u044b\u043b\u043e **\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044c**. \u041e\u0431\u0435\\n61:| \u0414\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f | \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0441\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f, \u0435\u0441\u043b\u0438 |\\n62:| --- | --- | --- |\\n63:| \u041b\u0438\u043d\u0435\u0439\u043d\u0430\u044f (\u0432\u0435\u0440\u0441\u0438\u044f `0.1` RFC) | `C-TZ` \u2014 baseline \u0422\u0417 | \u043f\u0440\u043e\u0433\u043e\u043d **\u043f\u0440\u043e\u0438\u0437\u0432\u0451\u043b** \u0422\u0417 |\\n64:| \u0421\u043b\u043e\u0435\u0432\u0430\u044f (\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430) | `C-OUT` \u2014 \u043b\u044e\u0431\u043e\u0439 \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u0451\u043b **\u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d** \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 |\\n78:**\u0417\u043d\u0430\u043c\u0435\u043d\u0430\u0442\u0435\u043b\u044c.** \u0418\u0437 57 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 25 \u043d\u0435 \u0432\u044b\u0434\u0430\u043b\u0438 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430: \u0432\u0441\u0435 25 \u0438\u043c\u0435\u044e\u0442\\n81:\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043d\u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u0437\u043d\u0430\u043c\u0435\u043d\u0430\u0442\u0435\u043b\u044f \u0434\u043b\u044f **\u043e\u0431\u0435\u0438\u0445** \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0439 \u2014\\n83:\u043a\u0430\u0441\u0430\u0435\u0442\u0441\u044f. \u0417\u043d\u0430\u043c\u0435\u043d\u0430\u0442\u0435\u043b\u044c \u2014 **32 \u043f\u0440\u043e\u0433\u043e\u043d\u0430**, \u0432\u044b\u0434\u0430\u0432\u0448\u0438\u0445 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442.\\n85:## 3. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\\n87:| \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n88:| --- | --- |\\n89:| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 | 57 |\\n90:| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0432\u044b\u0434\u0430\u0432\u0448\u0438\u0445 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 (\u0437\u043d\u0430\u043c\u0435\u043d\u0430\u0442\u0435\u043b\u044c) | 32 |\\n91:| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, **\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0448\u0438\u0445 \u0422\u0417** | **0** |\\n92:| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, **\u043f\u043e\u0442\u0440\u0435\u0431\u0438\u0432\u0448\u0438\u0445 \u0447\u0443\u0436\u043e\u0435 \u0422\u0417 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435** | 4 |\\n93:| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0432\u0448\u0438\u0445 \u043e\u0434\u043d\u043e \u044f\u0434\u0440\u043e \u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0430\u0434\u0440\u0435\u0441\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 | 4 |\\n94:| \u0418\u0437 \u043d\u0438\u0445 \u0441 \u044f\u0432\u043d\u043e\u0439 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439 \u0443\u0440\u043e\u0432\u043d\u0435\u0439 `L0`\u2013`L4` | 2 |\\n98:| \u0414\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f | \u0414\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u0414\u043e\u043b\u044f |\\n99:| --- | --- | --- |\\n100:| \u041b\u0438\u043d\u0435\u0439\u043d\u0430\u044f | 0 \u0438\u0437 32 | **0 %** |\\n101:| \u0421\u043b\u043e\u0435\u0432\u0430\u044f | 32 \u0438\u0437 32 | **100 %** |\\n103:\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u2014 \u0432\u044b\u0438\u0433\u0440\u044b\u0448 \u0432 80 % \u043a\u0435\u0439\u0441\u043e\u0432 \u2014 **\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u0441 \u0437\u0430\u043f\u0430\u0441\u043e\u043c**: 100 %\\n106:## 4. \u0427\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043b\u043e\u043c\u0430\u0435\u0442\u0441\u044f \u0432 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438\\n112:**4.1. \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435\u0434\u043e\u0441\u0442\u0438\u0436\u0438\u043c\u0430.** \u0415\u0441\u043b\u0438 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434 \u0432 `M3` \u2014 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n114:\u041f\u0440\u0438 \u044d\u0442\u043e\u043c 47 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 57 \u0438\u043c\u0435\u044e\u0442 `run_type: statistics`, \u0442\u043e \u0435\u0441\u0442\u044c **\u0438\u0445\\n115:\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u2014 \u0434\u0430\u0442\u044c \u0442\u0443 \u0441\u0430\u043c\u0443\u044e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 `M3`**.\\n120:**4.2. \u0422\u0417 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043d\u0430 \u0432\u0445\u043e\u0434 \u0447\u0430\u0449\u0435, \u0447\u0435\u043c \u0432\u044b\u0445\u043e\u0434\u0438\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435.** \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435\\n125:\u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c **\u0447\u0443\u0436\u043e\u0433\u043e** \u0422\u0417 (\u0442\u0435\u043d\u0434\u0435\u0440\u043d\u0430\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430). \u0412\\n133:**4.3. \u041e\u0434\u0438\u043d \u0430\u043d\u0430\u043b\u0438\u0437 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e.** \u041f\u0440\u043e\u0433\u043e\u043d\\n140:> **\u043f\u044f\u0442\u044c \u0443\u0440\u043e\u0432\u043d\u0435\u0439**: L0 \u0437\u0430\u0434\u0430\u043d \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c \u043f\u0440\u044f\u043c\u043e, L1\u2013L3 \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0442 \u0442\u0440\u0451\u043c \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b\u043c\\n143:\u0422\u0430\u043c \u0436\u0435 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u0430 **\u0432\u043d\u0435\u0448\u043d\u0435 \u043d\u0430\u0432\u044f\u0437\u0430\u043d\u043d\u0430\u044f \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c** \u0444\u043e\u0440\u043c\u044b:\\n159:**4.4. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u0437 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u0441\u043f\u0438\u0446\u044b.** \u0420\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u00ab\u044f\u0434\u0440\u043e \u043f\u0440\u043e\u0442\u0438\u0432\\n170:## 5. \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0430\u043d\u0430\u043b\u0438\u0437: \u0447\u0442\u043e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\\n175:| \u0427\u0442\u043e \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f | \u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e | \u041a\u043e\u043c\u043f\u0435\u043d\u0441\u0430\u0446\u0438\u044f, \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u043c\u0430\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u043e\u0439 |\\n176:| --- | --- | --- |\\n177:| **\u041d\u0435\u0434\u0440\u0435\u0439\u0444 \u0440\u0438\u0441\u043a\u0443\u0435\u0442 \u0432\u044b\u0440\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0432 \u00ab\u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u0438\u0435\u00bb.** \u0415\u0441\u043b\u0438 `M2` \u2014 \u044d\u0442\u043e \u00ab\u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438\u00bb, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043d\u0435\u0434\u0440\u0435\u0439\u0444\u0430 \u0424\u0422 \u2192 \u0422\u0417 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u0440\u043e\u0447\ufffd\\n178:| **\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0442\u044c \u0441\u043e \u0441\u043c\u0435\u043d\u043e\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f** \u2014 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432 `P.1` \u0432\u0435\u0440\u0441\u0438\u0438 `0.1` | \u0418\u0437 \u0441\u043c\u0435\u043d\u044b \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432\u044b\u0432\ufffd\\n179:| **\u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430 \u0413\u041e\u0421\u0422 34.602-2020 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u043c\u043e\u0436\u0435\u0442 \u0440\u0430\u0437\u043c\u044b\u0442\u044c\u0441\u044f** \u0432 \u043e\u0431\u0449\u0435\u043c \u0441\u043b\u043e\u0435 \u00ab\u0432\u044b\u0445\u043e\u0434\u00bb | `L3` \u2014 \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u043e\u0441\u0442\u043e \u00ab\u0441\u0442\u0440\u043e\u0436\u0435\u00bb, \u044d\u0442\u043e \u0441\u043e\u0441\u0442\u0430\u0432 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u0437\u0430\u0434\u0430\ufffd\\n181:\u041e\u0442\u0434\u0435\u043b\u044c\u043d\u043e: \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 **\u043d\u0435** \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u043d\u0430 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435\\n183:\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u043e\u0433\u043e \u0438 \u043e\u0446\u0435\u043d\u043e\u0447\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u0438 **\u044d\u043a\u0441\u0442\u0440\u0430\u043f\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d** \u043d\u0430\\n187:## 6. \u0412\u044b\u0432\u043e\u0434\\n192:\u00ab\u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438\u00bb, \u0430 **\u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438\u0437 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e\\n193:\u044f\u0434\u0440\u0430 \u0441 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435\u043c \u044f\u0434\u0440\u0430**, \u0433\u0434\u0435 \u0444\u043e\u0440\u043c\u0430\u0442 \u0438 \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u2014 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b, \u0430 \u043d\u0430\u0431\u043e\u0440 \u0432\u044b\u0445\u043e\u0434\u043e\u0432\",\n[2026-09-29T07:45:43.569Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:43.569Z] [INFO]       }\n[2026-09-29T07:45:43.569Z] [INFO]     ]\n[2026-09-29T07:45:43.569Z] [INFO]   },\n[2026-09-29T07:45:43.569Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"uuid\": \"ad6e7a56-1f0b-4862-af17-7c9a9f89b1af\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:43.564Z\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:43.569Z] [INFO] }\n[2026-09-29T07:45:43.613Z] [STDOUT] [log_6abaf8] sending request {\n[2026-09-29T07:45:43.619Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:43.627Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:43.637Z] [STDOUT]   options: {\n[2026-09-29T07:45:43.650Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:43.658Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:43.661Z] [STDOUT]     body: {\n[2026-09-29T07:45:43.667Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:43.672Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:43.676Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:43.679Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:43.681Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:43.685Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:43.687Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:43.692Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:43.699Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:43.703Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:43.708Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:43.710Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:43.713Z] [STDOUT]     },\n[2026-09-29T07:45:43.718Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:43.721Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:43.724Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:43.727Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:43.731Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:43.734Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:43.737Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:43.740Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:43.743Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:43.746Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:43.748Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:43.749Z] [STDOUT]     },\n[2026-09-29T07:45:43.752Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:43.756Z] [STDOUT]   },\n[2026-09-29T07:45:43.758Z] [STDOUT]   headers: {\n[2026-09-29T07:45:43.764Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:43.766Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:43.773Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:43.776Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:43.778Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:43.781Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:43.784Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:43.790Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:43.794Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:43.797Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:43.802Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:43.807Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1471\",\n[2026-09-29T07:45:43.813Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:43.819Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:43.824Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:43.829Z] [STDOUT]     \"x-client-request-id\": \"1a842160-be9b-4113-ac56-83fa0cec94db\",\n[2026-09-29T07:45:43.836Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:43.842Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:43.845Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:43.848Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:43.852Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:43.855Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:43.860Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:43.864Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:43.868Z] [STDOUT]   },\n[2026-09-29T07:45:43.873Z] [STDOUT] }\n[2026-09-29T07:45:43.875Z] [INFO] {\n[2026-09-29T07:45:43.875Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"message\": {\n[2026-09-29T07:45:43.875Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:43.875Z] [INFO]     \"content\": [\n[2026-09-29T07:45:43.875Z] [INFO]       {\n[2026-09-29T07:45:43.875Z] [INFO]         \"tool_use_id\": \"toolu_01Vj6E1mvdx8LbAmB1Q3a1bh\",\n[2026-09-29T07:45:43.875Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:43.875Z] [INFO]         \"content\": \"    267 2026-06\\n      9 2026-07\\n    269 2026-08\\n     38 2026-09\\n    193 2026-06\\n      7 2026-07\\n    179 2026-08\\n     30 2026-09\\n174\\n    442 konard\\n    140 Ivan Gulienko\\n      1 unknown\\ncommit 53506bcc692d642415957f5a82959b2997704f55\\nAuthor: Ivan Gulienko <236820953+G-Ivan-A@users.noreply.github.com>\\nDate:   Tue Jun 2 18:54:31 2026 +0300\\n\\n    Add files via upload\\n\\n README.md | 172 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++\\n 1 file changed, 172 insertions(+)\",\n[2026-09-29T07:45:43.875Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:43.875Z] [INFO]       }\n[2026-09-29T07:45:43.875Z] [INFO]     ]\n[2026-09-29T07:45:43.875Z] [INFO]   },\n[2026-09-29T07:45:43.875Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"uuid\": \"e8748658-edb1-4f90-bae3-146c494fe4fa\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:43.656Z\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:43.875Z] [INFO] }\n[2026-09-29T07:45:43.879Z] [STDOUT] [log_a7b8f8] sending request {\n[2026-09-29T07:45:43.883Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:43.888Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:43.892Z] [STDOUT]   options: {\n[2026-09-29T07:45:43.898Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:43.902Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:43.906Z] [STDOUT]     body: {\n[2026-09-29T07:45:43.911Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:43.917Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:43.921Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:43.926Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:43.933Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:43.943Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:43.946Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:43.949Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:43.952Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:43.957Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:43.961Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:43.963Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:43.965Z] [STDOUT]     },\n[2026-09-29T07:45:43.973Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:43.979Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:43.982Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:43.989Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:43.993Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:43.996Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:44.000Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:44.004Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:44.009Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:44.015Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:44.017Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:44.024Z] [STDOUT]     },\n[2026-09-29T07:45:44.029Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:44.033Z] [STDOUT]   },\n[2026-09-29T07:45:44.036Z] [STDOUT]   headers: {\n[2026-09-29T07:45:44.039Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:44.045Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:44.048Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:44.053Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:44.058Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:44.061Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:44.063Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:44.065Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:44.068Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:44.073Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:44.075Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:44.079Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1529\",\n[2026-09-29T07:45:44.082Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:44.085Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:44.088Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:44.092Z] [STDOUT]     \"x-client-request-id\": \"d36450fc-618c-4c9d-b0fd-20bbba5ffb85\",\n[2026-09-29T07:45:44.097Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:44.102Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:44.106Z] [STDOUT]     \"x-stainless-os\": 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\"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:44.528Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:44.532Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:44.538Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:44.541Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:44.545Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:44.547Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:44.551Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:44.555Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:44.560Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:44.566Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:44.571Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:44.583Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:44.609Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:44.613Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:44.617Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:44.628Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:44.631Z] [STDOUT]     \"cf-ray\": \"a4295eb81e404d8b-FRA\",\n[2026-09-29T07:45:44.638Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:44.643Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:44.659Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:44.663Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:44.667Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:44 GMT\",\n[2026-09-29T07:45:44.673Z] [STDOUT]     \"request-id\": \"req_011CfXMn9nR8D3gjiAaDPaxJ\",\n[2026-09-29T07:45:44.679Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:44.685Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:44.688Z] [STDOUT]     traceresponse: \"00-1e0d0e8f100c0a2629b371cdc8cde52d-dbaa1e3ea260556e-01\",\n[2026-09-29T07:45:44.694Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:44.697Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:44.700Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:44.703Z] [STDOUT]   },\n[2026-09-29T07:45:44.708Z] [STDOUT]   durationMs: 810,\n[2026-09-29T07:45:44.712Z] [STDOUT] }\n[2026-09-29T07:45:44.718Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:44.721Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:44 GMT\",\n[2026-09-29T07:45:44.723Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:44.732Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:44.740Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:44.743Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:44.746Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:44.754Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:44.759Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:44.763Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:44.768Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:44.775Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:44.779Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:44.783Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:44.787Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:44.790Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:44.793Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:44.796Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:44.798Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:44.802Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:44.805Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:44.808Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:44.812Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:44.817Z] [STDOUT]   \"request-id\": \"req_011CfXMn9nR8D3gjiAaDPaxJ\",\n[2026-09-29T07:45:44.820Z] [STDOUT]   \"traceresponse\": \"00-1e0d0e8f100c0a2629b371cdc8cde52d-dbaa1e3ea260556e-01\",\n[2026-09-29T07:45:44.825Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:44.830Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:44.836Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:44.838Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:44.848Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:44.852Z] [STDOUT]   \"cf-ray\": \"a4295eb81e404d8b-FRA\",\n[2026-09-29T07:45:44.855Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:44.858Z] [STDOUT] [log_a7b8f8] response parsed {\n[2026-09-29T07:45:44.861Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:44.865Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:44.868Z] [STDOUT]   body: X {\n[2026-09-29T07:45:44.873Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:44.878Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:44.882Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:44.885Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:44.888Z] [STDOUT]     },\n[2026-09-29T07:45:44.891Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:44.895Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:44.897Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:44.901Z] [STDOUT]   },\n[2026-09-29T07:45:44.906Z] [STDOUT]   durationMs: 811,\n[2026-09-29T07:45:44.909Z] [STDOUT] }\n[2026-09-29T07:45:44.916Z] [STDOUT] [log_6abaf8, request-id: \"req_011CfXMn9R5XKMtjbvnPSGB3\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1270ms\n[2026-09-29T07:45:44.920Z] [STDOUT] [log_6abaf8] response start {\n[2026-09-29T07:45:44.924Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:44.928Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:44.936Z] [STDOUT]   headers: {\n[2026-09-29T07:45:44.945Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:44.955Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:44.959Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:44.963Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:44.966Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:44.970Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:44.972Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:44.977Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:44.982Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:44.985Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:44.988Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:44.992Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:44.995Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:44.999Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:45.004Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:45.008Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:45.014Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:45.017Z] [STDOUT]     \"cf-ray\": \"a4295eb79f0629ad-FRA\",\n[2026-09-29T07:45:45.020Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:45.025Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:45.028Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:45.031Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:45.037Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:44 GMT\",\n[2026-09-29T07:45:45.041Z] [STDOUT]     \"request-id\": \"req_011CfXMn9R5XKMtjbvnPSGB3\",\n[2026-09-29T07:45:45.043Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:45.048Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:45.050Z] [STDOUT]     traceresponse: \"00-c58a57665c356fad1b2b2d1b4f7a599b-944d7aef3e3f4641-01\",\n[2026-09-29T07:45:45.053Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:45.057Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:45.061Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:45.063Z] [STDOUT]   },\n[2026-09-29T07:45:45.068Z] [STDOUT]   durationMs: 1270,\n[2026-09-29T07:45:45.071Z] [STDOUT] }\n[2026-09-29T07:45:45.074Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:45.077Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:44 GMT\",\n[2026-09-29T07:45:45.081Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:45.083Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:45.086Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:45.088Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:45.091Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:45.094Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:45.097Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:45.100Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:45.104Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:45.108Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:45.113Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:45.118Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:45.125Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:45.131Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:45.133Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:45.140Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:45.145Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:45.151Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:45.158Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:45.161Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:45.170Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:45.177Z] [STDOUT]   \"request-id\": \"req_011CfXMn9R5XKMtjbvnPSGB3\",\n[2026-09-29T07:45:45.180Z] [STDOUT]   \"traceresponse\": \"00-c58a57665c356fad1b2b2d1b4f7a599b-944d7aef3e3f4641-01\",\n[2026-09-29T07:45:45.188Z] [STDOUT]   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governance: add BACKLOG.md for mango migration phase 1\\nb741a00 2026-06-03 chore: remove technical root .gitkeep (real content present)\\nd7b1ae3 2026-06-03 fix: rename classification contract to kebab-case and resolve kb/glossary ambiguity in backlog\\n1550ee8 2026-06-03 fix: record founder decisions Q1-Q4 and resolve naming/path inconsistencies\\n9561184 2026-06-04 governance: materialize migration backlog into 9 executable issues with individual modes\\nb2d2b16 2026-06-04 project: create 9 GitHub Issues for Phase 1 migration\\n49d81a9 2026-06-04 docs: rewrite README.md as standalone Mango BA Prompts spoke (M-001)\\nf3537ed 2026-06-04 structure: create phase 1 migration folders\\n644d28e 2026-06-04 docs: add temporary prompt workflow\\n4745f25 2026-06-04 standards: copy hub glossary for M-003\\n01fae51 2026-06-04 standards: migrate product classification contract\\n94b04c1 2026-06-04 migration: add Mango prompt experiments\\nee90e7b 2026-06-04 prompts: normalize migrated Mango prompt assets\\nee9c7a1 2026-06-05 docs: add hub research dependency registry (M-007)\\n8deffc8 2026-06-05 [M-009] governance: \u0441\u043e\u0437\u0434\u0430\u0442\u044c Migration Manifest \u043a\u0430\u043a \u0441\u043d\u0438\u043c\u043e\u043a \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438\\ne90780f 2026-06-10 sync: align governance files with Hub after PR #208\\n23cecec 2026-06-10 chore: remove .gitkeep placeholder now that governance sync ships real content\\nf0ecbb9 2026-06-10 fix: remove leaked tool-call markup from end of ADR-0001\\n53bdb42 2026-06-10 fix: pin Hub links in handover prompt to permalink SHA 117e4a55 (D8 consistency)\\n708af2d 2026-06-10 docs: update AI_SESSION_HANDOVER_PROMPT.md with team role and template checks\\n3a265e6 2026-06-10 chore: migrate attached BA prompt file to prompts/drafts (issue #54)\\n5c9e923 2026-06-10 chore: remove auto-generated .gitkeep scaffolding\\nd8a4759 2026-06-11 refactor: split BA prompts draft into 23 standardized files (#56)\\nf26e5a5 2026-06-11 docs: log issue #56 prompt split in CHANGELOG (## Unreleased)\\nc8db751 2026-06-11 chore: remove auto-generated .gitkeep scaffolding\\na45cd17 2026-06-11 hotfix: correct prompt legacy placement\\n00d2072 2026-06-11 docs: add taxonomy of 13 cognitive operations and 9 BA processes (#52)\\nfa2439e 2026-06-11 docs: add RFC for transferring best practices to the Hub (#52)\\n142c6a1 2026-06-11 chore: add patterns/, docs/ba-processes/ index and open-questions template (#52)\\n430fe9b 2026-06-11 docs: add prompt and pattern standards contracts (#52)\\n060e740 2026-06-11 chore: add lightweight prompt feedback issue template (#52)\\n62dba62 2026-06-11 docs: add strategy section to README, fix structure table, changelog entry (#52)\\n748ff6d 2026-06-11 docs: add prompt standard ADR (#63)\\nc3650fa 2026-06-11 chore: remove generated gitkeep scaffold\\n6418fc8 2026-06-11 docs: add BA ecosystem map and process workflows\\nb8a327c 2026-06-11 docs: make creative governance mode-aware (#61)\\nc2eeea2 2026-06-11 test: add issue 61 governance validation\\n0de1cc0 2026-06-11 docs: add pattern standard ADR (#64)\\nb0494b0 2026-06-11 docs: use accessible pattern source link\\n791a399 2026-06-12 docs: add prompts navigation README\\n35461ed 2026-06-13 structured: sync latest hub updates (session digests, terminology) to mango_ba_prompts\\nb64ff6a 2026-06-13 chore: remove generated PR placeholder\\n1f988f7 2026-06-13 structured: sync hub pr229 pr230 relevance updates\\n7abb590 2026-06-13 structured: align remaining role terminology\\n457a569 2026-06-13 structured: record hub session sync digest (2026-06-14)\\n7d523d6 2026-06-13 chore: remove generated PR placeholder\\n9eef477 2026-06-13 creative: GitHub Pages interface for mango_ba_prompts\\n4553075 2026-06-13 feat(prompts): add session-debug-documentation-oneshot summarizer\\nd8b5bfd 2026-06-13 refactor: consolidate open questions in backlog\\n114dc8e 2026-06-13 chore: remove bootstrap placeholder\\ne211e16 2026-06-15 docs: expand BA process map\\n23115c6 2026-06-15 docs: add MVP BA pattern library\\na6a45f9 2026-06-15 feat: add Mango Office Pages widget\\nce1e985 2026-06-15 Auto-commit: Changes made by Claude during problem-solving session\\n7a6f06e 2026-06-16 feat(prompts): add id+title frontmatter, remove EXPERIMENTAL marker\\n7102f47 2026-06-16 feat(pages): strip frontmatter on copy, show title+id in cards and README\\nf290522 2026-06-16 docs: update ADR #001, standard and CHANGELOG for id+title fields\\n141c8a5 2026-06-16 chore: add issue #92 metadata scripts and ignore playwright artifacts\\nde08671 2026-06-16 feat(pages): catalog-first layout, ordered cascade filters, \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 module\\nb47ff12 2026-06-16 feat(data): generate checks.json for \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 module (\u0424\u0422-6)\\nbdfc11f 2026-06-16 test(ci): add issue-91 regression validator to Pages workflow\\nce12a64 2026-06-16 docs: document issue #91 enhancements, dir decision, screenshots (\u0424\u0422-5/\u0424\u0422-7)\\n82c7107 2026-06-16 fix: add prompt ID as HTML comment prefix when copying (#95)\\n14bb123 2026-06-16 docs(adr): add ADR-003 BA ontology (Artifact\u2194Process\u2194Operation) for \u0424\u0422-1\\n6202475 2026-06-16 docs(adr): add ADR-004 operations taxonomy revision for \u0424\u0422-2\\nebe1b21 2026-06-16 docs(adr): add ADR-005 artifact/standards/team naming for \u0424\u0422-3\\nda8a827 2026-06-16 ADR-006: prompt naming \u2014 parse algorithm, anti-overload rules, KB-prompts (\u0424\u0422-4)\\n37dc51c 2026-06-16 ADR-007: KB standard before real RAG \u2014 citation format, glossary sync, pre-RAG (\u0424\u0422-5)\\n083f6ff 2026-06-16 ADR-008: industry-standards & best-practices standard \u2014 terminology, application rules, verified registry (\u0424\u0422-6)\\n1885f7d 2026-06-16 ADR-009: multi-level BCREQ formation process \u2014 6 subprocesses, human gates, unfinished-subprocess mechanism (\u0424\u0422-7)\\nbaa8652 2026-06-16 feat: optimize GitHub Pages into multi-page SPA (#99)\\nd6b29f0 2026-06-16 feat(pages): process/subprocess tree showing only items with prompts (\u0424\u0422-8)\\n9893ebb 2026-06-16 docs(adr): ADR-010 + pages-ux-standard for GitHub Pages process tree (\u0424\u0422-8)\\n2cc0a2e 2026-06-16 chore(issue-97): validator, CI wiring, \u0424\u0422-9 examples, changelog & docs\\n0363a44 2026-06-16 \u0410\u043d\u0430\u043b\u0438\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027: \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043f\u043e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c, \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 (#101)\\n286847e 2026-06-16 docs(\u0424\u0422-8): refresh screenshots for SPA-integrated process tree\\nde05672 2026-06-16 fix: UI catalog fixes \u2014 cards, filters, sorting, toolbar (Issue #103)\\n2abf5e6 2026-06-16 \u041e\u0442\u043a\u0430\u0442 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 #101: \u0432\u043e\u0437\u0432\u0440\u0430\u0442 \u043a v0.1 + \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0442\u043b\u0430\u0434\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n11eda91 2026-06-16 feat(governance): sync mango contracts with Hub (issue #105)\\n7fb2b3b 2026-06-17 feat(experiments): \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 BCREQ-1025 \u0438 \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c RFC (issue #107)\\n0a4ff4f 2026-06-18 fix(analysis): \u0443\u0447\u0435\u0441\u0442\u044c \u0440\u0435\u0432\u044c\u044e G-Ivan-A \u2014 \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u04114, \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044f (issue #107)\\n8b20fb6 2026-06-18 feat(ba-process): dogfooding-\u0440\u0430\u0437\u0431\u043e\u0440 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043e \u043c\u043d\u043e\u0433\u043e\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0435 \u0430\u0433\u0435\u043d\u0442\u0430 (issue #109)\\n0f93cdb 2026-06-18 chore: \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c .gitkeep \u0434\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f main (\u0443\u0431\u0440\u0430\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0443\u044e \u043c\u0435\u0442\u043a\u0443)\\na3784c4 2026-06-18 feat(kb): document-ingestion pipeline and neutral KB layout (issue #111)\\n482b316 2026-06-18 ci(kb): Makefile, GitHub Actions workflow, and regression validator (issue #111)\\n29009ab 2026-06-18 docs(kb): experiment report and CHANGELOG (issue #111)\\n0e68c42 2026-06-18 chore(kb): \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c .gitkeep \u0434\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f main (\u0443\u0431\u0440\u0430\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0443\u044e \u043c\u0435\u0442\u043a\u0443)\\nb3e9070 2026-06-19 Create .gitkeep\\n61cfb4c 2026-06-19 Add files via upload\\nb24f1a5 2026-06-19 Create meta.json\\nc4828f9 2026-06-19 fix(kb): generate mango manual knowledge base\\n20fb1d4 2026-06-19 Create .gitkeep\\n4fa7c4f 2026-06-19 Add files via upload\\neec644d 2026-06-19 Create meta.json\\nff93ebf 2026-06-19 fix(kb): add multi-part PDF traceability\\ndeb9ae8 2026-06-19 Enable LFS for PDF\\nfa9ba48 2026-06-19 \u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u044b PDF \u0434\u043b\u044f CC \u0438 LK\\n7bb9921 2026-06-19 \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b 6 \u0447\u0430\u0441\u0442\u0435\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u041a\u0426\\na3fd5b8 2026-06-19 fix(kb): support multi-part CC PDFs with LFS\\n0dac44b 2026-06-19 chore: remove placeholder gitkeep update\\n3bc5065 2026-06-20 Create .gitkeep\\n84d436d 2026-06-20 \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 mTalker (\u043f\u0440\u0438\u043d\u0443\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e)\\n1f08f00 2026-06-20 Create meta.json\\n007ba67 2026-06-20 feat(kb): support manifest-driven multi-file sources\\nb4269ad 2026-06-20 feat: create runs/ with execution contract\\nc4163a1 2026-06-20 feat: apply cascading context loading pattern to critical hotspots\\n0b9a57a 2026-06-20 \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u043d\u043e\u0432\u044b\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0438 \u043c\u0435\u0442\u0430-\u0444\u0430\u0439\u043b\u044b: QM, SSO, API, SIP, \u0440\u043e\u043b\u0438, \u0440\u0435\u0447\u0435\u0432\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, wallboard, \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438\\n8cddf5a 2026-07-03 docs: report KB state after LFS cleanup\\n8feff69 2026-07-03 chore: drop placeholder gitkeep update\\n3e18b3a 2026-07-03 fix: validate KB after LFS cleanup\\ndd20da9 2026-07-14 feat: add RUN-0012 \u2014 \u0424\u0422 for BCREQ-1069 restricted API key (issue #261)\\n16146fd 2026-08-17 docs: \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u043a\u0430 \u0432\u0438\u0434\u0435\u043d\u0438\u044f \u0438 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 (issue #263)\\nca2ee5c 2026-08-17 docs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e \u0445\u0430\u0431\u043e\u0432\u043e\u043c RFC \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u043e\u0432 \u0411\u0410-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 (issue #263)\\n7e2a94f 2026-08-17 feat: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0440\u0435-\u0441\u0438\u043d\u043a \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0425\u0430\u0431\u0430 \u0438 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0431\u0438\u0442\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a (issue #265)\\n91de9b8 2026-08-17 chore: \u043d\u0435 \u0445\u0440\u0430\u043d\u0438\u0442\u044c __pycache__ \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n389c823 2026-08-17 docs: ADR-0004 \u043e \u0440\u0435-\u0441\u0438\u043d\u043a\u0435 \u0425\u0430\u0431\u0430 \u0438 \u0440\u0435\u0435\u0441\u0442\u0440 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b (issue #265)\\neb46312 2026-08-17 docs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435-\u0441\u0438\u043d\u043a \u0432 CHANGELOG, \u043a\u0430\u0440\u0442\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u043c\u043e\u0441\u0442\u0435 \u0432 \u0425\u0430\u0431 (issue #265)\\n04394b3 2026-08-17 test: \u044e\u043d\u0438\u0442-\u0442\u0435\u0441\u0442\u044b \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f \u0441\u0441\u044b\u043b\u043e\u043a \u0438 \u043c\u0430\u0441\u043a\u0438\u0440\u043e\u0432\u043a\u0438 \u043a\u043e\u0434\u0430 (issue #265)\\nc70600e 2026-08-17 docs: \u0441\u043d\u044f\u0442\u044c \u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044f \u0440\u0435\u0432\u044c\u044e \u043f\u043e \u0432\u0438\u0434\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0435\u043a\u0442\u0430 (issue #263)\\n2f56205 2026-08-18 refactor: \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0442\u0438 governance/ \u0432 \u0431\u0430\u0437\u043e\u0432\u0443\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0425\u0430\u0431\u0430 (pr-ops/, ai-rules/, docs/rfc/, docs/audit/, standards/) \u2014 issue #265\\n2ac3409 2026-08-18 docs: \u0441\u0432\u0435\u0440\u043a\u0430 \u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0430 \u0441 T-00 \u0438 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0440\u0435\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0437\u0430\u0446\u0438\u0438 (issue #265)\\ne5e84d0 2026-08-21 feat: \u0430\u043a\u0442\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f onboarding-\u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 \u0434\u043e v1.5 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0425\u0430\u0431\u0430 (issue #267)\\nfcd7ec0 2026-08-21 feat(runs): \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 (BCREQ-1059, \u043b\u0438\u043c\u0438\u0442\u044b \u0438 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u044b \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439)\\n00a1960 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 (\u0437\u0430\u0434\u0430\u0447\u0430 1075, amoCRM) \u2014 issue #269\\nd67d921 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 (\u0437\u0430\u0434\u0430\u0447\u0430 1076, \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0412\u041a\u0421 \u2192 BPMSoft) \u2014 issue #270\\n6db5ad1 2026-08-21 runs: \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c inputs RUN-0013 (\u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0430 1079, \u0432\u0445\u043e\u0434 \u0424\u0422 v1.0, \u0432\u044b\u0436\u0438\u043c\u043a\u0430 \u0444\u0430\u043a\u0442\u043e\u0432 \u0411\u0417) \u2014 issue #271\\nc52e553 2026-08-21 feat: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 \u043f\u043e \u043a\u0435\u0439\u0441\u0443 1064 (issue #272)\\n2e40029 2026-08-21 runs: \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c outputs, feedback, logs \u0438 metadata RUN-0013 \u2014 issue #271\\n5d70a60 2026-08-21 docs: \u0440\u0435\u0435\u0441\u0442\u0440 runs, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 metrics \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0434\u043b\u044f RUN-0013 (issue #271)\\n60b63d2 2026-08-21 runs: \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 \u2192 RUN-0014 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main)\\n60553dd 2026-08-21 runs: \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 \u2192 RUN-0014 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main)\\n0dd5154 2026-08-21 docs(audit): \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0440\u0438\u0447\u0438\u043d \u0434\u0440\u0435\u0439\u0444\u0430 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b (issue #291)\\n424e8cc 2026-08-21 chore(experiments): \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0441\u043a\u0440\u0438\u043f\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438 (issue #291)\\n091c768 2026-08-21 refactor(structure): \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u0435\u043d\u044c \u0438 \u0441\u043a\u0440\u044b\u0442\u044b\u0439 \u0430\u0440\u0445\u0438\u0432 (issue #291)\\n2a3abcd 2026-08-21 test(structure): \u0437\u0430\u043c\u043e\u043a \u043d\u0430 \u0431\u0430\u0437\u043e\u0432\u0443\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 HTOM-\u043a\u043e\u043c\u0430\u043d\u0434\u044b (issue #291)\\ncaa2209 2026-08-21 docs: CHANGELOG 0.5 \u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0433\u0435\u043d\u043e\u043c\u0430 \u0432 \u0425\u0430\u0431 (issue #291)\\nd2ae9d7 2026-08-21 chore: \u0443\u0431\u0440\u0430\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u044b\u0439 .gitkeep \u0438\u0437 \u043a\u043e\u0440\u043d\u044f\\n798a5d3 2026-08-21 runs: RUN-0013 \u2192 RUN-0017, \u043e\u0442\u043a\u0430\u0442 site/data, \u0430\u0443\u0434\u0438\u0442 \u0433\u0440\u0430\u043d\u0438\u0446 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d (issue #270)\\ndb54905 2026-08-21 runs: \u044f\u0432\u043d\u043e\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0442\u0438\u043f\u043e\u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (issue #293)\\nf5577fd 2026-08-21 docs: \u043f\u043e\u043c\u0435\u0442\u0438\u0442\u044c \u043a\u043e\u043d\u0432\u0435\u0440\u0442\u0435\u0440\u044b \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u0447\u0430\u0442\u0430 \u043a\u0430\u043a \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 (issue #270)\\n2e1065f 2026-08-21 runs: \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u044b\u0431\u043e\u0440\u0430 \u0442\u0438\u043f\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0437\u0430\u0434\u0430\u0447\u0438, \u0440\u0435\u0432\u0438\u0437\u0438\u044f \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0438 (issue #293)\\nd10f42b 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 \u2192 RUN-0018 \u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u0442\u044c site/data (issue #271)\\ncc053c8 2026-08-21 refactor: \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 \u2192 RUN-0019 \u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u0442\u044c site/data (issue #272)\\n9c51f1c 2026-08-21 runs: RUN-0020 \u2014 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430 1065 (\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u041e\u041e\u041e \u00ab\u04107-\u0410\u00bb), run_type: statistics (issue #273)\\n914641f 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 975 \u043a\u0430\u043a RUN-0020 (issue #274)\\n9905f26 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0020 \u2192 RUN-0021 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 upstream/main)\\na78ea2b 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 765 \u043a\u0430\u043a RUN-0021 (issue #276)\\nbe22ef2 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0021 \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 1040 (issue #275)\\n8d530dd 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0021 \u2192 RUN-0022 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main \u0438 PR #297)\\n5561ef4 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 765 RUN-0021 \u2192 RUN-0022 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 upstream/main, PR #296)\\n109404f 2026-08-21 runs: RUN-0021 \u2014 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430 59295 (\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422 \u00ab\u041f\u0435\u0440\u0435\u0441\u043b\u0430\u0442\u044c\u00bb \u0432 e-mail-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0438), run_type: statistics (issue #278)\\n4bc947d 2026-08-21 merge: \u0432\u043b\u0438\u0442\u044c upstream/main \u0432 \u0432\u0435\u0442\u043a\u0443 issue #276 (\u043f\u0440\u043e\u0433\u043e\u043d 765 \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d RUN-0021 \u2192 RUN-0022)\\n2d4324b 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0021 \u2192 RUN-0023 (\u043d\u043e\u043c\u0435\u0440\u0430 0021/0022 \u0437\u0430\u043d\u044f\u0442\u044b \u0432 main \u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 PR)\\n2d9e0f1 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 1020 (RUN-0021) \u043a\u0430\u043a statistics \u2014 issue #277\\n9930874 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0021 \u2192 RUN-0023 (RUN-0021 \u0437\u0430\u043d\u044f\u0442 \u0432 main) \u2014 issue #277\\n05d2ce8 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0022 \u2192 RUN-0023 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main, PR #297)\\n8ccf6ec 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0023 \u2192 RUN-0024 (RUN-0023 \u0437\u0430\u043d\u044f\u0442 \u0432 main) \u2014 issue #277\\n101acbe 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0023 \u2192 RUN-0024 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main, PR #301, \u0438 \u0432 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c PR #300)\\na79c34b 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0024 \u2192 RUN-0025 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main, PR #300)\\n24e2080 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 997 \u043a\u0430\u043a RUN-0022 (issue #280)\\nf6dcd27 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 58093 \u043a\u0430\u043a RUN-0024 (issue #281)\\n738457a 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0022 \u2192 RUN-0025 (RUN-0022..0024 \u0437\u0430\u043d\u044f\u0442\u044b \u0432 main) \u2014 issue #280\\nfd9fb7f 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c RUN-0024 \u2192 RUN-0026 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 upstream/main)\\nb63da8e 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 994 \u043a\u0430\u043a RUN-0026 (issue #279)\\nfc2aa75 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0015 \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 57204 (issue #282)\\n9e5f5c5 2026-08-21 runs: \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c RUN-0015 \u0432 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e run_type (issue #282)\\ncb29007 2026-08-21 chore: \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u043b\u043e\u0433\u0438 CI (ci-logs/)\\n6979106 2026-08-21 fix: \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 validate_issue_123_runs_contract.py \u043f\u043e\u0441\u043b\u0435 \u043c\u0435\u0440\u0436\u0430 (issue #272)\\n5f2374d 2026-08-21 chore: \u0443\u0431\u0440\u0430\u0442\u044c \u0436\u0443\u0440\u043d\u0430\u043b CI \u0438\u0437 \u0434\u0438\u0444\u0444\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (issue #272)\\nc361a47 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 1007 (RUN-0026) \u2014 \u0424\u0422 \u043d\u0430 \u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0421\u0434\u0435\u043b\u043a\u0438 \u0432 \u0410\u041c\u041e CRM \u043f\u043e \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u043c\u0443 \u0434\u043e\u0437\u0432\u043e\u043d\u0443\\n2b1c826 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 978 \u043a\u0430\u043a RUN-0027 (issue #284)\\n53f4a34 2026-08-21 runs: \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0447\u0430\u0442\u0430 978 \u0432 inputs/ RUN-0027\\n95824ff 2026-08-21 tools: \u0438\u043d\u043a\u0440\u0435\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0430\u043d\u043d\u0435\u0440 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432 \u0441 \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439 (issue #299)\\nc45aef3 2026-08-22 tools: \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u043c\u0435\u0441\u0442\u043e \u0445\u0430\u0440\u0434\u043a\u043e\u0434\u043d\u044b\u0445 \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u0432 (issue #299)\\n7b8bc41 2026-08-22 tools: \u0434\u0432\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0432 Makefile \u0438 \u0435\u0434\u0438\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 \u0432\u0445\u043e\u0434\u0430 \u0432 CI (issue #299)\\n9438b67 2026-08-22 tools: \u0443\u0441\u043a\u043e\u0440\u0438\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0441\u0441\u044b\u043b\u043e\u043a issue #265 (2.7s \u2192 1.4s) \u2014 issue #299\\nf2df4a6 2026-08-22 docs: \u0430\u043d\u0430\u043b\u0438\u0437 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432, tools/README, CONTRIBUTING, CHANGELOG (issue #299)\\nd795f46 2026-08-22 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0025 \u2192 RUN-0028 (\u043d\u043e\u043c\u0435\u0440\u0430 0025-0027 \u0437\u0430\u043d\u044f\u0442\u044b \u0432 main)\\n5e8e026 2026-08-22 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 994 \u0432 RUN-0029 (\u043d\u043e\u043c\u0435\u0440\u0430 0026-0028 \u0437\u0430\u043d\u044f\u0442\u044b \u0432 main)\\ne2e2200 2026-08-22 runs: \u0430\u043a\u0442\u0443\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u0430\u0442\u0443 \u0440\u0435\u0435\u0441\u0442\u0440\u0430 runs/README.md\\n7cfde0b 2026-08-22 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c RUN-0026 \u2192 RUN-0029 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 upstream/main)\\n590ebfc 2026-08-22 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c RUN-0029 \u2192 RUN-0016 (\u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u043d\u043e\u043c\u0435\u0440-\u043f\u0440\u043e\u0431\u0435\u043b, \u043d\u0435 \u043a\u043e\u043d\u043a\u0443\u0440\u0438\u0440\u0443\u0435\u0442 \u0441 upstream)\\nd121141 2026-08-22 refactor: \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438\u0437 \u043a\u043e\u0440\u043d\u044f \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u043e\u043c\u0430 ai-governance/ + ai-rules/ (issue #291, RFC #532 \u0425\u0430\u0431\u0430)\\n3643c05 2026-08-22 refactor(structure): \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0442\u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u043e\u043c\u0430 (issue #291)\\n946e605 2026-08-22 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c 25 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432 \u0447\u0430\u0442\u043e\u0432 \u0438\u0437 issue #309 \u043a\u0430\u043a \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 RUN-0030\u2014RUN-0054\\nae187ca 2026-08-22 kb: \u0438\u0437\u0432\u043b\u0435\u0447\u044c 4 PDF \u0438\u0437 issue #310 \u0438 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u0443\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\\nfe5d53a 2026-08-22 kb: \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0443\u044e \u0444\u0438\u043a\u0441\u0442\u0443\u0440\u0443, \u043e\u0442\u043a\u0430\u0437\u0430\u0442\u044c\u0441\u044f \u043e\u0442 Git LFS \u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 #310\\nf89d769 2026-08-23 feat(runs): RUN-0055 \u2014 \u043e\u0446\u0435\u043d\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 Utair.Chat \u2194 Mango Office\\n45a2a17 2026-08-25 feat(runs): RUN-0056 \u2014 gap-\u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0447\u0430\u0442\u043e\u0432 HH.ru \u0441 \u041a\u0426 Mango Office\\n8cd3ec0 2026-08-25 feat(kb): #317 \u2014 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0411\u0417 + \u0440\u0435\u0432\u0438\u0437\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b kb/\\nf81562f 2026-08-25 chore(kb): #317 \u2014 \u0443\u0431\u0440\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430 RUN-0056 \u043f\u043e \u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430\\n729614c 2026-08-25 fix(kb): #317 \u2014 \u043f\u0435\u0440\u0435\u043d\u0430\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u0430\u0434\u0440\u0435\u0441\u0430 \u0447\u0430\u043d\u043a\u043e\u0432 \u041a\u0426 \u043f\u043e\u0441\u043b\u0435 \u0441\u043b\u0438\u044f\u043d\u0438\u044f main\\n18c5af0 2026-08-25 chore(kb): #320 \u2014 \u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u044b \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0434\u043b\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u0411\u0417\\n9bc13ef 2026-08-25 feat(kb): #320 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 1\u0421, amoCRM, \u0411\u0438\u0442\u0440\u0438\u043a\u044124, BPMSoft, SIP Trunk\\n74262dc 2026-08-25 feat(kb): #320 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u00ab\u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430\u00bb v1.26.18\\n1a8841c 2026-08-25 feat(kb): #320 \u2014 \u043a\u043e\u043c\u043f\u043b\u0435\u043a\u0442 \u00ab\u0420\u0435\u0447\u0435\u0432\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb \u0438 \u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0439\\n3a47a5b 2026-08-25 docs(kb): #320 \u2014 \u0440\u0435\u0435\u0441\u0442\u0440 \u0411\u0417, \u0440\u0435\u0432\u0438\u0437\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 CHANGELOG\\n116dfe9 2026-08-25 feat(runs): #319 \u2014 RUN-0057, \u043e\u0446\u0435\u043d\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 (\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u2116 1\u20134)\\na38eb92 2026-08-25 feat(runs): #319 \u2014 L0 (\u0434\u043e\u0441\u043b\u043e\u0432\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430) \u0438 L4 (\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043f\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c)\\n18da75c 2026-08-26 chore: remove PR placeholder .gitkeep (issue #273 already fixed by RUN-0020)\\n437757c 2026-08-26 fix(runs): #273 \u2014 \u0443\u0431\u0440\u0430\u043d \u0434\u0443\u0431\u043b\u044c \u0441\u0442\u0440\u043e\u043a\u0438 \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 + \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\\n37bb44a 2026-08-26 feat(templates): #323 \u2014 \u0434\u0432\u0430 Issue Forms \u0448\u0430\u0431\u043b\u043e\u043d\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 runs + \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\\n2f37678 2026-08-26 feat(RUN-0057): #325 \u2014 L0 \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0451\u043d \u043d\u0430 \u0448\u0435\u0441\u0442\u044c \u043a\u043e\u043b\u043e\u043d\u043e\u043a \u0441 \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u043f\u043e \u0442\u0440\u0451\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\\nf5a6f18 2026-08-26 feat(RUN-0058): #329 \u2014 \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0447\u0430\u0442\u043e\u0432 HH.ru \u043f\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 API\\n31cd275 2026-08-26 feat(RUN-0059): #331 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u0439 \u0441\u043f\u0430\u0439\u043a \u0438 \u043c\u0430\u043f\u043f\u0438\u043d\u0433 \u0434\u0430\u043d\u043d\u044b\u0445 HH.ru \u0427\u0430\u0442\u044b \u2194 \u041a\u0426 Mango\\nb0706ad 2026-08-27 feat(RUN-0060): #333 \u2014 \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442 gap-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 L4 \u0441\u043e \u0441\u043d\u043e\u0441\u043a\u0430\u043c\u0438\\n32f4bc2 2026-08-28 feat(RUN-0061): #336 \u2014 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 human review \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 twin \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u0447\u0438 1090\\ncdb8db6 2026-08-28 feat(RUN-0060): #335 \u2014 \u0430\u0443\u0434\u0438\u0442 53 \u0441\u043d\u043e\u0441\u043e\u043a \u043e\u0442\u0447\u0451\u0442\u0430 L4 \u0438 \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 human review\\n3f21a08 2026-08-28 docs(analysis): #335 \u2014 \u0430\u043d\u0430\u043b\u0438\u0437 \u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0441\u0442\u0438 \u0441\u0441\u044b\u043b\u043e\u043a \u0434\u043b\u044f human review\\n03a7627 2026-08-28 fix(analysis): #335 \u2014 \u0443\u0447\u0435\u0441\u0442\u044c \u044f\u043a\u043e\u0440\u044f \u043d\u0430 \u0441\u0435\u043a\u0446\u0438\u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044f \u0442\u0435\u0433\u0430 \u0432 Redoc\\n0e368fe 2026-08-28 feat(RUN-0060): #335 \u2014 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0441\u0442\u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0430\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u043e\u0442\u0447\u0451\u0442\u0430 L4\\n1dcca69 2026-08-28 docs: #335 \u2014 ADR-011 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 RFC \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0437\u0430\u0434\u0430\u0447\\n7369989 2026-08-28 feat: #335 \u2014 \u0432\u0435\u0431-\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0447\u0451\u0442\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 765 \u0441 \u043f\u0430\u0440\u043e\u043b\u044c\u043d\u044b\u043c \u0434\u043e\u0441\u0442\u0443\u043f\u043e\u043c\\nc4902e0 2026-08-31 Revert \\\"[runs] \u041f\u0440\u043e\u0433\u043e\u043d L0: \u041e\u0446\u0435\u043d\u043a\u0430 3 \u043d\u043e\u0432\u044b\u0445 \u0422\u0417 \u043f\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0443 RUN-0057 \u0441 \u0436\u0435\u0441\u0442\u043a\u0438\u043c\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u043a \u0441\u0441\u044b\u043b\u043a\u0430\u043c\\\"\\n3ce63dd 2026-08-31 Auto-commit: Changes made by Claude during problem-solving session\\n8513fca 2026-08-31 feat(runs): add RUN-0062 appendix assessment\\nc9e2184 2026-08-31 test(runs): define RUN-0063 acceptance contract\\ne338549 2026-08-31 feat(runs): add RUN-0063 requirements for BCREQ-1074\\nae81360 2026-08-31 chore: remove issue branch placeholder\\n54cf5df 2026-08-31 feat(runs): add RUN-0064 report view requirements\\n8851b28 2026-08-31 chore: remove issue branch placeholder\\na6a587d 2026-08-31 feat(runs): add task 1099 feasibility audit\\nacb6c7b 2026-09-01 fix(runs): reassess RUN-0062 and RUN-0065\\n3d46f65 2026-09-01 fix(runs): correct LK citation pages\\ne0f4ba5 2026-09-01 feat(runs): RUN-0066 \u2014 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0422\u0417 task-1099 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u043e\u0439 LLM\\na661e1b 2026-09-01 feat(validation): verify citation pagination\\n08b47e3 2026-09-01 fix(validation): parse nested citation titles\\n00295d5 2026-09-01 docs(report): add RUN-0065 pagination RCA\\n3f5a86a 2026-09-01 chore(evidence): preserve raw trace whitespace\\n267d0ea 2026-09-01 fix(analysis): harden RCA reproducibility\\n381d0a5 2026-09-01 docs(changelog): clarify issue 353 gates\\n80175d8 2026-09-03 fix(validate): compare citation titles through normalize()\\n3c53cbe 2026-09-03 feat(runs): rework BCREQ-1074 requirements as RUN-0067 per issue #355\\ncbc6276 2026-09-03 chore(#357): \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u043f\u0440\u0438\u043d\u0442\u043e\u0432 \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0425\u0430\u0431\u0430\\ncce374d 2026-09-26 test(kb): reproduce incomplete processed KB migration\\nf64672c 2026-09-26 test(kb): validate historical extraction against pinned runtime\\nc6471da 2026-09-26 chore(kb): remove verified local copy and point to runtime\\n46a7ebe 2026-09-28 feat(runs): RUN-0068 L0 feasibility assessment of BCREQ-1114 (#363)\\ndba7b47 2026-09-28 feat(runs): RUN-0069 L0 feasibility assessment of BCREQ-1114v2 (#365)\",\n[2026-09-29T07:45:47.168Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:47.168Z] [INFO]       }\n[2026-09-29T07:45:47.168Z] [INFO]     ]\n[2026-09-29T07:45:47.168Z] [INFO]   },\n[2026-09-29T07:45:47.168Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:47.168Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:47.168Z] [INFO]   \"uuid\": \"6a0ac563-105e-415a-bea4-d807210292e8\",\n[2026-09-29T07:45:47.168Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:47.155Z\",\n[2026-09-29T07:45:47.168Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:47.168Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:47.168Z] [INFO] }\n[2026-09-29T07:45:47.212Z] [STDOUT] [log_62fc3f] sending request {\n[2026-09-29T07:45:47.224Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:47.233Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:47.242Z] [STDOUT]   options: {\n[2026-09-29T07:45:47.245Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:47.250Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:47.258Z] [STDOUT]     body: {\n[2026-09-29T07:45:47.260Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:47.262Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:47.265Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:47.268Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:47.271Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:47.274Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:47.276Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:47.281Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:47.285Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:47.289Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:47.294Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:47.300Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:47.304Z] [STDOUT]     },\n[2026-09-29T07:45:47.308Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:47.313Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:47.315Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:47.319Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:47.323Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:47.325Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:47.327Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:47.360Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:47.369Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:47.374Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:47.380Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:47.383Z] [STDOUT]     },\n[2026-09-29T07:45:47.399Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:47.402Z] [STDOUT]   },\n[2026-09-29T07:45:47.423Z] [STDOUT]   headers: {\n[2026-09-29T07:45:47.434Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:47.447Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:47.476Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:47.485Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:47.495Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:47.500Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:47.505Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:47.507Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:47.517Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:47.523Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:47.532Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:47.535Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1391\",\n[2026-09-29T07:45:47.542Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:47.546Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:47.548Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:47.551Z] [STDOUT]     \"x-client-request-id\": \"7b7ed0c2-2f07-4899-8b58-309eb52818a0\",\n[2026-09-29T07:45:47.554Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:47.559Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:47.562Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:47.567Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:47.570Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:47.575Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:47.580Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:47.583Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:47.586Z] [STDOUT]   },\n[2026-09-29T07:45:47.588Z] [STDOUT] }\n[2026-09-29T07:45:48.088Z] [STDOUT] [log_62fc3f, request-id: \"req_011CfXMnQyUFtdGGZnruRBJ5\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 881ms\n[2026-09-29T07:45:48.091Z] [STDOUT] [log_62fc3f] response start {\n[2026-09-29T07:45:48.094Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:48.098Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:48.100Z] [STDOUT]   headers: {\n[2026-09-29T07:45:48.106Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:48.111Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:48.117Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:48.119Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:48.125Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:48.128Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:48.134Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:48.144Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:48.150Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:48.161Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:48.168Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:48.172Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:48.178Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:48.181Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:48.185Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:48.190Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:48.192Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:48.200Z] [STDOUT]     \"cf-ray\": \"a4295ece1c044d8b-FRA\",\n[2026-09-29T07:45:48.203Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:48.207Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:48.215Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:48.227Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:48.239Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:48 GMT\",\n[2026-09-29T07:45:48.243Z] [STDOUT]     \"request-id\": \"req_011CfXMnQyUFtdGGZnruRBJ5\",\n[2026-09-29T07:45:48.252Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:48.256Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:48.265Z] [STDOUT]     traceresponse: \"00-a6496799d89091ce27f3d35a8f84aa99-395bf1f30b0e5ee6-01\",\n[2026-09-29T07:45:48.271Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:48.282Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:48.290Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:48.298Z] [STDOUT]   },\n[2026-09-29T07:45:48.304Z] [STDOUT]   durationMs: 881,\n[2026-09-29T07:45:48.308Z] [STDOUT] }\n[2026-09-29T07:45:48.320Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:48.324Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:48 GMT\",\n[2026-09-29T07:45:48.329Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:48.332Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:48.334Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:48.338Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:48.341Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:48.346Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:48.349Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:48.352Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:48.355Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:48.365Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:48.369Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:48.372Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:48.383Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:48.386Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:48.389Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:48.394Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:48.398Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:48.402Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:48.409Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:48.415Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:48.420Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:48.428Z] [STDOUT]   \"request-id\": \"req_011CfXMnQyUFtdGGZnruRBJ5\",\n[2026-09-29T07:45:48.436Z] [STDOUT]   \"traceresponse\": \"00-a6496799d89091ce27f3d35a8f84aa99-395bf1f30b0e5ee6-01\",\n[2026-09-29T07:45:48.450Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:48.459Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:48.466Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:48.470Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:48.472Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:48.476Z] [STDOUT]   \"cf-ray\": \"a4295ece1c044d8b-FRA\",\n[2026-09-29T07:45:48.480Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:48.485Z] [STDOUT] [log_62fc3f] response parsed {\n[2026-09-29T07:45:48.489Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:48.494Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:48.498Z] [STDOUT]   body: X {\n[2026-09-29T07:45:48.502Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:48.506Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:48.509Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:48.511Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:48.516Z] [STDOUT]     },\n[2026-09-29T07:45:48.522Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:48.526Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:48.530Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:48.534Z] [STDOUT]   },\n[2026-09-29T07:45:48.537Z] [STDOUT]   durationMs: 882,\n[2026-09-29T07:45:48.541Z] [STDOUT] }\n[2026-09-29T07:45:48.545Z] [INFO] {\n[2026-09-29T07:45:48.545Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"message\": {\n[2026-09-29T07:45:48.545Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:48.545Z] [INFO]     \"content\": [\n[2026-09-29T07:45:48.545Z] [INFO]       {\n[2026-09-29T07:45:48.545Z] [INFO]         \"tool_use_id\": \"toolu_014Tb7BHBx82fWAbWUnnuumV\",\n[2026-09-29T07:45:48.545Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:48.545Z] [INFO]         \"content\": \"23:# \u0418\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u044f \u0437\u043d\u0430\u043d\u0438\u0439 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438 \u0442\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u044f \u0441\u0432\u044f\u0437\u0435\u0439: \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 2026-09-07\\n33:## \u041c\u0435\u0442\u043e\u0434\\n48:## 1. \u0420\u0430\u0437\u043c\u0435\u0440 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n50:**368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u044f** \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\u0445.\\n56:| [`clarify-engine-ai`](https://github.com/G-Ivan-A/clarify-engine-ai) | 53 | 14 % | \u0421\u043f\u0438\u0446\u0430: \u0434\u0432\u0438\u0436\u043e\u043a \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 (RAG) |\\n58:## 2. \u0420\u0435\u0435\u0441\u0442\u0440 \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0430\u043c\\n63:| Standard | 53 | 26 | 19 | 8 |\\n83:## 3. \u0420\u0435\u0435\u0441\u0442\u0440 \u043f\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u0430\u043c\\n88:| \u0431\u0435\u0437 frontmatter | 53 | 14,4 % |\\n96:\u043d\u043e\u0440\u043c\u0430\u00bb (`canonical` + `accepted`), \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 **48 \u0438\u0437 368 \u2014 13 %**. \u0412\u0441\u0435 53\\n102:## 4. BA-\u0441\u043b\u043e\u0439\\n120:| **\u0418\u0442\u043e\u0433\u043e** | **114** |\\n134:\u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0451\u043d \u043f\u0440\u043e\u0447\u0442\u0435\u043d\u0438\u0435\u043c \u0432\u0441\u0435\u0445 53 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u2014 \u00a75.3.\\n136:## 5. \u0422\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u044f\\n141:### 5.1. \u041c\u0435\u0436\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u0430\u0441\u0438\u043c\u043c\u0435\u0442\u0440\u0438\u0447\u043d\u044b\\n162:### 5.3. \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 `clarify-engine-ai`: 0 \u0440\u0451\u0431\u0435\u0440 \u2260 0 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u0438\\n167:\u0447\u0442\u0435\u043d\u0438\u0435\u043c, \u0430 \u043d\u0435 \u043f\u043e\u0434\u0441\u0447\u0451\u0442\u043e\u043c \u0441\u0441\u044b\u043b\u043e\u043a, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u0441\u0435 53 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b \u0438 \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u044b\\n207:### 5.2. \u0426\u0435\u043d\u0442\u0440\u044b \u043f\u0440\u0438\u0442\u044f\u0436\u0435\u043d\u0438\u044f (\u0432\u0445\u043e\u0434\u044f\u0449\u0430\u044f \u0441\u0442\u0435\u043f\u0435\u043d\u044c)\\n236:### 5.3. \u0418\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0443\u0437\u043b\u044b\\n244:### 5.4. \u041a\u0430\u0440\u0442\u0430 \u0437\u043d\u0430\u043d\u0438\u0439 (\u0442\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0430\u044f)\\n296:  PARSE -.->|\\\"\u0437\u043d\u0430\u043d\u0438\u0435 \u0435\u0441\u0442\u044c, \u043a\u0430\u043d\u0430\u043b \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442(0 \u0440\u0451\u0431\u0435\u0440 \u043a \u0425\u0430\u0431\u0443 \u0438 Mango; 8 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 R1)\\\"| MU\\n308:## 6. \u0427\u0442\u043e \u044d\u0442\u043e\u0442 \u0437\u0430\u043c\u0435\u0440 \u043d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\\n324:## \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\n**4.2. \u0422\u0417 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043d\u0430 \u0432\u0445\u043e\u0434 \u0447\u0430\u0449\u0435, \u0447\u0435\u043c \u0432\u044b\u0445\u043e\u0434\u0438\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435.** \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435\\n\u2014 4 \u043a 0. \u041f\u0440\u043e\u0433\u043e\u043d\u044b\\n[`RUN-0055`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0055)\\n\u0438\\n[`RUN-0057`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0057)\\n\u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c **\u0447\u0443\u0436\u043e\u0433\u043e** \u0422\u0417 (\u0442\u0435\u043d\u0434\u0435\u0440\u043d\u0430\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430). \u0412\\n\u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0422\u0417 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 `M2`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0442\u0430\u043a\u043e\u0439 \u0432\u0445\u043e\u0434\\n\u043d\u0435 \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442\u0441\u044f \u0432\u043e\u0432\u0441\u0435 \u2014 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435. \u0412 \u0441\u043b\u043e\u0435\u0432\u043e\u0439 \u043e\u043d\\n\u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442\u0441\u044f \u0448\u0442\u0430\u0442\u043d\u043e: `M0` \u2014 \u044d\u0442\u043e \u00ab\u0434\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 \u0432\u0445\u043e\u0434\u00bb, \u0430 \u043d\u0435 \u00ab\u0441\u044b\u0440\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u00bb, \u0438 \u043a\u043b\u0430\u0441\u0441\\n`IA-2` (\u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 baseline) \u0432 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n[`normalization/20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/20-taxonomy.md)\\n\u0443\u0436\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0422\u0417.\",\n[2026-09-29T07:45:48.545Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:48.545Z] [INFO]       }\n[2026-09-29T07:45:48.545Z] [INFO]     ]\n[2026-09-29T07:45:48.545Z] [INFO]   },\n[2026-09-29T07:45:48.545Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"uuid\": \"4a3426f5-5623-408c-8a2f-8d6d44f4eed9\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:48.469Z\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:48.545Z] [INFO] }\n[2026-09-29T07:45:48.551Z] [STDOUT] [log_d041ef] sending request {\n[2026-09-29T07:45:48.555Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:48.558Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:48.560Z] [STDOUT]   options: {\n[2026-09-29T07:45:48.563Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:48.568Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:48.573Z] [STDOUT]     body: {\n[2026-09-29T07:45:48.581Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:48.592Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:48.596Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:48.601Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:48.604Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:48.608Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:48.615Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:48.629Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:48.640Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:48.655Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:48.659Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:48.665Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:48.670Z] [STDOUT]     },\n[2026-09-29T07:45:48.675Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:48.682Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:48.686Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:48.689Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:48.699Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:48.706Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:48.713Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:48.718Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:48.721Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:48.724Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:48.731Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:48.745Z] [STDOUT]     },\n[2026-09-29T07:45:48.762Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:48.767Z] [STDOUT]   },\n[2026-09-29T07:45:48.770Z] [STDOUT]   headers: {\n[2026-09-29T07:45:48.773Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:48.775Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:48.779Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:48.783Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:48.785Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:48.791Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:48.803Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:48.804Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:48.811Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:48.818Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:48.823Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:48.827Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1562\",\n[2026-09-29T07:45:48.841Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:48.849Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:48.859Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:48.876Z] [STDOUT]     \"x-client-request-id\": \"7322ec6f-e603-49c6-8640-98030b89e23a\",\n[2026-09-29T07:45:48.883Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:48.887Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:48.892Z] [STDOUT]     \"x-stainless-os\": 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\"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:49.566Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:49.571Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:49.576Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:49.578Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:49.582Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:49.586Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:49.595Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:49.599Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:49.605Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:49.609Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:49.615Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:49.624Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:49.628Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:49.632Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:49.635Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:49.640Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:49.644Z] [STDOUT]     \"cf-ray\": \"a4295ed62cc529ad-FRA\",\n[2026-09-29T07:45:49.650Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:49.653Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:49.659Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:49.663Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:49.666Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:49 GMT\",\n[2026-09-29T07:45:49.670Z] [STDOUT]     \"request-id\": \"req_011CfXMnWPuNqPjRS5CEVDbA\",\n[2026-09-29T07:45:49.674Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:49.683Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:49.690Z] [STDOUT]     traceresponse: \"00-2b2539e84a9c582536c7c47a2cb8e70a-67fb11ad8a9c8f7b-01\",\n[2026-09-29T07:45:49.704Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:49.709Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:49.715Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:49.731Z] [STDOUT]   },\n[2026-09-29T07:45:49.735Z] [STDOUT]   durationMs: 1044,\n[2026-09-29T07:45:49.738Z] [STDOUT] }\n[2026-09-29T07:45:49.744Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:49.751Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:49 GMT\",\n[2026-09-29T07:45:49.754Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:49.758Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:49.764Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:49.769Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:49.772Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:49.778Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:49.783Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:49.820Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:49.830Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:49.836Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:49.840Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:49.844Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:49.848Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:49.852Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:49.858Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:49.863Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:49.865Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:49.867Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:49.871Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:49.874Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:49.877Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:49.881Z] [STDOUT]   \"request-id\": \"req_011CfXMnWPuNqPjRS5CEVDbA\",\n[2026-09-29T07:45:49.886Z] [STDOUT]   \"traceresponse\": \"00-2b2539e84a9c582536c7c47a2cb8e70a-67fb11ad8a9c8f7b-01\",\n[2026-09-29T07:45:49.889Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:49.892Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:49.895Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:49.899Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:49.904Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:49.909Z] [STDOUT]   \"cf-ray\": \"a4295ed62cc529ad-FRA\",\n[2026-09-29T07:45:49.913Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:49.917Z] [STDOUT] [log_d041ef] response parsed {\n[2026-09-29T07:45:49.921Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:49.930Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:49.934Z] [STDOUT]   body: X {\n[2026-09-29T07:45:49.952Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:49.956Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:49.962Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:49.967Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:49.974Z] [STDOUT]     },\n[2026-09-29T07:45:49.982Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:49.992Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:49.998Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:50.005Z] [STDOUT]   },\n[2026-09-29T07:45:50.015Z] [STDOUT]   durationMs: 1044,\n[2026-09-29T07:45:50.021Z] [STDOUT] }\n[2026-09-29T07:45:50.761Z] [INFO] {\n[2026-09-29T07:45:50.761Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"message\": {\n[2026-09-29T07:45:50.761Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:50.761Z] [INFO]     \"id\": \"msg_011CfXMnRbAtdXK3ruYuoxrs\",\n[2026-09-29T07:45:50.761Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:50.761Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:50.761Z] [INFO]     \"content\": [\n[2026-09-29T07:45:50.761Z] [INFO]       {\n[2026-09-29T07:45:50.761Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:50.761Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:50.761Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:50.761Z] [INFO]     ],\n[2026-09-29T07:45:50.761Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:50.761Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:50.761Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:50.761Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:50.761Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:50.761Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:50.761Z] [INFO]       \"cache_creation_input_tokens\": 10610,\n[2026-09-29T07:45:50.761Z] [INFO]       \"cache_read_input_tokens\": 67044,\n[2026-09-29T07:45:50.761Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:50.761Z] [INFO]         \"ephemeral_5m_input_tokens\": 10610,\n[2026-09-29T07:45:50.761Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:50.761Z] [INFO]       },\n[2026-09-29T07:45:50.761Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:45:50.761Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:50.761Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:50.761Z] [INFO]     },\n[2026-09-29T07:45:50.761Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:50.761Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:50.761Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:50.761Z] [INFO]   },\n[2026-09-29T07:45:50.761Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"uuid\": \"dc4a5f1e-1976-4a2a-b0ad-67502f2ad30b\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:50.754Z\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"request_id\": \"req_011CfXMnQyUFtdGGZnruRBJ5\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:50.761Z] [INFO] }\n[2026-09-29T07:45:50.774Z] [INFO] {\n[2026-09-29T07:45:50.774Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"message\": {\n[2026-09-29T07:45:50.774Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:50.774Z] [INFO]     \"id\": \"msg_011CfXMnWxPSXtJgyzcf4ADP\",\n[2026-09-29T07:45:50.774Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:50.774Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:50.774Z] [INFO]     \"content\": [\n[2026-09-29T07:45:50.774Z] [INFO]       {\n[2026-09-29T07:45:50.774Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:50.774Z] [INFO]         \"id\": \"toolu_01QZvcfuPDgDqHAefJ3j3LHK\",\n[2026-09-29T07:45:50.774Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:50.774Z] [INFO]         \"input\": {\n[2026-09-29T07:45:50.774Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements && sed -n '48,100p;136,160p' 2026-09-07-ecosystem-knowledge-inventory.md\",\n[2026-09-29T07:45:50.774Z] [INFO]           \"description\": \"Read inventory sections 1-3, 5.1\"\n[2026-09-29T07:45:50.774Z] [INFO]         },\n[2026-09-29T07:45:50.774Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:50.774Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:50.774Z] [INFO]         }\n[2026-09-29T07:45:50.774Z] [INFO]       }\n[2026-09-29T07:45:50.774Z] [INFO]     ],\n[2026-09-29T07:45:50.774Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:50.774Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:50.774Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:50.774Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:50.774Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:50.774Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:50.774Z] [INFO]       \"cache_creation_input_tokens\": 1251,\n[2026-09-29T07:45:50.774Z] [INFO]       \"cache_read_input_tokens\": 70516,\n[2026-09-29T07:45:50.774Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:50.774Z] [INFO]         \"ephemeral_5m_input_tokens\": 1251,\n[2026-09-29T07:45:50.774Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:50.774Z] [INFO]       },\n[2026-09-29T07:45:50.774Z] [INFO]       \"output_tokens\": 20,\n[2026-09-29T07:45:50.774Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:50.774Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:50.774Z] [INFO]     },\n[2026-09-29T07:45:50.774Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:50.774Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:50.774Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:50.774Z] [INFO]   },\n[2026-09-29T07:45:50.774Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"uuid\": \"ca7dc325-7849-4b36-8be9-c1600d9074fa\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:50.770Z\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"request_id\": \"req_011CfXMnWPuNqPjRS5CEVDbA\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:50.774Z] [INFO] }\n[2026-09-29T07:45:50.782Z] [INFO] {\n[2026-09-29T07:45:50.782Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"description\": \"Running Read inventory sections 1-3, 5.1\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:50.782Z] [INFO]     \"total_tokens\": 72052,\n[2026-09-29T07:45:50.782Z] [INFO]     \"tool_uses\": 21,\n[2026-09-29T07:45:50.782Z] [INFO]     \"duration_ms\": 81493\n[2026-09-29T07:45:50.782Z] [INFO]   },\n[2026-09-29T07:45:50.782Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"uuid\": \"c3c98dec-d962-483d-b676-c64cd97bc2bc\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:50.782Z] [INFO] }\n[2026-09-29T07:45:51.967Z] [INFO] {\n[2026-09-29T07:45:51.967Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"message\": {\n[2026-09-29T07:45:51.967Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:51.967Z] [INFO]     \"content\": [\n[2026-09-29T07:45:51.967Z] [INFO]       {\n[2026-09-29T07:45:51.967Z] [INFO]         \"tool_use_id\": \"toolu_01QZvcfuPDgDqHAefJ3j3LHK\",\n[2026-09-29T07:45:51.967Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:51.967Z] [INFO]         \"content\": \"## 1. \u0420\u0430\u0437\u043c\u0435\u0440 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n**368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u044f** \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\u0445.\\n\\n| \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 | \u0414\u043e\u043b\u044f | \u0420\u043e\u043b\u044c \u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435 |\\n| --- | --- | --- | --- |\\n| [`hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab) | 251 | 68 % | \u0425\u0430\u0431: \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f |\\n| [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts) | 64 | 17 % | \u0421\u043f\u0438\u0446\u0430: \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0430\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430 \u0411\u0410 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u041a\u041a |\\n| [`clarify-engine-ai`](https://github.com/G-Ivan-A/clarify-engine-ai) | 53 | 14 % | \u0421\u043f\u0438\u0446\u0430: \u0434\u0432\u0438\u0436\u043e\u043a \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 (RAG) |\\n\\n## 2. \u0420\u0435\u0435\u0441\u0442\u0440 \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0430\u043c\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u0412\u0441\u0435\u0433\u043e | \u0425\u0430\u0431 | Mango | Clarify |\\n| --- | --- | --- | --- | --- |\\n| Research | 173 | 163 | \u2014 | 10 |\\n| Standard | 53 | 26 | 19 | 8 |\\n| RFC | 39 | 28 | 11 | \u2014 |\\n| ADR | 37 | 11 | 15 | 11 |\\n| Analysis | 31 | 13 | 7 | 11 |\\n| Audit | 21 | 6 | 9 | 6 |\\n| Backlog | 7 | \u2014 | \u2014 | 7 |\\n| Report | 7 | 4 | 3 | \u2014 |\\n\\n\u0422\u0440\u0438 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0438\u0437 \u0442\u0430\u0431\u043b\u0438\u0446\u044b, \u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438:\\n\\n1. **\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0441\u043e\u0441\u0440\u0435\u0434\u043e\u0442\u043e\u0447\u0435\u043d\u044b \u0432 \u0425\u0430\u0431\u0435** (163 \u0438\u0437 173). \u0421\u043f\u0438\u0446\u044b \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442\\n   \u0440\u0435\u0448\u0435\u043d\u0438\u044f (ADR/RFC) \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b, \u043d\u043e \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0433\u043e \u0437\u043d\u0430\u043d\u0438\u044f \u2014\\n   \u0443 Mango \u043a\u043b\u0430\u0441\u0441 Research \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438.\\n2. **\u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u0440\u0430\u0441\u0441\u0440\u0435\u0434\u043e\u0442\u043e\u0447\u0435\u043d\u044b** (26 / 19 / 8). \u041d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0441\u043b\u043e\u0439 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432\\n   \u0442\u0440\u0451\u0445 \u043c\u0435\u0441\u0442\u0430\u0445 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e; \u043d\u0438 \u043e\u0434\u0438\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043d\u0435 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u0438\u0445 \u0432\\n   \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f.\\n3. **\u0420\u0435\u0448\u0435\u043d\u0438\u0439 \u0431\u043e\u043b\u044c\u0448\u0435, \u0447\u0435\u043c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439, \u0432 \u043e\u0431\u0435\u0438\u0445 \u0441\u043f\u0438\u0446\u0430\u0445.** \u0423 Mango 26 ADR+RFC\\n   \u043f\u0440\u043e\u0442\u0438\u0432 7 Analysis; \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u044e\u0442\u0441\u044f \u0431\u044b\u0441\u0442\u0440\u0435\u0435, \u0447\u0435\u043c \u043d\u0430\u043a\u0430\u043f\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f\\n   \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430.\\n\\n## 3. \u0420\u0435\u0435\u0441\u0442\u0440 \u043f\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u0430\u043c\\n\\n| \u0421\u0442\u0430\u0442\u0443\u0441 | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 | \u0414\u043e\u043b\u044f |\\n| --- | --- | --- |\\n| `draft` | 242 | 65,8 % |\\n| \u0431\u0435\u0437 frontmatter | 53 | 14,4 % |\\n| `accepted` | 41 | 11,1 % |\\n| `proposed` | 17 | 4,6 % |\\n| `canonical` | 7 | 1,9 % |\\n| `reviewed` | 5 | 1,4 % |\\n| `superseded` / `review` / `complete` | \u043f\u043e 1 | 0,8 % |\\n\\n**\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u0444\u0430\u043a\u0442 \u0434\u043b\u044f \u0424\u0422-2.** \u0414\u043e\u043b\u044f \u0437\u043d\u0430\u043d\u0438\u044f, \u0434\u043e\u0448\u0435\u0434\u0448\u0435\u0433\u043e \u0434\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u00ab\u043f\u0440\u0438\u0433\u043e\u0434\u043d\u043e \u043a\u0430\u043a\\n\u043d\u043e\u0440\u043c\u0430\u00bb (`canonical` + `accepted`), \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 **48 \u0438\u0437 368 \u2014 13 %**. \u0412\u0441\u0435 53\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0431\u0435\u0437 frontmatter \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0430\u0442 `clarify-engine-ai`: \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435\\n\u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d \u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 frontmatter \u0425\u0430\u0431\u0430\\n([`standards/frontmatter-docs-standard.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/frontmatter-docs-standard.md)),\\n\u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0435\u0433\u043e \u0437\u043d\u0430\u043d\u0438\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043d\u0435\u043e\u0442\u043b\u0438\u0447\u0438\u043c\u043e \u043f\u043e \u0437\u0440\u0435\u043b\u043e\u0441\u0442\u0438.\\n## 5. \u0422\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u044f\\n\\n\u0413\u0440\u0430\u0444 \u0441\u0441\u044b\u043b\u043e\u043a \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: **3361 \u0440\u0435\u0431\u0440\u043e**, \u0438\u0437 \u043d\u0438\u0445 **200 \u2014 \u043c\u0435\u0436\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u043d\u044b\u0435**,\\n**19 \u0443\u0437\u043b\u043e\u0432 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b** (\u043d\u0438 \u0432\u0445\u043e\u0434\u044f\u0449\u0438\u0445, \u043d\u0438 \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0438\u0445 \u0440\u0451\u0431\u0435\u0440 \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430).\\n\\n### 5.1. \u041c\u0435\u0436\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u0430\u0441\u0438\u043c\u043c\u0435\u0442\u0440\u0438\u0447\u043d\u044b\\n\\n| \u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 | \u0420\u0451\u0431\u0435\u0440 |\\n| --- | --- |\\n| `mango` \u2192 `hub` | 81 |\\n| `hub` \u2192 `mango` | 31 |\\n| `hub` \u2192 `clarify` | 1 |\\n| `clarify` \u2192 `hub` | 0 |\\n| `clarify` \u2192 `mango`, `mango` \u2192 `clarify` | 0 |\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u00ab\u0425\u0430\u0431 \u2014 \u0441\u043f\u0438\u0446\u0430\u00bb \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f Mango: \u0441\u043f\u0438\u0446\u0430 \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0425\u0430\u0431 \u0432 2,6 \u0440\u0430\u0437\u0430 \u0447\u0430\u0449\u0435, \u0447\u0435\u043c \u0425\u0430\u0431 \u043d\u0430 \u043d\u0435\u0451, \u2014 \u044d\u0442\u043e \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0442\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u044f \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n\u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438. \u0423 `clarify-engine-ai` **\u043a\u0430\u043d\u0430\u043b \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442**: \u043e\u0434\u043d\u0430\\n\u0432\u0445\u043e\u0434\u044f\u0449\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u0438 \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0435\u0439, \u0442\u043e \u0435\u0441\u0442\u044c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u0446\u0438\u0442\u0438\u0440\u0443\u0435\u0442\\n\u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e \u0425\u0430\u0431\u0430 \u0438 \u043d\u0435 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0437\u043d\u0430\u043d\u0438\u0435 \u0432 \u043d\u0435\u0433\u043e.\\n\\n> **\u0427\u0442\u043e \u044d\u0442\u043e\u0442 \u043d\u043e\u043b\u044c \u0437\u043d\u0430\u0447\u0438\u0442 \u0438 \u0447\u0435\u0433\u043e \u043d\u0435 \u0437\u043d\u0430\u0447\u0438\u0442.** \u041d\u043e\u043b\u044c \u2014 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 **\u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f**, \u0430 \u043d\u0435\\n> \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f. \u0418\u0437 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044f \u0440\u0451\u0431\u0435\u0440 \u043d\u0435 \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u043d\u0438\u044f, \u0438\\n> \u043f\u043e\u0434\u043c\u0435\u043d\u044f\u0442\u044c \u043e\u0434\u043d\u043e \u0434\u0440\u0443\u0433\u0438\u043c \u043d\u0435\u043b\u044c\u0437\u044f: \u044d\u0442\u043e \u0441\u0443\u0437\u0438\u043b\u043e \u0431\u044b \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440 \u0442\u0435\u043c\u044b \u043f\u043e \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u043c\u0443\\n> \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0443. \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u0430 \u0432 \u00a75.3.\",\n[2026-09-29T07:45:51.967Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:51.967Z] [INFO]       }\n[2026-09-29T07:45:51.967Z] [INFO]     ]\n[2026-09-29T07:45:51.967Z] [INFO]   },\n[2026-09-29T07:45:51.967Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"uuid\": \"af887a1a-7856-4f31-8c0c-0b52b2159e1d\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:51.963Z\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:51.967Z] [INFO] }\n[2026-09-29T07:45:52.008Z] [STDOUT] [log_debf8c] sending request {\n[2026-09-29T07:45:52.013Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:52.018Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:52.030Z] [STDOUT]   options: {\n[2026-09-29T07:45:52.035Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:52.040Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:52.050Z] [STDOUT]     body: {\n[2026-09-29T07:45:52.065Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:52.071Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:52.074Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:52.077Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:52.083Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:52.087Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:52.096Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:52.101Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:52.110Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:52.114Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:52.126Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:52.131Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:52.133Z] [STDOUT]     },\n[2026-09-29T07:45:52.140Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:52.145Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:52.148Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:52.158Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:52.165Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:52.179Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:52.184Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:52.204Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:52.217Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:52.241Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:52.244Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:52.247Z] [STDOUT]     },\n[2026-09-29T07:45:52.249Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:52.251Z] [STDOUT]   },\n[2026-09-29T07:45:52.254Z] [STDOUT]   headers: {\n[2026-09-29T07:45:52.264Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:52.268Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:52.275Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:52.278Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:52.283Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:52.288Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:52.298Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:52.302Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:52.305Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:52.308Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:52.326Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:52.337Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1171\",\n[2026-09-29T07:45:52.342Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:52.347Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:52.352Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:52.355Z] [STDOUT]     \"x-client-request-id\": \"238b0771-4b7b-4e64-982f-566cf879f298\",\n[2026-09-29T07:45:52.361Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:52.365Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:52.369Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:52.373Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:52.377Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:52.380Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:52.384Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:52.386Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:52.390Z] [STDOUT]   },\n[2026-09-29T07:45:52.395Z] [STDOUT] }\n[2026-09-29T07:45:52.837Z] [STDOUT] [log_debf8c, request-id: \"req_011CfXMnmHb4ULj5gGvBR3ns\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 831ms\n[2026-09-29T07:45:52.841Z] [STDOUT] [log_debf8c] response start {\n[2026-09-29T07:45:52.852Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:52.866Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:52.871Z] [STDOUT]   headers: {\n[2026-09-29T07:45:52.874Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:52.878Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:52.881Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:52.884Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:52.891Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:52.901Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:52.907Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:52.911Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:52.916Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:52.921Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:52.926Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:52.929Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:52.933Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:52.940Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:52.943Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:52.948Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:52.953Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:52.957Z] [STDOUT]     \"cf-ray\": \"a4295eec1fc029ad-FRA\",\n[2026-09-29T07:45:52.961Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:52.964Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:52.970Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:52.973Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:52.979Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:52 GMT\",\n[2026-09-29T07:45:52.982Z] [STDOUT]     \"request-id\": \"req_011CfXMnmHb4ULj5gGvBR3ns\",\n[2026-09-29T07:45:52.984Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:52.986Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:52.990Z] [STDOUT]     traceresponse: \"00-4b4354ccc67f827d0049dafa3df3fc99-6663a1aad88bad38-01\",\n[2026-09-29T07:45:52.995Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:52.999Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:53.003Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:53.010Z] [STDOUT]   },\n[2026-09-29T07:45:53.016Z] [STDOUT]   durationMs: 831,\n[2026-09-29T07:45:53.023Z] [STDOUT] }\n[2026-09-29T07:45:53.033Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:53.036Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:52 GMT\",\n[2026-09-29T07:45:53.039Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:53.048Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:53.052Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:53.055Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:53.059Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:53.062Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:53.065Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:53.068Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:53.079Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:53.084Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:53.090Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:53.093Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:53.098Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:53.103Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:53.106Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:53.113Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:53.117Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:53.130Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:53.135Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:53.139Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:53.145Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:53.151Z] [STDOUT]   \"request-id\": \"req_011CfXMnmHb4ULj5gGvBR3ns\",\n[2026-09-29T07:45:53.159Z] [STDOUT]   \"traceresponse\": \"00-4b4354ccc67f827d0049dafa3df3fc99-6663a1aad88bad38-01\",\n[2026-09-29T07:45:53.163Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:53.169Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:53.177Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:53.187Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:53.197Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:53.201Z] [STDOUT]   \"cf-ray\": \"a4295eec1fc029ad-FRA\",\n[2026-09-29T07:45:53.206Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:53.215Z] [STDOUT] [log_debf8c] response parsed {\n[2026-09-29T07:45:53.221Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:53.227Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:53.232Z] [STDOUT]   body: X {\n[2026-09-29T07:45:53.236Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:53.241Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:53.246Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:53.252Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:53.263Z] [STDOUT]     },\n[2026-09-29T07:45:53.267Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:53.273Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:53.277Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:53.282Z] [STDOUT]   },\n[2026-09-29T07:45:53.286Z] [STDOUT]   durationMs: 832,\n[2026-09-29T07:45:53.293Z] [STDOUT] }\n[2026-09-29T07:45:53.308Z] [INFO] {\n[2026-09-29T07:45:53.308Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"message\": {\n[2026-09-29T07:45:53.308Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:53.308Z] [INFO]     \"id\": \"msg_011CfXMnRbAtdXK3ruYuoxrs\",\n[2026-09-29T07:45:53.308Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:53.308Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:53.308Z] [INFO]     \"content\": [\n[2026-09-29T07:45:53.308Z] [INFO]       {\n[2026-09-29T07:45:53.308Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:53.308Z] [INFO]         \"id\": \"toolu_012v9Ec9K2cCgKGrGG32u9MJ\",\n[2026-09-29T07:45:53.308Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:53.308Z] [INFO]         \"input\": {\n[2026-09-29T07:45:53.308Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && for t in GigaCode Gigacode gigacode Cline cline \\\"Claude Code\\\" Codex \\\"Qwen\\\" \\\"qwen chat\\\" \\\"chat.qwen\\\" \\\"OpenAI Codex\\\" \\\"Cursor\\\" \\\"konard\\\" \\\"hive-mind\\\" \\\"AI issue solver\\\" \\\"golden\\\" \\\"\u044d\u0442\u0430\u043b\u043e\u043d\\\" \\\"fail-closed\\\" \\\"human gate\\\" \\\"human-gate\\\" \\\"skill\\\" \\\"SKILL.md\\\" \\\"\u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\\\" \\\"\u0441\u0432\u0435\u0440\u043a\\\" \\\"twin\\\" \\\"Jira\\\" \\\"Confluence\\\"; do printf \\\"%-18s %s files\\\\n\\\" \\\"$t\\\" \\\"$(grep -rIl --exclude-dir=.git -- \\\"$t\\\" . | wc -l)\\\"; done\",\n[2026-09-29T07:45:53.308Z] [INFO]           \"description\": \"Search key terms counts\"\n[2026-09-29T07:45:53.308Z] [INFO]         },\n[2026-09-29T07:45:53.308Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:53.308Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:53.308Z] [INFO]         }\n[2026-09-29T07:45:53.308Z] [INFO]       }\n[2026-09-29T07:45:53.308Z] [INFO]     ],\n[2026-09-29T07:45:53.308Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:53.308Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:53.308Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:53.308Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:53.308Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:53.308Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:53.308Z] [INFO]       \"cache_creation_input_tokens\": 10610,\n[2026-09-29T07:45:53.308Z] [INFO]       \"cache_read_input_tokens\": 67044,\n[2026-09-29T07:45:53.308Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:53.308Z] [INFO]         \"ephemeral_5m_input_tokens\": 10610,\n[2026-09-29T07:45:53.308Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:53.308Z] [INFO]       },\n[2026-09-29T07:45:53.308Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:45:53.308Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:53.308Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:53.308Z] [INFO]     },\n[2026-09-29T07:45:53.308Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:53.308Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:53.308Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:53.308Z] [INFO]   },\n[2026-09-29T07:45:53.308Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"uuid\": \"568c9e39-1397-46b5-9f12-2a6b33d1353d\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:53.258Z\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"request_id\": \"req_011CfXMnQyUFtdGGZnruRBJ5\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:53.308Z] [INFO] }\n[2026-09-29T07:45:53.314Z] [INFO] {\n[2026-09-29T07:45:53.314Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"description\": \"Running Search key terms counts\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:53.314Z] [INFO]     \"total_tokens\": 78435,\n[2026-09-29T07:45:53.314Z] [INFO]     \"tool_uses\": 19,\n[2026-09-29T07:45:53.314Z] [INFO]     \"duration_ms\": 90964\n[2026-09-29T07:45:53.314Z] [INFO]   },\n[2026-09-29T07:45:53.314Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"uuid\": \"a56c9cfa-9322-47c9-9afe-b45747543f6c\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:53.314Z] [INFO] }\n[2026-09-29T07:45:55.076Z] [INFO] {\n[2026-09-29T07:45:55.076Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:55.076Z] [INFO]   \"message\": {\n[2026-09-29T07:45:55.076Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:55.076Z] [INFO]     \"id\": \"msg_011CfXMnmjtJ5qUhgjcZ4fZz\",\n[2026-09-29T07:45:55.076Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:55.076Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:55.076Z] [INFO]     \"content\": [\n[2026-09-29T07:45:55.076Z] [INFO]       {\n[2026-09-29T07:45:55.076Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:55.076Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:55.076Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:55.076Z] [INFO]     ],\n[2026-09-29T07:45:55.076Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:55.076Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:55.076Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:55.076Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:55.076Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:55.076Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:55.076Z] [INFO]       \"cache_creation_input_tokens\": 1841,\n[2026-09-29T07:45:55.076Z] [INFO]       \"cache_read_input_tokens\": 71767,\n[2026-09-29T07:45:55.076Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:55.076Z] [INFO]         \"ephemeral_5m_input_tokens\": 1841,\n[2026-09-29T07:45:55.076Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:55.076Z] [INFO]       },\n[2026-09-29T07:45:55.076Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:55.076Z] [INFO]       \"service_tier\": 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[\n[2026-09-29T07:45:57.223Z] [INFO]       {\n[2026-09-29T07:45:57.223Z] [INFO]         \"tool_use_id\": \"toolu_01MCuFwb6iF5LY4RkMqwjq4U\",\n[2026-09-29T07:45:57.223Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:57.223Z] [INFO]         \"content\": \"  - \\\"research/ba-requirements/normalization/10-theory.md\\\"\\n  - \\\"research/ba-requirements/normalization/20-taxonomy.md\\\"\\n  - \\\"research/ba-requirements/normalization/30-decision-framework.md\\\"\\n  - \\\"research/ba-requirements/normalization/40-practice-and-cases.md\\\"\\n  - \\\"research/ba-requirements/normalization/50-open-research.md\\\"\\n  - \\\"docs/rfc/2026-07-17-rfc-reference-research-pattern.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539\\\"\\n---\\n\\n# \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0432\u0445\u043e\u0434\u044f\u0449\u0438\u0445 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f: \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0438 \u043a\u0430\u0440\u0442\u0430 \u0447\u0442\u0435\u043d\u0438\u044f\\n\\n> **\u041c\u043e\u0434\u0443\u043b\u044c.** \u042d\u0442\u043e \u0444\u0430\u0439\u043b `00-introduction.md` \u043c\u043e\u0434\u0443\u043b\u044f\\n> [`research/ba-requirements/normalization/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/normalization),\\n> \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u043e **Reference Research Pattern** (\u0441\u0442\u0430\u0442\u0443\u0441 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u0430: Experimental,\\n> \u0441\u043c. [RFC: Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md)\\n> \u0438 [`standards/research-standard.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/research-standard.md)).\\n>\\n> **\u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a.** \u0412\u0441\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043c\u043e\u0434\u0443\u043b\u044f \u2014 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 (\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 issue\\n> [#539](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539)).\\n> \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0432\\n> [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/40-practice-and-cases.md):\\n> \u0442\u0430\u043c \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b \u043f\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435\\n> \u043f\u0440\u0430\u0432\u0438\u043b\u0430 P2.\\n>\\n> **\u0421\u0442\u0430\u0442\u0443\u0441.** `draft`. \u041c\u043e\u0434\u0443\u043b\u044c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u043c \u0432\u0445\u043e\u0434\u043e\u043c \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f\\n> BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432; \u0441\u0430\u043c \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0438 \u043d\u0435 \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e\\n> \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430.\\n\\n## BLUF\\n\\n1. **\u0422\u0435\u0440\u043c\u0438\u043d.** \u0420\u043e\u0434\u043e\u0432\u044b\u043c \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043c \u0434\u043b\u044f \u0432\u0445\u043e\u0434\u0430 BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f\\n   **\u00ab\u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb (Initiating Artifact)** \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n   \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u0435\u0439 \u043d\u0430 \u0441\u0435\u043c\u044c \u043a\u043b\u0430\u0441\u0441\u043e\u0432 IA-1\u2026IA-7. \u00ab\u0417\u0430\u043f\u0440\u043e\u0441\u00bb \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u043e\u043c\u043e\u043d\u0438\u043c,\\n   `Change Request` \u2014 \u043a\u0430\u043a \u0442\u0435\u0440\u043c\u0438\u043d, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0449\u0438\u0439 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 baseline,\\n   `Demand` \u2014 \u043a\u0430\u043a \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c\u043d\u0430\u044f, \u0430 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0430\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c. \u0420\u0430\u0437\u0431\u043e\u0440 \u2014\\n   [\u00a74 \u0444\u0430\u0439\u043b\u0430 10-theory.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/10-theory.md#4-\u0440\u0435\u0448\u0435\u043d\u0438\u0435-t1--\u0442\u0435\u0440\u043c\u0438\u043d-\u0434\u043b\u044f-\u0432\u0445\u043e\u0434\u0430-ba-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432).\\n2. **\u0413\u043b\u0430\u0432\u043d\u0430\u044f \u043f\u043e\u0442\u0435\u0440\u044f \u2014 \u043d\u0435 \u0432 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u0432 \u043e\u0446\u0435\u043d\u043a\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f.**\\n   \u0421\u043b\u043e\u0432\u0430 \u00ab\u043f\u043e\u043a\u0440\u044b\u0442*\u00bb \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u0432 41 \u0438\u0437 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 Mango, \u0430 `discoverab*` \u2014 \u0432\\n   \u043d\u0443\u043b\u0435: \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e \u0440\u0435\u0448\u0430\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u00ab\u0435\u0441\u0442\u044c \u043b\u0438 \u044d\u0442\u043e \u0443\u0436\u0435 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0435\u00bb \u0438 \u043d\u0438 \u0440\u0430\u0437\u0443\\n   \u043d\u0435 \u043d\u0430\u0437\u0432\u0430\u043b\u0430 \u0435\u0451. \u042d\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442 **\u043e\u0446\u0435\u043d\u043a\u0443 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u0441 \u0433\u0435\u0439\u0442\u043e\u043c**, \u0430\\n   \u043d\u0435 \u043f\u043e\u0434\u0448\u0430\u0433\u043e\u043c \u0430\u043d\u0430\u043b\u0438\u0437\u0430.\\n3. **\u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0430\u0434\u0451\u0436\u043d\u044b\u043c \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e.** \u0412 9 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0438\u0437 56\\n   \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e `hallucinations_shipped > 0` \u2014 \u0432\u044b\u043c\u044b\u0441\u0435\u043b \u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u043e\u0448\u0451\u043b \u0434\u043e\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043f\u0440\u043e\u0439\u0434\u044f \u0440\u0435\u0432\u044c\u044e. \u041b\u044e\u0431\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 (\u0440\u0443\u0447\u043d\u0430\u044f, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f,\\n   \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u0430\u044f) \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0438\u043c\u0435\u0442\u044c **\u043c\u0430\u0448\u0438\u043d\u043d\u043e-\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439** \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0437\u0430\u0437\u0435\u043c\u043b\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435\\n   \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u043e\u0434\u043f\u0438\u0441\u044c.\\n4. **\u0414\u0432\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u0430 \u043d\u0435 \u043e\u0434\u043d\u0430.** \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f (\u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430\u044f \u043d\u0430 IT/B2B SaaS) \u0438\\n   Mango-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b \u0436\u0451\u0441\u0442\u043a\u043e \u0438 \u0441\u0432\u044f\u0437\u0430\u043d\u044b **\u043c\u0430\u0442\u0440\u0438\u0446\u0435\u0439 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438**\\n   ([\u00a71 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/30-decision-framework.md#1-\u043c\u0430\u0442\u0440\u0438\u0446\u0430-\u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438-\u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f--mango-\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f)).\\n   \u0421\u0446\u0435\u043f\u043a\u0430 \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 `domain \u2192 capability \u2192 feature \u2192 function`.\\n5. **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u043f\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u2014 \u0433\u0438\u0431\u0440\u0438\u0434 (H-H)**, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0438\u0441\u0441: \u0440\u0443\u0447\u043d\u043e\u0439\\n   \u0440\u0435\u0436\u0438\u043c \u043d\u0435 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 56+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0437\u0430\u0437\u0435\u043c\u043b\u0435\u043d\u0438\u044f,\\n   \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u043e \u043f. 3. \u0420\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0439 \u043a\u0430\u0436\u0434\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0434\u043b\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438,\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u2014\\n   [\u00a74 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/30-decision-framework.md#4-\u0442\u0440\u0438-\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b-\u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438).\\n6. **\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0439 \u044d\u0444\u0444\u0435\u043a\u0442 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e\\n   \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0438 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442.** \u0420\u0435\u0435\u0441\u0442\u0440 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 **\u0432\u0441\u0435** \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u044e\u0449\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b,\\n   \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043e\u0442\u043a\u043b\u043e\u043d\u0451\u043d\u043d\u044b\u0435; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0438 \u2014 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u0441 \u0434\u0440\u0443\u0433\u0438\u043c\\n   \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c \u0438 \u0434\u0440\u0443\u0433\u0438\u043c \u0440\u0438\u0442\u043c\u043e\u043c\\n   ([\u00a75 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/30-decision-framework.md#5-\u043f\u0440\u043e\u0446\u0435\u0441\u0441-\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438-\u0438-\u0440\u0435\u0435\u0441\u0442\u0440-\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439)).\\n7. **\u0420\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f GRA \u043f\u043e\u0432\u0435\u0440\u0445 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432 \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n   (H6), \u0430 \u043d\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430.** \u041e\u043d\u0430 \u044f\u0432\u043d\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u0430 \u043a\u0430\u043a \u043d\u0435\u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u0430\u044f \u0438\\n   \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u0430 \u0432\\n   [\u00a74 \u0444\u0430\u0439\u043b\u0430 20-taxonomy.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/20-taxonomy.md#4-\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430-h6--\u0440\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0439-\u0441\u043b\u043e\u0439-\u043f\u043e\u0432\u0435\u0440\u0445-\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438-\u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432)\\n   \u0441 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430\\n   [`research/reputation-technologies`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/reputation-technologies).\\n8. **\u0410\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f.** \u041f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044e \u043f\u043e\u0434\u043b\u0435\u0436\u0430\u0442\\n   \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044d\u0442\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043a\u043e\u043c\u043f\u043e\u043d\u0443\u044e\u0442: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432\u0445\u043e\u0434\u0430, \u0433\u0435\u0439\u0442\u044b, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438\\n   \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439, \u0440\u0435\u0435\u0441\u0442\u0440. \u041e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u2014\\n   [\u00a76 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/30-decision-framework.md#6-\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435-\u0434\u043b\u044f-\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f-ba-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432).\\n\\n## \u041a\u0430\u0440\u0442\u0430 \u0447\u0442\u0435\u043d\u0438\u044f\\n\\n| \u0424\u0430\u0439\u043b | \u0427\u0442\u043e \u0432\u043d\u0443\u0442\u0440\u0438 | \u041a\u043e\u043c\u0443 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d |\\n| --- | --- | --- |\\n| [`00-introduction.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/00-introduction.md) | BLUF, \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f, \u043c\u0435\u0442\u043e\u0434, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f | \u0432\u0441\u0435\u043c |\\n| [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/10-theory.md) | \u0440\u0430\u043c\u043a\u0430 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u043e\u0431\u044a\u0435\u043a\u0442\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c, \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u043e \u0442\u0435\u0440\u043c\u0438\u043d\u0443, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b H1\u2013H10 | \u0442\u0435\u043c, \u043a\u0442\u043e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0441\u043f\u043e\u0440\u0438\u0442 \u0441 \u043d\u0438\u043c\u0438 |\\n| [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/20-taxonomy.md) | \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 IA-1\u2026IA-7, \u043e\u0441\u0438 O1\u2013O6, \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u044b (\u043a\u043e\u043d\u0442\u0443\u0440\u044b), \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 GRA, \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b U1\u2013U9, \u0441\u0440\u0435\u0437 Mango | \u0432\u0441\u0435\u043c, \u043a\u0442\u043e \u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0440\u0430\u043c\u043a\u043e\u0439 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 |\\n| [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/30-decision-framework.md) | \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438, \u0446\u0438\u043a\u043b \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0433\u0435\u0439\u0442\u044b, \u0432\u044b\u0431\u043e\u0440 \u043c\u043e\u0434\u0435\u043b\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0442\u0440\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0440\u0435\u0435\u0441\u0442\u0440 \u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 | \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440\u0430\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0430\u0432\u0442\u043e\u0440\u0430\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 |\\n| [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/40-practice-and-cases.md) | \u043a\u043e\u0440\u043f\u0443\u0441 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0442\u044b\u0440\u0435 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u0430 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u0440\u0430\u0437\u0431\u043e\u0440 \u00ab\u0447\u0442\u043e \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u043e / \u0447\u0442\u043e \u043d\u0435\u0442\u00bb | \u0442\u0435\u043c, \u043a\u043e\u043c\u0443 \u043d\u0443\u0436\u043d\u044b \u043f\u0440\u0435\u0446\u0435\u0434\u0435\u043d\u0442\u044b |\\n| [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/50-open-research.md) | \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0440\u0430\u043d\u0436\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0433\u0438\u043f\u043e\u0442\u0435\u0437, \u0432\u0445\u043e\u0434 \u0434\u043b\u044f RFC, \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, \u0441\u0430\u043c\u043e\u0430\u0443\u0434\u0438\u0442 | \u0440\u0435\u0432\u044c\u044e\u0435\u0440\u0443 \u0438 \u0430\u0432\u0442\u043e\u0440\u0443 RFC |\\n\\n\u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b:\\n\\n- **\u00ab\u043c\u043d\u0435 \u043d\u0443\u0436\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0435\u0440\u043c\u0438\u043d\u00bb** \u2014 `10-theory.md` \u00a74;\\n- **\u00ab\u043c\u043d\u0435 \u043d\u0443\u0436\u043d\u043e \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432\u0445\u043e\u0434\u044f\u0449\u0435\u0435\u00bb** \u2014 `20-taxonomy.md` \u00a71\u2013\u00a72;\\n- **\u00ab\u043c\u043d\u0435 \u043d\u0443\u0436\u043d\u043e \u0440\u0435\u0448\u0438\u0442\u044c, \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u044d\u0442\u043e \u0438\u043b\u0438 \u043a\u0430\u0441\u0442\u043e\u043c\u00bb** \u2014 `30-decision-framework.md` \u00a73;\\n- **\u00ab\u044f \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b\u00bb** \u2014 `30-decision-framework.md` \u0446\u0435\u043b\u0438\u043a\u043e\u043c + \u00a76.\\n\\n## 1. \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430\\n\\n\u0412\u0445\u043e\u0434 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u043d\u0438 \u0438\u043c\u0435\u043d\u0438, \u043d\u0438 \u0442\u0438\u043f\u0430, \u043d\u0438 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e\\n\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430. \u041d\u0430 \u0432\u0445\u043e\u0434 \u043f\u0440\u0438\u0445\u043e\u0434\u044f\u0442: \u0440\u0435\u043f\u043b\u0438\u043a\u0430 \u0432 \u0447\u0430\u0442\u0435, \u043f\u0438\u0441\u044c\u043c\u043e \u043a\u043b\u0438\u0435\u043d\u0442\u0430, \u0442\u0438\u043a\u0435\u0442, \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0430\\n\u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0433\u043e\u0442\u043e\u0432\u043e\u0435 \u0422\u0417, \u00ab\u0441\u0434\u0435\u043b\u0430\u0439\u0442\u0435 \u043a\u0430\u043a \u0443 \u043a\u043e\u043d\u043a\u0443\u0440\u0435\u043d\u0442\u0430\u00bb, \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0440\u0435\u0433\u0443\u043b\u044f\u0442\u043e\u0440\u0430.\\n\u0412\u0441\u0435 \u043e\u043d\u0438 \u043d\u0430\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u00ab\u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c\u00bb, \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043e\u0434\u043d\u0438\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043e\u043c \u0438 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u0434\u0430\u044e\u0442\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043d\u0435\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c\u043e\u0433\u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430.\\n\\n\u0418\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0442 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b:\\n\\n| # | \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 | \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 |\\n| --- | --- | --- |\\n| P1 | \u041d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u043e\u0446\u0435\u043d\u0438\u0442\u044c \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0432\u0445\u043e\u0434\u0430, \u0437\u043d\u0430\u0447\u0438\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442 | 32 \u0438\u0437 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 \u0443\u0436\u0435 \u0443\u043f\u0430\u043a\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e `task-`; \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e |\\n| P2 | \u041e\u0446\u0435\u043d\u043a\u0430 \u00ab\u0435\u0441\u0442\u044c \u043b\u0438 \u044d\u0442\u043e \u0443\u0436\u0435 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0435\u00bb \u0434\u0435\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u044f\u0432\u043d\u043e | \u00ab\u043f\u043e\u043a\u0440\u044b\u0442*\u00bb \u2014 41 \u043f\u0440\u043e\u0433\u043e\u043d, `discoverab*` \u2014 0 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 |\\n| P3 | \u0420\u0435\u0432\u044c\u044e \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0432\u044b\u043c\u044b\u0441\u0435\u043b | `hallucinations_shipped > 0` \u0432 9 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 |\\n| P4 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u0438\u043b\u0438 \u043a\u0430\u0441\u0442\u043e\u043c\u00bb \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432 | \u00ab\u043a\u0430\u0441\u0442\u043e\u043c\u00bb \u2014 10 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u0432 \u043d\u0438\u0445 \u043d\u0435 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u044b |\\n\\n\u0427\u0438\u0441\u043b\u0430 \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0437\u0430\u043c\u0435\u0440\u0430 \u2014\\n[`2026-08-25-mango-runs-empirical-snapshot.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md).\\n\\n## 2. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n\\n**\u0412\u0445\u043e\u0434\u0438\u0442 \u0432 \u0433\u0440\u0430\u043d\u0438\u0446\u044b:**\\n\\n- \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 \u0435\u0451 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435;\\n- \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f (\u0448\u0438\u0440\u043e\u043a\u0438\u0439 IT / B2B SaaS), \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u0430\u044f \u0442\u0435\u043b\u0435\u043a\u043e\u043c\u043e\u043c;\\n- Mango-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f (\u0442\u0435\u043b\u0435\u043a\u043e\u043c + \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0441\u0435\u0433\u043c\u0435\u043d\u0442 +\\n  \u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0430 `runs/`);\\n- \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u043c\u0435\u0436\u0434\u0443 \u043d\u0438\u043c\u0438;\\n- \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432 \u043f\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430\u043c \u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0440\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0433\u043e \u0441\u043b\u043e\u044f;\\n- \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u0431\u043e\u0440\u0430 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0435\u0441\u0442\u0440;\\n- \u0442\u0440\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0438\u0445 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f;\\n- \u0447\u0435\u0442\u044b\u0440\u0435 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u0430.\\n\\n**\u041d\u0435 \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 \u0433\u0440\u0430\u043d\u0438\u0446\u044b:**\\n\\n- \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 13 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 Mango \u2014 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u043d\u0438\\n  \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b (\u0441\u043c.\\n  [`docs/taxonomy.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/taxonomy.md));\\n- \u0432\u044b\u0431\u043e\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0442\u0440\u0435\u043a\u0435\u0440\u043e\u0432 \u0438 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449;\\n- \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0435 acceptance-\u043f\u043e\u0440\u043e\u0433\u0438 \u0434\u043b\u044f \u043c\u0435\u0442\u0440\u0438\u043a \u2014 \u0438\u0445 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e\\n  \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430;\\n- \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u0435 \u0441\u0430\u043c\u0438\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432: \u043c\u043e\u0434\u0443\u043b\u044c \u0434\u0430\u0451\u0442 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u043d\u0438\u043c, \u043d\u043e \u043d\u0435\\n  \u0438\u0445 \u0442\u0435\u043a\u0441\u0442.\\n\\n**\u0421\u0442\u0440\u043e\u0433\u043e\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0435\u0439.** \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f \u0438 Mango-\u0447\u0430\u0441\u0442\u044c \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u044e\u0442\u0441\u044f\\n\u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430. \u041a\u0430\u0436\u0434\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043e\u0431\u043b\u0430\u0441\u0442\u044c\u044e: `[U]` \u2014\\n\u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0435, `[M]` \u2014 Mango-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435, `[H]` \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430.\\n\\n## 3. \u0412\u043e\u043f\u0440\u043e\u0441\u044b \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n\\n| # | \u0412\u043e\u043f\u0440\u043e\u0441 | \u0413\u0434\u0435 \u043e\u0442\u0432\u0435\u0442 |\\n| --- | --- | --- |\\n| RQ-1 | \u041a\u0430\u043a \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0432\u0445\u043e\u0434 BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432? | `10-theory.md` \u00a74 |\\n| RQ-2 | \u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043a\u0430\u043a \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0438 \u0433\u0434\u0435 \u0435\u0451 \u0433\u0440\u0430\u043d\u0438\u0446\u044b? | `10-theory.md` \u00a71\u2013\u00a72 |\\n| RQ-3 | \u041a\u0430\u043a\u0438\u0435 \u043a\u043b\u0430\u0441\u0441\u044b \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442 \u0438 \u043f\u043e \u043a\u0430\u043a\u0438\u043c \u043e\u0441\u044f\u043c \u043e\u043d\u0438 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f? | `20-taxonomy.md` \u00a71\u2013\u00a72 |\\n| RQ-4 | \u041a\u0430\u043a \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432 \u043f\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430\u043c? | `20-taxonomy.md` \u00a73 |\\n| RQ-5 | \u041f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430 \u043b\u0438 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u0440\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u043a \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u0430\u043c BA? | `20-taxonomy.md` \u00a74, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 H6 |\\n| RQ-6 | \u041a\u0430\u043a\u0438\u0435 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u0441\u043e \u0432\u0445\u043e\u0434\u043e\u043c? | `20-taxonomy.md` \u00a75 |\\n| RQ-7 | \u041a\u0430\u043a \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u043e\u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u0441 Mango? | `30-decision-framework.md` \u00a71 |\\n| RQ-8 | \u041a\u0430\u043a \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0446\u0438\u043a\u043b \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u043a\u0430\u043a\u0438\u0435 \u0432 \u043d\u0451\u043c \u0433\u0435\u0439\u0442\u044b? | `30-decision-framework.md` \u00a72 |\\n| RQ-9 | \u041a\u0430\u043a \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442 / \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430 / \u043a\u0430\u0441\u0442\u043e\u043c\u00bb? | `30-decision-framework.md` \u00a73 |\\n| RQ-10 | \u041a\u0430\u043a\u043e\u0432\u044b \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f \u0442\u0440\u0451\u0445 \u0433\u0438\u043f\u043e\u0442\u0435\u0437 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438? | `30-decision-framework.md` \u00a74 |\\n| RQ-11 | \u041a\u0430\u043a \u0443\u0441\u0442\u0440\u043e\u0435\u043d \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043c \u043e\u043d \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0438 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442? | `30-decision-framework.md` \u00a75 |\\n| RQ-12 | \u0427\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u0434\u0430\u0451\u0442 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b? | `30-decision-framework.md` \u00a76 |\\n| RQ-13 | \u041a\u0430\u043a \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0440\u0435\u0430\u0433\u0438\u0440\u0443\u0435\u0442 \u043d\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u0430? | `40-practice-and-cases.md` \u00a73 |\\n| RQ-14 | \u041a\u0430\u043a \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u043e\u043d\u0438\u0440\u0443\u0435\u0442 \u0438 \u043a\u0442\u043e \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442? | `30-decision-framework.md` \u00a77 |\\n\\n## 4. \u041c\u0435\u0442\u043e\u0434\\n\\n\u0427\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432, \u0447\u0442\u043e\u0431\u044b \u043d\u0438 \u043e\u0434\u0438\u043d \u0432\u044b\u0432\u043e\u0434 \u043d\u0435 \u043e\u043f\u0438\u0440\u0430\u043b\u0441\u044f\\n\u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u043e\u0434\u0438\u043d \u0438\u0437 \u043d\u0438\u0445:\\n\\n1. **\u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b** \u2014 BABOK Guide v3, IREB CPRE, ISO/IEC/IEEE\\n   29148:2018, ISO/IEC 25010, ITIL 4, PMBOK, SAFe, \u0413\u041e\u0421\u0422 34.602-2020, TM Forum\\n   SID/eTOM. \u041f\u043e\u043b\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u0441 URL \u2014\\n   [\u00a71 \u0444\u0430\u0439\u043b\u0430 50-open-research.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/50-open-research.md#1-\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438).\\n2. **\u0414\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f Mango** \u2014 13 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, 30 \u0442\u0438\u043f\u043e\u0432\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, 8 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u04211\u2013\u04218.\\n3. **\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 `runs/`** \u2014 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\",\n[2026-09-29T07:45:57.223Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:57.223Z] [INFO]       }\n[2026-09-29T07:45:57.223Z] [INFO]     ]\n[2026-09-29T07:45:57.223Z] [INFO]   },\n[2026-09-29T07:45:57.223Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:57.223Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:57.223Z] [INFO]   \"uuid\": \"acc3e9aa-1f17-4ede-8cd0-14eed80401a3\",\n[2026-09-29T07:45:57.223Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:57.207Z\",\n[2026-09-29T07:45:57.223Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:57.223Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:57.223Z] [INFO] }\n[2026-09-29T07:45:57.302Z] [STDOUT] [log_be45db] sending request {\n[2026-09-29T07:45:57.309Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:57.316Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:57.320Z] [STDOUT]   options: {\n[2026-09-29T07:45:57.322Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:57.324Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:57.328Z] [STDOUT]     body: {\n[2026-09-29T07:45:57.331Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:57.334Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:57.345Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:57.349Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:57.361Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:57.366Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:57.380Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:57.383Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:57.386Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:57.389Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:57.392Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:57.396Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:57.399Z] [STDOUT]     },\n[2026-09-29T07:45:57.402Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:57.404Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:57.406Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:57.408Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:57.411Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:57.413Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:57.417Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:57.420Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:57.423Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:57.426Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:57.428Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:57.432Z] [STDOUT]     },\n[2026-09-29T07:45:57.434Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:57.437Z] [STDOUT]   },\n[2026-09-29T07:45:57.442Z] [STDOUT]   headers: {\n[2026-09-29T07:45:57.445Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:57.448Z] [STDOUT]     \"anthropic-beta\": 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(external, sdk-cli)\",\n[2026-09-29T07:45:57.479Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:57.484Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:57.487Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:57.492Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1317\",\n[2026-09-29T07:45:57.496Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:57.499Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:57.502Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:57.508Z] [STDOUT]     \"x-client-request-id\": \"edfe24bd-d3df-453f-af7d-01ef20bfeb89\",\n[2026-09-29T07:45:57.514Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:57.519Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:57.572Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:57.577Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:57.586Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:57.594Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:57.605Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:57.612Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:57.617Z] [STDOUT]   },\n[2026-09-29T07:45:57.622Z] [STDOUT] }\n[2026-09-29T07:45:57.628Z] [STDOUT] [log_b4ef04, request-id: \"req_011CfXMo7J7hQsAwqwUN9rW1\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 828ms\n[2026-09-29T07:45:57.633Z] [STDOUT] [log_b4ef04] response start {\n[2026-09-29T07:45:57.640Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:57.648Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:57.654Z] [STDOUT]   headers: {\n[2026-09-29T07:45:57.658Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:57.661Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:57.665Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:57.670Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:57.674Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:57.677Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:57.680Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:57.685Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:57.692Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:57.697Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:57.703Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:57.706Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:57.711Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:57.716Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:57.720Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:57.724Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:57.729Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:57.733Z] [STDOUT]     \"cf-ray\": \"a4295f094c1c4d8b-FRA\",\n[2026-09-29T07:45:57.736Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:57.744Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:57.750Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:57.756Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:57.761Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:57 GMT\",\n[2026-09-29T07:45:57.765Z] [STDOUT]     \"request-id\": \"req_011CfXMo7J7hQsAwqwUN9rW1\",\n[2026-09-29T07:45:57.768Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:57.770Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:57.772Z] [STDOUT]     traceresponse: \"00-16c68d58a7e7525ad74ce138f42493d9-0ef4abc9eaea0bec-01\",\n[2026-09-29T07:45:57.774Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:57.780Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:57.783Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:57.788Z] [STDOUT]   },\n[2026-09-29T07:45:57.792Z] [STDOUT]   durationMs: 828,\n[2026-09-29T07:45:57.795Z] [STDOUT] }\n[2026-09-29T07:45:57.798Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:57.802Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:57 GMT\",\n[2026-09-29T07:45:57.807Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:57.810Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:57.813Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:57.818Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:57.820Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:57.825Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:57.829Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:57.833Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:57.837Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:57.840Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:57.847Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:57.851Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:57.854Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:57.860Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:57.864Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:57.868Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:57.869Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:57.873Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:57.876Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:57.879Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:57.882Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:57.885Z] [STDOUT]   \"request-id\": \"req_011CfXMo7J7hQsAwqwUN9rW1\",\n[2026-09-29T07:45:57.888Z] [STDOUT]   \"traceresponse\": \"00-16c68d58a7e7525ad74ce138f42493d9-0ef4abc9eaea0bec-01\",\n[2026-09-29T07:45:57.892Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:57.897Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:57.902Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:57.905Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:57.909Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:57.917Z] [STDOUT]   \"cf-ray\": \"a4295f094c1c4d8b-FRA\",\n[2026-09-29T07:45:57.922Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:57.928Z] [STDOUT] [log_b4ef04] response parsed {\n[2026-09-29T07:45:57.940Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:57.946Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:57.950Z] [STDOUT]   body: X {\n[2026-09-29T07:45:57.960Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:57.964Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:57.972Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:57.980Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:57.983Z] [STDOUT]     },\n[2026-09-29T07:45:57.987Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:57.989Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:57.994Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:57.997Z] [STDOUT]   },\n[2026-09-29T07:45:58.000Z] [STDOUT]   durationMs: 829,\n[2026-09-29T07:45:58.004Z] [STDOUT] }\n[2026-09-29T07:45:58.104Z] [STDOUT] [log_be45db, request-id: \"req_011CfXMoA3ojHaEFwxPPmbbE\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 805ms\n[2026-09-29T07:45:58.109Z] [STDOUT] [log_be45db] response start {\n[2026-09-29T07:45:58.121Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:58.125Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:58.128Z] [STDOUT]   headers: {\n[2026-09-29T07:45:58.132Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:58.137Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:58.145Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:58.151Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:58.156Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:58.160Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:58.165Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:58.167Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:58.170Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:58.173Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:58.177Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:58.180Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:58.182Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:58.185Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:58.189Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:58.195Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:58.198Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:58.201Z] [STDOUT]     \"cf-ray\": \"a4295f0d2d0f29ad-FRA\",\n[2026-09-29T07:45:58.204Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:58.210Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:58.213Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:58.216Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:58.220Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:58 GMT\",\n[2026-09-29T07:45:58.222Z] [STDOUT]     \"request-id\": \"req_011CfXMoA3ojHaEFwxPPmbbE\",\n[2026-09-29T07:45:58.226Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:58.230Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:58.232Z] [STDOUT]     traceresponse: \"00-5909956041f450e7463a3e2fed3c2142-a8d34ab732cf4eda-01\",\n[2026-09-29T07:45:58.236Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:58.239Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:58.244Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:58.247Z] [STDOUT]   },\n[2026-09-29T07:45:58.250Z] [STDOUT]   durationMs: 805,\n[2026-09-29T07:45:58.253Z] [STDOUT] }\n[2026-09-29T07:45:58.257Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:58.262Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:58 GMT\",\n[2026-09-29T07:45:58.265Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:58.270Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:58.273Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:58.276Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:58.278Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:58.281Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:58.286Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:58.297Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:58.307Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:58.312Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:58.319Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:58.337Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:58.346Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:58.354Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:58.359Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:58.365Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:58.372Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:58.392Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:58.402Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:58.408Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:58.412Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:58.421Z] [STDOUT]   \"request-id\": \"req_011CfXMoA3ojHaEFwxPPmbbE\",\n[2026-09-29T07:45:58.427Z] [STDOUT]   \"traceresponse\": \"00-5909956041f450e7463a3e2fed3c2142-a8d34ab732cf4eda-01\",\n[2026-09-29T07:45:58.431Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:58.435Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:58.444Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:58.452Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:58.456Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:58.459Z] [STDOUT]   \"cf-ray\": \"a4295f0d2d0f29ad-FRA\",\n[2026-09-29T07:45:58.464Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:58.467Z] [STDOUT] [log_be45db] response parsed {\n[2026-09-29T07:45:58.470Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:58.475Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:58.479Z] [STDOUT]   body: X {\n[2026-09-29T07:45:58.481Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:58.484Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:58.487Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:58.490Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:58.493Z] [STDOUT]     },\n[2026-09-29T07:45:58.495Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:58.497Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:58.499Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:58.502Z] [STDOUT]   },\n[2026-09-29T07:45:58.505Z] [STDOUT]   durationMs: 805,\n[2026-09-29T07:45:58.510Z] [STDOUT] }\n[2026-09-29T07:45:58.934Z] [INFO] {\n[2026-09-29T07:45:58.934Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:58.934Z] [INFO]   \"message\": {\n[2026-09-29T07:45:58.934Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:58.934Z] [INFO]     \"id\": \"msg_011CfXMoATNCDykFQfSkzUzA\",\n[2026-09-29T07:45:58.934Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:58.934Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:58.934Z] [INFO]     \"content\": [\n[2026-09-29T07:45:58.934Z] [INFO]       {\n[2026-09-29T07:45:58.934Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:58.934Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:58.934Z] [INFO]         \"signature\": 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{\n[2026-09-29T07:46:01.214Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"message\": {\n[2026-09-29T07:46:01.214Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:01.214Z] [INFO]     \"id\": \"msg_011CfXMo7sLjVKqedPjq2nXG\",\n[2026-09-29T07:46:01.214Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:01.214Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:01.214Z] [INFO]     \"content\": [\n[2026-09-29T07:46:01.214Z] [INFO]       {\n[2026-09-29T07:46:01.214Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:01.214Z] [INFO]         \"id\": \"toolu_01WPasMniLC2ZPWsJq3cLiBF\",\n[2026-09-29T07:46:01.214Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:01.214Z] [INFO]         \"input\": {\n[2026-09-29T07:46:01.214Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && grep -rIn --exclude-dir=.git -iE \\\"\\\\bcline\\\\b|Claude Code|OpenAI Codex|hive-mind|SKILL\\\\.md|superpowers|claude\\\\.ai|chat\\\\.qwen|qwen\\\\.ai|Qwen Chat|web-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441|GigaChat|\u0413\u0438\u0433\u0430\u0447\u0430\u0442|DeepSeek|Yandex|YandexGPT\\\" . | cut -c1-260 | head -50\",\n[2026-09-29T07:46:01.214Z] [INFO]           \"description\": \"Find runtime environment mentions\"\n[2026-09-29T07:46:01.214Z] [INFO]         },\n[2026-09-29T07:46:01.214Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:01.214Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:01.214Z] [INFO]         }\n[2026-09-29T07:46:01.214Z] [INFO]       }\n[2026-09-29T07:46:01.214Z] [INFO]     ],\n[2026-09-29T07:46:01.214Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:01.214Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:01.214Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:01.214Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:01.214Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:01.214Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:01.214Z] [INFO]       \"cache_creation_input_tokens\": 878,\n[2026-09-29T07:46:01.214Z] [INFO]       \"cache_read_input_tokens\": 77654,\n[2026-09-29T07:46:01.214Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:01.214Z] [INFO]         \"ephemeral_5m_input_tokens\": 878,\n[2026-09-29T07:46:01.214Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:01.214Z] [INFO]       },\n[2026-09-29T07:46:01.214Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:46:01.214Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:01.214Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:01.214Z] [INFO]     },\n[2026-09-29T07:46:01.214Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:01.214Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:01.214Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:01.214Z] [INFO]   },\n[2026-09-29T07:46:01.214Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"uuid\": \"79541c7a-30a6-4ffc-b81c-2bb7595517a0\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:01.208Z\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"request_id\": \"req_011CfXMo7J7hQsAwqwUN9rW1\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:01.214Z] [INFO] }\n[2026-09-29T07:46:01.227Z] [INFO] {\n[2026-09-29T07:46:01.227Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"description\": \"Running Find runtime environment mentions\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:01.227Z] [INFO]     \"total_tokens\": 79233,\n[2026-09-29T07:46:01.227Z] [INFO]     \"tool_uses\": 20,\n[2026-09-29T07:46:01.227Z] [INFO]     \"duration_ms\": 98914\n[2026-09-29T07:46:01.227Z] [INFO]   },\n[2026-09-29T07:46:01.227Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"uuid\": \"6edf9323-2a17-4944-9946-01f0f439d044\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:01.227Z] [INFO] }\n[2026-09-29T07:46:03.091Z] [INFO] {\n[2026-09-29T07:46:03.091Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:03.091Z] [INFO]   \"message\": {\n[2026-09-29T07:46:03.091Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:03.091Z] [INFO]     \"content\": [\n[2026-09-29T07:46:03.091Z] [INFO]       {\n[2026-09-29T07:46:03.091Z] [INFO]         \"tool_use_id\": \"toolu_01XvKvAewYZc1jRgU2tZPQ42\",\n[2026-09-29T07:46:03.091Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:03.091Z] [INFO]         \"content\": \"=== methodology-unification\\n## BLUF: \u0434\u0435\u0441\u044f\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439\\n\\n1. **\u0415\u0434\u0438\u043d\u043e\u0439 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0411\u0410 \u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0435\u0442** \u2014 \u0435\u0441\u0442\u044c 368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n   \u0437\u043d\u0430\u043d\u0438\u044f, \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0441\u0442\u0430\u0442\u0443\u0441 \u0438\u043c\u0435\u044e\u0442 13 %, \u0430 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0435 \u044f\u0434\u0440\u043e \u0411\u0410\\n   (\u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, \u043f\u0440\u043e\u0446\u0435\u0441\u0441 BCREQ) \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u043b\u0435\u0436\u0438\u0442 \u0432 \u0441\u043f\u0438\u0446\u0435\\n   [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts) \u0441\u043e\\n   \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `draft`. \u0417\u0430\u043c\u0435\u0440:\\n   [`2026-09-07-ecosystem-knowledge-inventory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md).\\n2. **\u0424\u043e\u0440\u043c\u0430 \u0437\u043d\u0430\u043d\u0438\u044f \u043d\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0430, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u043d\u0435\u0442.** 13 \u0438\u0437 15 \u0446\u0435\u043d\u0442\u0440\u043e\u0432 \u043f\u0440\u0438\u0442\u044f\u0436\u0435\u043d\u0438\u044f\\n   \u0433\u0440\u0430\u0444\u0430 \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u044e\u0442 \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u0438\u0435 (\u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435, frontmatter, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\\n   ADR). BA-\u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u0435\u043d 1 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0425\u0430\u0431\u0430 \u0438\u0437 26.\\n3. **\u041d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043e \u0432\u0432\u0435\u0440\u0445, \u0430 \u043d\u0435 \u0432\u043d\u0438\u0437.** Mango\\n   \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0425\u0430\u0431 81 \u0440\u0430\u0437, \u0425\u0430\u0431 \u043d\u0430 Mango \u2014 31. \u0421\u043f\u0438\u0446\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u0435\u0442 *\u0444\u043e\u0440\u043c\u0443* \u043e\u0442 \u0425\u0430\u0431\u0430,\\n   \u043d\u043e *\u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0443\u044e \u043d\u043e\u0440\u043c\u0443* \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0441\u0430\u043c\u0430, \u0438 \u0425\u0430\u0431 \u0435\u0451 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442.\\n4. **\u0423 `clarify-engine-ai` \u0437\u043d\u0430\u043d\u0438\u0435 \u0435\u0441\u0442\u044c, \u0430 \u043a\u0430\u043d\u0430\u043b\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0435\u0442.** \u0421\u0441\u044b\u043b\u043e\u043a \u0441\\n   \u0425\u0430\u0431\u043e\u043c \u0438 Mango \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u0443 \u0441\u0442\u043e\u0440\u043e\u043d\u0443 (1 \u0432\u0445\u043e\u0434\u044f\u0449\u0435\u0435 \u0440\u0435\u0431\u0440\u043e, 0 \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0438\u0445, 53\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0431\u0435\u0437 frontmatter), \u043d\u043e \u0441\u043f\u043b\u043e\u0448\u043d\u043e\u0435 \u043f\u0440\u043e\u0447\u0442\u0435\u043d\u0438\u0435 \u0432\u0441\u0435\u0445 53 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0434\u0430\u0451\u0442\\n   **8 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432, \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b\u0445 \u0432 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e** (\u0430\u0442\u043e\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f,\\n   decoding-lock, \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u0438\u0451\u043c\u043a\u0438, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0446\u0438\u0442\u0430\u0442\u044b, \u0442\u0440\u0430\u0441\u0441\u0430 \u043d\u0430 \u0437\u0430\u043f\u0440\u043e\u0441,\\n   \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u0430, \u0441\u0442\u0430\u0442\u0443\u0441-\u043a\u0430\u043a-\u0433\u0435\u0439\u0442) \u0438 \u0435\u0449\u0451 9 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e \u0441\u043c\u0435\u0436\u043d\u044b\u0445; \u0432\u043d\u0435\\n   \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043e\u0441\u0442\u0430\u043b\u0441\u044f\\n   [`docs/CONCEPT.md`](https://github.com/G-Ivan-A/clarify-engine-ai/blob/main/docs/CONCEPT.md)\\n   \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u043f\u043e\u0438\u043c\u0451\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u043a \u0441\u043b\u043e\u044e `L0`.\\n   \u0420\u0430\u0437\u043c\u0435\u0442\u043a\u0430: \u00a75.3\\n   [\u0437\u0430\u043c\u0435\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md).\\n5. **\u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0440\u0435\u0448\u0430\u044e\u0449\u0435\u0433\u043e \u0437\u0430\u0434\u0430\u0447\u0443 \u043a\u0430\u0440\u0442\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f, \u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435\\n   \u043d\u0435\u0442.** \u0411\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0439 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u2014\\n   [RFC \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0411\u0410](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-08-25-rfc-ba-artifact-pipeline-rrp-roadmap.md)\\n   \u2014 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 `M0`\u2013`M4`, \u043d\u043e \u043d\u0435 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 **\u0433\u0434\u0435 \u043c\u044b \u0441\u0435\u0439\u0447\u0430\u0441**;\\n   \u0440\u0430\u0437\u0431\u043e\u0440 \u2014 \u0432 [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/20-taxonomy.md), \u00a71.\\n6. **\u041f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0434\u0432\u0443\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u0440\u0430\u043c\u043a\u0430.** Governance-\u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e\\n   \u043a\u0430\u043a **\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u0435\u043b\u044c\u0442**: \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u2192 \u0434\u0435\u043b\u044c\u0442\u0430 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\\n   \u0418\u0422-\u0422\u0435\u043b\u0435\u043a\u043e\u043c \u2192 \u0434\u0435\u043b\u044c\u0442\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u041a\u041a \u041c\u0430\u043d\u0433\u043e. Execution-\u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0445\u0440\u0430\u043d\u0438\u0442 **\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0439**\\n   (\u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439) \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u2014 `SKILL.md`, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0434\u0435\u043b\u044c\u0442\u044b \u0443\u0436\u0435 \u0441\u0432\u0435\u0434\u0435\u043d\u044b.\\n7. **\u0410\u0433\u0435\u043d\u0442 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0434\u0435\u043b\u044c\u0442\u0443 \u0432 \u0440\u0430\u043d\u0442\u0430\u0439\u043c\u0435.** \u0420\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u044c\u0442 \u2014 \u0448\u0430\u0433\\n   \u0441\u0431\u043e\u0440\u043a\u0438 \u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u0433\u0435\u0439\u0442\u043e\u043c, \u0430 \u043d\u0435 \u0448\u0430\u0433 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f. \u041e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u2014\\n   [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/10-theory.md).\\n8. **\u041e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043e \u0433\u0435\u0439\u0442\u0430\u0445: \u043d\u0438 \u0442\u043e, \u043d\u0438 \u0434\u0440\u0443\u0433\u043e\u0435 \u0432 \u0447\u0438\u0441\u0442\u043e\u043c \u0432\u0438\u0434\u0435.**\\n   \u0421\u0443\u0431\u0430\u0433\u0435\u043d\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043d\u0430\u0432\u044b\u043a \u0441 \u0418\u0418-self-check, \u043d\u043e self-check \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e\\n   \u043a\u043b\u0430\u0441\u0441 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u044b\u0445 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432; \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0437\u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n   \u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430 Mango: \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\u043e\u0433\u043e\u0432\u043e\u0440\u043e\u0447\u043d\u044b\u0439 `success` \u2014 2; \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0435\\n   RUN-0018 \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0435 \u0443\u0434\u0435\u0440\u0436\u0430\u043b\u0438 \u043e\u0434\u0438\u043d \u0444\u0430\u043a\u0442\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0434\u0435\u0444\u0435\u043a\u0442,\\n   \u0434\u043e\u0448\u0435\u0434\u0448\u0438\u0439 \u0434\u043e \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u2014 \u0432\\n   [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/30-decision-framework.md).\\n9. **\u041e\u0441\u044c \u00ab\u0421\u0440\u0435\u0434\u0430\u00bb \u0438 \u043e\u0441\u044c \u00ab\u041c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f\u00bb \u043e\u0440\u0442\u043e\u0433\u043e\u043d\u0430\u043b\u044c\u043d\u044b \u0438 \u043e\u0431\u0435 \u043d\u0443\u0436\u043d\u044b.**\\n   [RFC \u043e\u0441\u0438 \u00ab\u0421\u0440\u0435\u0434\u0430\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-09-04-rfc-bootstrap-environment-and-structure.md)\\n   \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u00ab\u043a\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439\u00bb, \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u00ab\u043a\u0430\u043a\u043e\u0435\\n   \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0435 \u0437\u043d\u0430\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f\u00bb. \u0424\u043e\u0440\u043c\u0443\u043b\u0430 \u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u044b\u043c\\n   \u0441\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u043c, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f.\\n10. **\u0420\u043e\u0430\u0434\u043c\u0430\u043f \u043a\u0430\u0441\u043a\u0430\u0434\u0430 \u2014 15 \u0437\u0430\u0434\u0430\u0447 `B-121`\u2026`B-135`** \u0432 \u0442\u0440\u0451\u0445 \u044d\u0442\u0430\u043f\u0430\u0445 \u0441 \u0434\u0432\u0443\u043c\u044f\\n    \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u0438 \u0434\u0432\u0443\u043c\u044f \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 \u0432\u043d\u0435 \u044d\u0442\u0430\u043f\u043e\u0432 (`B-134`, `B-135`); \u0437\u0430\u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432\\n    [`ops/backlog.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md),\\n    \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0432\\n    [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/50-open-research.md).\\n    **\u041c\u0435\u0440\u0436 PR \u043f\u043e issue #557 = \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0440\u043e\u0430\u0434\u043c\u0430\u043f\u0430** (\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430).\\n\\n=== orchestration\\n## BLUF\\n\\n1. `M4` \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u043e\u0438 \u0437\u0430\u0434\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0440\u0435\u0448\u0430\u044e\u0442:\\n   **\u043a\u0430\u043a\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f, \u043f\u043e \u043a\u0430\u043a\u043e\u043c\u0443 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0443, \u0441 \u043a\u0430\u043a\u043e\u0439 \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c\u044e \u0438 \u043a\u0442\u043e\\n   \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0440\u0435\u0448\u0435\u043d\u0438\u044f**.\\n2. \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043f\u0435\u0440\u0432\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438: \u0448\u0435\u0441\u0442\u044c \u043e\u0441\u0435\u0439 `A1`\u2013`A6` \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f\\n   \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 `HG-0` \u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u043c \u043b\u0438\u0441\u0442\u043e\u043c `C-RK`.\\n3. \u041c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442 \u2014 \u043d\u0435 \u043f\u043b\u0430\u043d, \u0430 **\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e**: \u043e\u043d \u0437\u0430\u0434\u0430\u0451\u0442, \u043a\u0430\u043a\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n   \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b \u0438 \u043a\u0442\u043e \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043a\u0430\u0436\u0434\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c, \u0434\u043e \u0442\u043e\u0433\u043e \u043a\u0430\u043a \u043f\u043e\u044f\u0432\u0438\u0442\u0441\u044f \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\\n4. \u041e\u0441\u0438 \u043d\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b: \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u0438 `C1`\u2013`C6` \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u043e\u0442\u043e\u043a\u0430\\n   `F1`\u2013`F6` RFC \u0434\u0435\u043b\u0430\u044e\u0442 \u0447\u0430\u0441\u0442\u044c \u043a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u0439 \u043d\u0435\u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0439; \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0442\u043e\u0440 \u043e\u0431\u044f\u0437\u0430\u043d \u0438\u0445\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043d\u043e.\\n5. \u041f\u0440\u0435\u0440\u044b\u0432\u0430\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c, \u0430 \u043d\u0435 \u0441\u0431\u043e\u0439; \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043f\u0440\u0435\u0440\u044b\u0432\u0430\u043d\u0438\u044f\\n   \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u0440\u0435\u0436\u0438\u043c `manual-stepwise` \u0442\u0435\u0440\u044f\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0441\u0435\u0441\u0441\u0438\u044f\u043c\u0438.\\n6. \u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043d\u0435\u044f\u0432\u043d\u043e: \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430\\n   \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (`stepwise` 10, `oneshot` 9, `legacy` 5) \u0438 \u0448\u0435\u0441\u0442\u044c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439 \u2014 \u043d\u043e\\n   \u0432\u044b\u0431\u043e\u0440 \u043d\u0438\u0433\u0434\u0435 \u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0440\u0435\u0448\u0435\u043d\u0438\u0435.\\n7. `HG-8` \u2014 \u0433\u0435\u0439\u0442 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u0440\u0430\u0431\u043e\u0442\u044b: \u043f\u0440\u0430\u0432\u043e \u043f\u0440\u0435\u043a\u0440\u0430\u0442\u0438\u0442\u044c, \u043d\u0435 \u0434\u043e\u0432\u043e\u0434\u044f \u0434\u043e \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438,\\n   \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u044f\u0432\u043d\u044b\u043c, \u0438\u043d\u0430\u0447\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u043d\u0430\u0447\u0430\u0442\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u0442\u044c\u0441\u044f.\\n8. `M4` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0441\u043b\u043e\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u0438\u0434\u0438\u0442 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u0438\u043c\u0435\u043d\u043d\u043e\\n   \u043e\u043d \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 `M3` \u0434\u0430\u043d\u043d\u044b\u0435 `ME-3`.\\n\\n=== solution-modeling\\n## BLUF\\n\\n1. **\u042f\u0434\u0440\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u2014 \u044d\u0442\u043e \u043e\u0431\u044a\u0435\u043a\u0442, \u0430 \u043d\u0435 \u0441\u0442\u0430\u0434\u0438\u044f.** `M1` \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n   `C-CORE`: \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0435, \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435, \u0430\u0434\u0440\u0435\u0441\u0443\u0435\u043c\u043e\u0435 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439\\n   \u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0438, \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0437\u0430\u0442\u0435\u043c **\u043f\u043e\u0440\u043e\u0436\u0434\u0430\u044e\u0442\u0441\u044f** \u043b\u044e\u0431\u044b\u0435 \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b.\\n   \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u0435\u043a\u0442\u0430 \u0438 \u0435\u0433\u043e \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u2014\\n   [\u00a72 \u0444\u0430\u0439\u043b\u0430 10-theory.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/10-theory.md#2-\u044f\u0434\u0440\u043e-\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439-\u043a\u0430\u043a-\u043e\u0431\u044a\u0435\u043a\u0442).\\n2. **\u0412 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0442\u0430\u043a\u043e\u0433\u043e \u043e\u0431\u044a\u0435\u043a\u0442\u0430 \u043d\u0435\u0442.** \u0417\u0430\u043c\u0435\u0440 57 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432: \u043f\u0440\u043e\u0446\u0435\u0441\u0441-\u043c\u0430\u0440\u043a\u0435\u0440\\n   \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0432 2 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0438\u0437 57, \u043f\u0440\u0438 \u044d\u0442\u043e\u043c 40 % \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u044b\u0434\u0430\u044e\u0442\\n   \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0432\u0435\u0435\u0440 \u0432\u044b\u0445\u043e\u0434\u043e\u0432 \u0443\u0436\u0435 \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f, \u043d\u043e **\u0438\u0437\\n   \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0430 \u043d\u0435 \u0438\u0437 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u044f\u0434\u0440\u0430**\\n   ([\u043e\u0442\u0447\u0451\u0442 \u0437\u0430\u043c\u0435\u0440\u0430, \u00a73](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md#3-\u0444\u0430\u043a\u0442\u044b-\u043f\u043e\u0434-m1-\u044f\u0434\u0440\u043e-\u0438-\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435)).\\n   \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043d\u0435\u0434\u0440\u0435\u0439\u0444\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 `M2` \u043f\u043e\u0442\u043e\u043c \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d \u043b\u043e\u0432\u0438\u0442\u044c\\n   \u043f\u043e\u0441\u0442\u0444\u0430\u043a\u0442\u0443\u043c.\\n3. **\u041c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u2260 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0439.** \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f \u0440\u0430\u0437\u0432\u043e\u0434\u0438\u0442\\n   \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u0438 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f (BABOK Strategy Analysis vs\\n   RADD; ISO/IEC/IEEE 29148 StRS vs SyRS/SRS). \u0420\u0430\u0437\u0431\u043e\u0440 \u2014\\n   [\u00a71 \u0444\u0430\u0439\u043b\u0430 10-theory.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/10-theory.md#1-conceptual-framing-\u0447\u0442\u043e-\u0442\u0430\u043a\u043e\u0435-\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435-\u0440\u0435\u0448\u0435\u043d\u0438\u044f).\\n4. **\u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 `M1` \u2014 \u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u044f\u0434\u0440\u0430 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0442\u0438\u043f\u0430\u043c\u0438 \u0430\u043a\u0442\u043e\u0440\u043e\u0432**, \u0430 \u043d\u0435 \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c\\n   \u0444\u043e\u0440\u043c\u044b: \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u2014 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 `M2`. \u0418\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0439\\n   \u044f\u0434\u0440\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u043d\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u2014 \u043c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439\u00bb\\n   ([\u00a74 \u0444\u0430\u0439\u043b\u0430 20-taxonomy.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/20-taxonomy.md#4-\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f-d--\u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438-\u044f\u0434\u0440\u0430)).\\n5. **\u0414\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0435\u0439, \u0430 \u043d\u0435 \u00abUML \u0438\u043b\u0438 BPMN\u00bb**. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0435\u0439\\n   \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 (\u0446\u0435\u043b\u044c, \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439,\\n   \u0434\u0430\u043d\u043d\u044b\u0435, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435, \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435, \u0440\u0438\u0441\u043a, \u0432\u0430\u0440\u0438\u0430\u043d\u0442, \u043e\u0431\u044a\u0451\u043c,\\n   \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0430), \u0430 \u043d\u0435 \u043e\u0442 \u043d\u043e\u0442\u0430\u0446\u0438\u0438 \u2014\\n   [\u00a71 \u0444\u0430\u0439\u043b\u0430 20-taxonomy.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/20-taxonomy.md#1-\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f-a--\u043a\u043b\u0430\u0441\u0441\u044b-\u043c\u043e\u0434\u0435\u043b\u0435\u0439-\u0440\u0435\u0448\u0435\u043d\u0438\u044f-mo-1mo-12).\\n6. **\u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 `HG-4` \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0441\u044c\u044e `A6`** (\u043e\u0442\u0432\u0435\u0442 \u043d\u0430 `Q-4` RFC, \u0432\u0430\u0440\u0438\u0430\u043d\u0442\\n   \u00ab\u0432\u00bb): `internal` \u2014 \u0411\u0410, `external-contract`/`regulated` \u2014 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\\n   \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f. \u041e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u0440\u0435\u0437 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u2014\\n   [\u00a73 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/30-decision-framework.md#3-\u0433\u0435\u0439\u0442\u044b-m1-hg-0-hg-2-hg-3-hg-4).\\n7. **Build-vs-buy: \u044f\u0434\u0440\u043e \u043d\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u0441 \u043d\u0443\u043b\u044f.** \u0421\u043a\u0440\u0438\u043d\u0438\u043d\u0433 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e\\n   requirements-as-code \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b (StrictDoc, Doorstop, Sphinx-Needs) \u0443\u0436\u0435\\n   \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u044e\u0442 \u0430\u0434\u0440\u0435\u0441\u0443\u0435\u043c\u043e\u0441\u0442\u044c, \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0443 `C-CORE`, \u0430 \u043e\u0431\u043c\u0435\u043d \u2014\\n   ReqIF; \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0432\u044f\u0437\u044c \u0441 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438 \u0438\\n   \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0443\u0434\u0438\u0442\u043e\u0440\u043d\u044b\u0435 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438\\n   ([\u00a76 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/30-decision-framework.md#6-build-vs-buy-screening)).\\n8. **Mango \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 6 \u0438\u0437 12 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438 4 \u0438\u0437 9 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u044f\u0434\u0440\u0430.**\\n   \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f \u0438 \u0434\u0435\u043b\u044c\u0442\u044b \u043a\u0430\u0441\u0442\u043e\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u2014\\n   [\u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/40-practice-and-cases.md#5-\u043c\u0430\u0442\u0440\u0438\u0446\u0430-\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f-mango--\u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f)\\n   \u0438 [\u00a76 \u0444\u0430\u0439\u043b\u0430 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\"Linux\",\n[2026-09-29T07:46:03.432Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:03.446Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:03.449Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:03.458Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:03.468Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:03.479Z] [STDOUT]   },\n[2026-09-29T07:46:03.489Z] [STDOUT] }\n[2026-09-29T07:46:04.065Z] [STDOUT] [log_17b470, request-id: \"req_011CfXMoaw27hV5aqV5gAfCV\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 933ms\n[2026-09-29T07:46:04.078Z] [STDOUT] [log_17b470] response start {\n[2026-09-29T07:46:04.087Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:04.108Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:04.501Z] [STDOUT]   headers: {\n[2026-09-29T07:46:04.507Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:04.510Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:04.514Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:04.518Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:04.521Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:04.525Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:04.532Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:04.593Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:04.599Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:04.643Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:04.650Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:04.706Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:04.778Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:04.812Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:04.816Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:04.818Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:04.820Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:04.821Z] [STDOUT]     \"cf-ray\": \"a4295f319c3f29ad-FRA\",\n[2026-09-29T07:46:04.826Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:04.828Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:04.831Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:04.837Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:04.842Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:04 GMT\",\n[2026-09-29T07:46:04.846Z] [STDOUT]     \"request-id\": \"req_011CfXMoaw27hV5aqV5gAfCV\",\n[2026-09-29T07:46:04.856Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:04.862Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:04.863Z] [STDOUT]     traceresponse: \"00-eb52898b9fb33c29918b94463325d9a2-8ee226df2e10d435-01\",\n[2026-09-29T07:46:04.866Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:04.868Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:04.872Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:04.876Z] [STDOUT]   },\n[2026-09-29T07:46:04.881Z] [STDOUT]   durationMs: 933,\n[2026-09-29T07:46:04.886Z] [STDOUT] }\n[2026-09-29T07:46:04.897Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:04.907Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:04 GMT\",\n[2026-09-29T07:46:04.909Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:04.930Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:04.934Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:04.936Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:04.942Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:04.948Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:04.956Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:04.962Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:04.965Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:04.968Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:04.972Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:04.975Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:04.978Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:04.984Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:04.987Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:04.990Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:04.995Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:04.999Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:05.007Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:05.013Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:05.015Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:05.019Z] [STDOUT]   \"request-id\": \"req_011CfXMoaw27hV5aqV5gAfCV\",\n[2026-09-29T07:46:05.022Z] [STDOUT]   \"traceresponse\": \"00-eb52898b9fb33c29918b94463325d9a2-8ee226df2e10d435-01\",\n[2026-09-29T07:46:05.027Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:05.033Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:05.040Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:05.044Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:05.047Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:05.051Z] [STDOUT]   \"cf-ray\": \"a4295f319c3f29ad-FRA\",\n[2026-09-29T07:46:05.054Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:05.058Z] [STDOUT] [log_17b470] response parsed {\n[2026-09-29T07:46:05.061Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:05.064Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:05.069Z] [STDOUT]   body: X {\n[2026-09-29T07:46:05.071Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:05.075Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:05.077Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:05.081Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:05.084Z] [STDOUT]     },\n[2026-09-29T07:46:05.088Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:05.092Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:05.095Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:05.098Z] [STDOUT]   },\n[2026-09-29T07:46:05.101Z] [STDOUT]   durationMs: 938,\n[2026-09-29T07:46:05.108Z] [STDOUT] }\n[2026-09-29T07:46:05.113Z] [INFO] {\n[2026-09-29T07:46:05.113Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"task_id\": \"b5232ejry\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"owned_by_subagent\": true,\n[2026-09-29T07:46:05.113Z] [INFO]   \"tool_use_id\": \"toolu_01WPasMniLC2ZPWsJq3cLiBF\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"description\": \"Find runtime environment mentions\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:46:05.113Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"uuid\": \"485ce7c5-35fa-48cf-b654-996f5d9826e6\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:05.113Z] [INFO] }\n[2026-09-29T07:46:05.250Z] [INFO] {\n[2026-09-29T07:46:05.250Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"task_id\": \"b5232ejry\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"tool_use_id\": \"toolu_01WPasMniLC2ZPWsJq3cLiBF\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"summary\": \"Find runtime environment mentions\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"uuid\": \"d1875f30-2714-4b0f-b512-b6d9f7b7832c\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:05.250Z] [INFO] }\n[2026-09-29T07:46:05.264Z] [INFO] {\n[2026-09-29T07:46:05.264Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"message\": {\n[2026-09-29T07:46:05.264Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:05.264Z] [INFO]     \"content\": [\n[2026-09-29T07:46:05.264Z] [INFO]       {\n[2026-09-29T07:46:05.264Z] [INFO]         \"tool_use_id\": \"toolu_01WPasMniLC2ZPWsJq3cLiBF\",\n[2026-09-29T07:46:05.264Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:05.264Z] [INFO]         \"content\": \"./runs/2026/RUN-0027/inputs/chat-transcript.md:146:\u0414\u043e\u0441\u0442\u0443\u043f  \u043a \u043f\u043e\u0447\u0442\u043e\u0432\u043e\u043c\u0443 \u044f\u0449\u0438\u043a\u0443 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043f\u043e\u0447\u0442\u043e\u0432\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 imap.yandex.ru \u043f\u043e \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0443 IMAP \\n./runs/2026/RUN-0027/inputs/978-chat-export-1787301801668.json:1:[{\\\"id\\\":\\\"50ab7a30-44d7-42ac-8ebf-a6db167a2702\\\",\\\"user_id\\\":\\\"8d5b7383-092a-4fba-b32e-15c13d7c41e1\\\",\\\"title\\\":\\\"978 \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 email \u0432 \u041b\u041a\\\",\\\"chat\\\":{\\\"history\\\":{\\\"messages\\\":{\\\"3db7\\n./runs/2026/RUN-0057/outputs/L3-technical-notes.md:22:| Q1 | \u041a\u0430\u043a\u043e\u0432\u0430 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f (WER/accuracy) \u0434\u043b\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 MANGO OFFICE \u0438 Yandex SpeechKit, \u043d\u0430 \u043a\u0430\u043a\u043e\u043c \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0438 \u043f\u043e \u043a\u0430\ufffd\\n./runs/2026/RUN-0057/outputs/L3-technical-notes.md:63:| P9 | \u0418\u0418-\u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u043b\u0438\u043c\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u0447\u0430\u0441\u0442\u043e\u0442\u0435 (\u043f\u043e\u0434\u0431\u043e\u0440 \u0441\u0438\u043d\u043e\u043d\u0438\u043c\u043e\u0432 \u2014 8 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0432 \u0447\u0430\u0441, YandexGPT \u2014 30 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0432 \u0447\u0430\u0441) | [SA, \u00a76.2.1, \u0441.44-\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:49:\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u00ab\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit)\u00bb. \u041f\u0440\u0430\u0432\u043e \u043d\u0430 \u0442\u0430\u043a\u043e\u0435 \u0442\u043e\u043b\u043a\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u0430\u0451\u0442 \u0441\u0430\u043c\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f:\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:50:\u0434\u043b\u044f \u0420\u043e\u0431\u043e\u0442\u043e\u0432 \u00ab\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u043d\u0430 \u0432\u044b\u0431\u043e\u0440 MANGO OFFICE \u0438\u043b\u0438 Yandex SpeechKit\u00bb [ROBOTFIL, \u00a73.5, \u0441.28-32], \u0434\u043b\u044f\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:51:\u0420\u0435\u0447\u0435\u0432\u043e\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0438 \u00ab3iTech \u2026 Yandex SpeechKit \u2014 \u0431\u043e\u043b\u0435\u0435 \u0442\u043e\u0447\u043d\u0430\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u00bb [SA, \u00a73.2, \u0441.14-16].\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:118:| 1.0 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u0440\u0443\u0441\u0441\u043a\u043e\u0439 \u0440\u0435\u0447\u0438 | \u0414\u0430 | **\u0414\u0430.** \u00ab\u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u043d\u0430 \u0432\u044b\u0431\u043e\u0440 MANGO OFFICE \u0438\u043b\u0438 Y\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:119:| 2.0 | \u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u0441\u043b\u0438\u0442\u043d\u043e\u0439 \u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0440\u0435\u0447\u0438 | \u0414\u0430 | **\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit).** [ROBOTFIL] \u0440\u0435\u0436\u0438\u043c\u044b \u0441\u043b\u0438\u0442\u043d\u043e\u0439 \ufffd\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:121:| 4.0 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u043d\u0438\u043c\u0430\u0442\u044c \u043d\u0435\u043e\u043b\u043e\u0433\u0438\u0437\u043c\u044b \u0438 \u0437\u0430\u0438\u043c\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043b\u043e\u0432\u0430 \u0438\u0437 \u0434\u0440\u0443\u0433\u0438\u0445 \u044f\u0437\u044b\u043a\u043e\u0432 | \u0414\u0430, \u043d\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0434\u043e\u043e\u0431\ufffd\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:124:| 7.0 | \u0422\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u043d\u0435 \u043d\u0438\u0436\u0435 93%. | \u0414\u0430 | **\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445.** \u0427\u0438\u0441\u043b\u043e\u0432\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0432 [ROBOTF\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:197:| 4.0 | \u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0432 \u0441\u0432\u043e\u0435\u043c \u0441\u043e\u0441\u0442\u0430\u0432\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0431\u0430\u0437\u0435 GPT \u0434\u043b\u044f \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043d\u0430 \u043f\ufffd\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:198:| 5.0 | \u041c\u043e\u0434\u0443\u043b\u044c NLU \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d \u043d\u0430 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u044f\u0445 \u0442\u0438\u043f\u0430 BERT \u0438\u043b\u0438 GPT | \u0414\u0430. | **\ufffd\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:202:| 9.0 | \u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f  \u0434\u043b\u044f \u043d\u0430\u043c\u0435\u0440\u0435\u043d\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:42:| 1.0 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u0440\u0443\u0441\u0441\u043a\u043e\u0439 \u0440\u0435\u0447\u0438 | \u0414\u0430 | **\u04231** | [ROBOTFIL, \u00a73.5, \u0441.28-32] \u2014 \u0432\u043a\u043b\u0430\u0434\u043a\u0430 \u00ab\u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\ufffd\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:101:| 4.0 | \u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0432 \u0441\u0432\u043e\u0435\u043c \u0441\u043e\u0441\u0442\u0430\u0432\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0431\u0430\u0437\u0435 GPT \u0434\u043b\u044f \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043d\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:102:| 5.0 | \u041c\u043e\u0434\u0443\u043b\u044c NLU \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d \u043d\u0430 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u044f\u0445 \u0442\u0438\u043f\u0430 BERT \u0438\u043b\u0438 GPT | \u0414\u0430. | **\u04231\u0447** | [R\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:106:| 9.0 | \u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f  \u0434\u043b\u044f \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u0439 \u0438 \u043d\ufffd\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:138:| 5.9. | - \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043d\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u044d\u0442\u0430\u043f\u0430\u0445 \u0434\u0438\u0430\u043b\u043e\u0433\u0430\u0445 \u0440\u0430\u0437\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0447\u0438\u0438 (STT) | \u041d\u0435\u0442. | \u2014 | \u00ab\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0433\u043e\u043b\u043e\ufffd\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:158:| 7.3. | - \u041e\u0437\u0432\u0443\u0447\u0438\u0432\u0430\u043d\u0438\u0435 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0441\u0438\u043d\u0442\u0435\u0437\u0430 \u0440\u0435\u0447\u0438.\u0421 \u0435\u0433\u043e \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0440\u043e\u0431\u043e\u0442 \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0433\u043e\u0432\u0430\u0440\u0438\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u043e\u0432\u0430 (\u043d\u0430\u043f\u0440\u0438\\n./runs/2026/RUN-0067/metadata.yaml:5:author: \\\"AI issue solver (Claude Code)\\\"\\n./runs/2026/RUN-0061/logs/link-verification.md:69:| [`bpl/functions/deepseek`](https://wiki.twin24.ai/bpl/functions/deepseek) | 200 | 1 | \u0424\u0443\u043d\u043a\u0446\u0438\u0438 DeepSeek | TWIN |\\n./runs/2026/RUN-0061/logs/link-verification.md:71:| [`bpl/functions/gigachat`](https://wiki.twin24.ai/bpl/functions/gigachat) | 200 | 1 | \u0424\u0443\u043d\u043a\u0446\u0438\u0438 GigaChat | TWIN |\\n./runs/2026/RUN-0061/logs/link-verification.md:79:| [`bpl/functions/ygpt`](https://wiki.twin24.ai/bpl/functions/ygpt) | 200 | 1 | \u0424\u0443\u043d\u043a\u0446\u0438\u0438 YandexGPT | TWIN |\\n./runs/2026/RUN-0019/inputs/chat-transcript.md:510:- 4.2. \u0412\u043d\u0435\u0448\u043d\u0438\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 (\u043a\u0430\u043a\u043e\u0439 \u0438\u043c\u0435\u043d\u043d\u043e \u2014 \u00ab\u0418\u043d\u0444\u043e\u043a\u043b\u0438\u043d\u0438\u043a\u0430\u00bb, \u041c\u0418\u0421 \u00ab\u041c\u0435\u0434\u044d\u043b\u0435\u043c\u0435\u043d\u0442\u00bb, Yandex Medicine, \u0441\u0430\u043c\u043e\u043f\u0438\u0441\u043d\u0430\u044f \u0438 \u0442. \u0434.)?\\n./runs/2026/RUN-0019/inputs/chat-transcript.md:1293:\u041f\u043e\u0434 SDK \u043c\u044b \u043f\u043e\u0434\u0440\u0430\u0437\u0443\u043c\u0435\u0432\u0430\u0435\u043c \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u0438\u0439 \u043c\u043e\u0434\u0443\u043b\u044c, \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0443 \u0438\u043b\u0438 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434\u0436\u0435\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d \u0432 web-\u0438\\n./runs/2026/RUN-0019/inputs/chat-transcript.md:1306:\u0415\u0441\u043b\u0438 \u0437\u0432\u043e\u043d\u043e\u043a \u0434\u043e\u043b\u0436\u0435\u043d \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c\u0441\u044f \u043f\u0440\u044f\u043c\u043e \u0438\u0437 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u041c\u0418\u0421, \u0442\u043e \u0432 \u044d\u0442\u043e\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0442\u0430\u043a\u0436\u0435 \u0432\u0445\u043e\u0434\u0438\u0442 WebRTC-\u043a\u043b\u0438\u0435\u043d\u0442/\u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\\n./runs/2026/RUN-0019/inputs/chat-export-1064.json:1:[{\\\"id\\\":\\\"70e03f0a-0028-44f2-8a2d-f02c982e24af\\\",\\\"user_id\\\":\\\"8d5b7383-092a-4fba-b32e-15c13d7c41e1\\\",\\\"title\\\":\\\"1064\\\",\\\"chat\\\":{\\\"history\\\":{\\\"messages\\\":{\\\"18163c02-99a3-43d8-a261-30271ace03ab\\\":{\\\"id\\\":\\\"18163c02-99a3-43d8-a2\\n./runs/2026/RUN-0019/outputs/final-artifact.md:109:| \u0424\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438 | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u2014 \u00abSDK / \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 Mango (\u043d\u0435 Google \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435)\u00bb: \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0438\u043b\u0438 \u0432\u0438\u0434\u0436\u0435\u0442, \u043f\u043e\ufffd\\n./runs/2026/RUN-0024/inputs/1020-chat-export-1787301522802.json:1:[{\\\"id\\\":\\\"87b0b208-c5dc-4a16-aac8-1e0ded507516\\\",\\\"user_id\\\":\\\"8d5b7383-092a-4fba-b32e-15c13d7c41e1\\\",\\\"title\\\":\\\"1020\\\",\\\"chat\\\":{\\\"history\\\":{\\\"messages\\\":{\\\"5c7e3265-40d9-4cd5-943b-d1513541d49c\\\":{\\\"id\\\":\\\"5c7e326\\n./runs/2026/RUN-0020/inputs/transcript.md:2344:2. **\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 BI-\u0441\u0438\u0441\u0442\u0435\u043c:** \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u043b\u0438 \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 BI-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b (Power BI, Tableau, Yandex DataLens \u0438 \u0434\u0440.)? \u0420\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\ufffd\\n./runs/2026/RUN-0020/inputs/1065-chat-export-1787301452625.json:1:[{\\\"id\\\":\\\"a9792cff-e63d-4db7-8003-f4c1021cb511\\\",\\\"user_id\\\":\\\"8d5b7383-092a-4fba-b32e-15c13d7c41e1\\\",\\\"title\\\":\\\"1065\\\",\\\"chat\\\":{\\\"history\\\":{\\\"messages\\\":{\\\"01c0cf9a-2b7a-4b4b-8d9b-caf7f707304a\\\":{\\\"id\\\":\\\"01c0cf9\\n./runs/2026/RUN-0064/metadata.yaml:5:author: \\\"OpenAI Codex\\\"\\n./runs/2026/RUN-0066/outputs/L0-feasibility-assessment-1099-2.md:254:| 208 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u0431\u043e\u0440\u0430 \u0441\u043b\u043e\u0432 \u043f\u0440\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438 \u0442\u0435\u043c\u0430\u0442\u0438\\n./runs/2026/RUN-0066/outputs/L0-feasibility-assessment-1099-2.md:317:| 267 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0441\u043a\u0440\u0438\u043f\u0442\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0440\u043e\u0431\u043e\u0442\u0430 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430\\n./runs/2026/RUN-0069/logs/technical-audit.md:13:  \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f; Yandex SpeechKit \u2014 ASR, \u043d\u0435 LLM.\\n./runs/2026/RUN-0069/logs/technical-audit.md:14:- **\u0421\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f ASR-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 7 \u044d\u043c\u043e\u0446\u0438\u0439 (8.1, 8.2):** SSOT \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 3iTech/Yandex\\n./runs/2026/RUN-0069/logs/experiment-log.md:33:  \u00ab\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit)\u00bb \u043d\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u043e.\\n./runs/2026/RUN-0069/outputs/L0-feasibility-assessment-1114-2.md:27:- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0431\u0430\u0437\u043e\u0432\u043e\u0433\u043e \u0434\u0432\u0438\u0436\u043a\u0430 (\u00ab\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit)\u00bb) \u043d\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u043b\u043e\u0441\u044c:\\n./runs/2026/RUN-0069/outputs/L0-feasibility-assessment-1114-2.md:47:| 4.4 | \u0421\u0435\u0440\u0432\u0438\u0441 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 LLM-\u043c\u043e\u0434\u0435\u043b\u0438, \u0432\u043a\u043b\u044e\u0447\u0430\u044f OpenAI, YandexGPT, GigaChat \u0438 DeepSeek \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438 \u043f\ufffd\\n./runs/2026/RUN-0069/outputs/L0-feasibility-assessment-1114-2.md:70:| 8.2. | \u041d\u0430\u043b\u0438\u0447\u0438\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0447\u0438 \u0434\u0430\u0436\u0435 \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0430\u043a\u0446\u0435\u043d\u0442\u0430 \u0438\u043b\u0438 \u0440\u0435\u0447\u0435\u0432\u044b\u0445 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0430\u0431\u043e\u043d\u0435\ufffd\\n./experiments/issue_325_doc_columns_data.py:12:* \u0420\u043e\u0431\u043e\u0442\u044b \u2014 \u00ab\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u043d\u0430 \u0432\u044b\u0431\u043e\u0440 MANGO OFFICE \u0438\u043b\u0438 Yandex SpeechKit\u00bb\\n./experiments/issue_325_doc_columns_data.py:14:* \u0420\u0435\u0447\u0435\u0432\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u2014 \u00ab\u0412\u044b\u0431\u043e\u0440 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u2026 3iTech \u2026 Yandex\\n./experiments/issue_325_doc_columns_data.py:34:    \\\"**\u0414\u0430.** \u00ab\u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u043d\u0430 \u0432\u044b\u0431\u043e\u0440 MANGO OFFICE \u0438\u043b\u0438 Yandex SpeechKit\u00bb, \u044f\u0437\u044b\u043a \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u2014 \u0440\u0443\u0441\u0441\u043a\u0438\u0439 [ROBOTFIL, \u00a73.5, \u0441.28-32]\\\",\\n./experiments/issue_325_doc_columns_data.py:35:    \\\"**\u0414\u0430.** \u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u043e\u0432 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043c\u0438 3iTech \u0438\u043b\u0438 Yandex SpeechKit [SA, \u00a73.2, \u0441.14-16]\\\",\\n./experiments/issue_325_doc_columns_data.py:39:    \\\"**\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit).** [ROBOTFIL] \u0440\u0435\u0436\u0438\u043c\u044b \u0441\u043b\u0438\u0442\u043d\u043e\u0439 \u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0440\u0435\u0447\u0438 \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442; \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0443 \u0442\u043e\u043b\u043a\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u0442\u043e\u043a\ufffd\\n./experiments/issue_325_doc_columns_data.py:40:    \\\"**\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit / 3iTech).** [SA] \u0440\u0435\u0436\u0438\u043c\u044b \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442; \u0432\u044b\u0432\u043e\u0434 \u0441\u0434\u0435\u043b\u0430\u043d \u043f\u043e \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u043c\u043e\u0433\\n./experiments/issue_325_doc_columns_data.py:49:    \\\"**\u0414\u0430, \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit).** \u0421\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u0432 [ROBOTFIL] \u043d\u0435\u0442; \u043d\u0435\u043e\u043b\u043e\u0433\u0438\u0437\u043c\u044b \u043f\u043e\u043a\u0440\u044b\u0432\ufffd\\n./experiments/issue_325_doc_columns_data.py:50:    \\\"**\u0414\u0430, \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e.** \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c \u0441\u043b\u043e\u0432\u043e \u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f [SA, \u00a76.2.1, \u0441.44-46] \u0438 \u043f\u043e\u0434\u0430\u0442\u044c \u0437\u0430\u044f\u0432\u043a\u0443 \u043d\u0430 \u0443\u043b\u0443\u0447\ufffd\\n./experiments/issue_325_doc_columns_data.py:65:    \\\"**\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445.** \u0427\u0438\u0441\u043b\u043e\u0432\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043d\u0435\u0442; \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u0430\u0451\u0442 \u043b\u0438\u0448\u044c \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0433\u0440\u0430\u0434\u0430\u0446\u0438\u044e: \u00abYandex SpeechKit \u2014 \u0431\u043e\u043b\u0435\u0435 \u0442\u043e\u0447\u043d\u0430\u044f \u0442\u0435\u0445\u043d\u043e\",\n[2026-09-29T07:46:05.264Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:05.264Z] [INFO]       }\n[2026-09-29T07:46:05.264Z] [INFO]     ]\n[2026-09-29T07:46:05.264Z] [INFO]   },\n[2026-09-29T07:46:05.264Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"uuid\": \"00c8d06b-9703-41c7-bc50-1826e566a646\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:05.257Z\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:05.264Z] [INFO] }\n[2026-09-29T07:46:05.301Z] [STDOUT] [log_7493be] sending request {\n[2026-09-29T07:46:05.308Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:05.313Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:05.320Z] [STDOUT]   options: {\n[2026-09-29T07:46:05.324Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:05.331Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:05.336Z] [STDOUT]     body: {\n[2026-09-29T07:46:05.338Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:05.345Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:05.350Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:05.354Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:05.361Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:05.363Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:05.373Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:05.377Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:05.381Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:05.385Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:05.388Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:05.398Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:05.407Z] [STDOUT]     },\n[2026-09-29T07:46:05.411Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:05.448Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:05.455Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:05.458Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:05.465Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:05.468Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:05.476Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:05.485Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:05.498Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:05.507Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:05.520Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:05.525Z] [STDOUT]     },\n[2026-09-29T07:46:05.530Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:05.534Z] [STDOUT]   },\n[2026-09-29T07:46:05.538Z] [STDOUT]   headers: {\n[2026-09-29T07:46:05.540Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:05.545Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:05.549Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:05.552Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:05.559Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:05.570Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:05.577Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:05.590Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:05.596Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:05.602Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:05.609Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:05.614Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=3996\",\n[2026-09-29T07:46:05.622Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:05.629Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:05.635Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:05.639Z] [STDOUT]     \"x-client-request-id\": \"a40e3b0b-d6dd-4aa9-8b45-7d9ee235d74c\",\n[2026-09-29T07:46:05.647Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:05.655Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:05.660Z] [STDOUT]     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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:06.585Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:06.597Z] [STDOUT]   body: X {\n[2026-09-29T07:46:06.606Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:06.629Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:06.634Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:06.648Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:06.658Z] [STDOUT]     },\n[2026-09-29T07:46:06.666Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:06.678Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:06.682Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:06.683Z] [STDOUT]   },\n[2026-09-29T07:46:06.691Z] [STDOUT]   durationMs: 855,\n[2026-09-29T07:46:06.715Z] [STDOUT] }\n[2026-09-29T07:46:07.574Z] [INFO] {\n[2026-09-29T07:46:07.574Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:07.574Z] [INFO]   \"message\": {\n[2026-09-29T07:46:07.574Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:07.574Z] [INFO]     \"content\": [\n[2026-09-29T07:46:07.574Z] [INFO]       {\n[2026-09-29T07:46:07.574Z] [INFO]         \"tool_use_id\": \"toolu_01EaoK7mx2iyNhgJAYuJXYuH\",\n[2026-09-29T07:46:07.574Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:07.574Z] [INFO]         \"content\": \"=== artifact-micro-structure\\n## BLUF: \u0434\u0435\u0441\u044f\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439\\n\\n1. **\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0435 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f.** 17\\n   \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043b\u0438 17 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432; \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0442\\n   \u0434\u0430\u0436\u0435 \u043f\u043e\u0441\u043b\u0435 \u043e\u0433\u0440\u0443\u0431\u043b\u0435\u043d\u0438\u044f \u0434\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432\\n   ([\u0437\u0430\u043c\u0435\u0440](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md), \u00a73).\\n2. **\u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043d\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0435\u043c \u0437\u0430\u0434\u0430\u0447.** \u041d\u0430 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 BCREQ-1074\\n   \u0442\u0440\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0434\u0430\u043b\u0438 \u0442\u0440\u0438 \u0441\u043a\u0435\u043b\u0435\u0442\u0430 (\u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 0.69), \u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\\n   \u0416\u0430\u043a\u043a\u0430\u0440 \u043f\u0430\u0434\u0430\u0435\u0442 \u0434\u043e 0.167.\\n3. **\u0423\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u0430 \u0430\u0440\u043d\u043e\u0441\u0442\u044c, \u0430 \u043d\u0435 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430.** \u0428\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442\u0441\u044f, \u043d\u043e\\n   \u0440\u0430\u0437\u0434\u0435\u043b \u0441 \u043e\u0434\u043d\u0438\u043c \u0438 \u0442\u0435\u043c \u0436\u0435 \u043d\u043e\u043c\u0435\u0440\u043e\u043c \u0432 \u0442\u0440\u0451\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u043d\u0435\u0441\u0451\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u0430.\\n   \u041d\u043e\u0440\u043c\u0430, \u0437\u0430\u0434\u0430\u043d\u043d\u0430\u044f \u0447\u0438\u0441\u043b\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0440\u043c\u043e\u0439.\\n4. **\u0421\u043b\u043e\u0439 \u0441\u043c\u044b\u0441\u043b\u0430 \u0438 \u0441\u043b\u043e\u0439 \u043f\u043e\u0434\u043f\u0438\u0441\u0438 \u043d\u0443\u0436\u043d\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u0442\u044c.** `S-SCENARIO` \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0441\u044f 14\\n   \u0440\u0430\u0437 \u043f\u043e\u0434 14 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c\u0438. \u041f\u043e\u043a\u0430 \u043f\u043e\u0434\u043f\u0438\u0441\u044c \u2014 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u043d\u0438 \u043e\u0434\u0438\u043d\\n   \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d.\\n5. **UI \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u043d\u0435 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u044b.** `S-UI` \u0438 `S-AC` \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043f\u043e \u043e\u0434\u043d\u043e\u043c\u0443\\n   \u0440\u0430\u0437\u0443 \u043d\u0430 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432: \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0440\u0430\u0441\u0442\u0432\u043e\u0440\u0435\u043d\u044b\\n   \u0432\u043d\u0443\u0442\u0440\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439. \u042d\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\\n   \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043e \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043b\u043e\u0433\u0438\u043a\u0438 \u0438 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430.\\n6. **\u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0441\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u043b\u043e\u0451\u0432 \u2014 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043a\u043e\u043d\u043a\u0430\u0442\u0435\u043d\u0430\u0446\u0438\u044f.** \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439\\n   \u0431\u0430\u0437\u0438\u0441 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u043d\u0435 \u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043f\u043e \u0447\u0430\u0441\u0442\u044f\u043c: \u0441\u043b\u043e\u0438\\n   \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 **\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0441\u043b\u043e\u0442\u043e\u0432**, \u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0438\u0437\\n   \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u043a\u043b\u0430\u0441\u0441\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\\n   ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/10-theory.md), \u00a73).\\n7. **\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u0432\u0430\u0440\u0438\u0430\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0430\u0432\u0430 \u043f\u043e\u043f\u0430\u0434\u0430\u0442\u044c \u0432 \u0441\u043a\u0435\u043b\u0435\u0442.** \u0420\u0430\u0437\u043b\u0438\u0447\u0438\u0435\\n   \u00ab\u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0441 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430\u043c\u0438\u00bb \u0438 \u00ab\u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0431\u0435\u0437 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a\u00bb \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0441\u0442\u044c\u044e\\n   \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0441\u043b\u043e\u0442\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439\\n   \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u0432\u043e\u043f\u0440\u043e\u0441 \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0441\u044f\u00bb.\\n8. **\u041e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0432\u043c\u0435\u0441\u0442\u043e \u0442\u0440\u0451\u0445 \u2014 \u0437\u0430 \u0441\u0447\u0451\u0442 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439, \u0430 \u043d\u0435 \u0437\u0430 \u0441\u0447\u0451\u0442 \u0442\u0440\u0451\u0445\\n   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432.** \u0411\u0438\u0437\u043d\u0435\u0441-\u0424\u0422, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0430 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f\\n   \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u0442\u0440\u0438 **\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043e\u0434\u043d\u043e\u0433\u043e** \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\\n   ([`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/20-taxonomy.md), \u00a75).\\n9. **Golden Set \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d \u0438 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u043d.** \u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u0434\u0430\u0451\u0442 \u0447\u0438\u0441\u0442\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445\\n   \u0432\u044b\u0431\u043e\u0440\u043e\u043a, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u044d\u0442\u0430\u043b\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0438\u043d\u0434\u0443\u043a\u0446\u0438\u0435\u0439: \u043e\u043d \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0438\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0447\u0430\u0441\u0442\u044c\u044e \u0433\u0435\u0439\u0442\u0430 `G-mach`, \u0430 \u043d\u0435 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043e\u0439 \u0435\u043c\u0443.\\n10. **\u041d\u0430\u0432\u044b\u043a \u2014 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0439 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442.** \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u044b\u0439 \u0442\u0438\u043f\\n    \u0440\u0430\u0431\u043e\u0442\u044b; \u043d\u0430\u0432\u044b\u043a \u2014 \u0435\u0451 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u0430\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f; \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2014 \u043d\u0435 \u043d\u0430\u0432\u044b\u043a,\\n    \u0430 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f \u043d\u0430\u0432\u044b\u043a\u043e\u0432. \u041d\u0430\u0432\u044b\u043a \u0441\u0430\u043c\u043e\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d: \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0441\u043b\u043e\u0438, \u043f\u043e\\n    \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0430\u0433\u0435\u043d\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0445\u043e\u0434\u0438\u0442\u044c \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0432 \u043d\u0451\u043c \u043d\u0435\u0442.\\n\\n=== artifact-rendering\\n## BLUF\\n\\n1. `M2` \u2014 \u044d\u0442\u043e **\u0441\u0431\u043e\u0440\u043a\u0430**, \u0430 \u043d\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u0435. \u0412\u0441\u0451, \u0447\u0442\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442, \u0443\u0436\u0435\\n   \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u044f\u0434\u0440\u0435; `M2` \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442, \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0438\u0432\u0430\u0435\u0442 \u0438 \u043e\u0444\u043e\u0440\u043c\u043b\u044f\u0435\u0442.\\n2. \u0418\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u0435\u0442 \u043c\u043e\u0434\u0443\u043b\u044f: **\u043d\u0430 \u0441\u043b\u043e\u0435 `M2` \u043d\u0435 \u0440\u043e\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u044b\u0439\\n   \u0441\u043c\u044b\u0441\u043b**. \u041b\u044e\u0431\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, \u0432\u043f\u0435\u0440\u0432\u044b\u0435 \u043f\u043e\u044f\u0432\u0438\u0432\u0448\u0435\u0435\u0441\u044f \u043f\u0440\u0438 \u0440\u0435\u043d\u0434\u0435\u0440\u0435, \u2014 \u0434\u0435\u0444\u0435\u043a\u0442.\\n3. \u041e\u0442\u0441\u044e\u0434\u0430 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u044c\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u2014 \u043d\u0435\u0434\u0440\u0435\u0439\u0444 (`K5` RFC): \u0434\u043e\u043a\u0430\u0437\u0443\u0435\u043c\u043e\u0435 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435\\n   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u044f\u0434\u0440\u0443, \u0430 \u043d\u0435 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u0443\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0430\u0432\u0442\u043e\u0440\u0430.\\n4. \u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0437\u0430\u0434\u0430\u0447\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u0430: 23 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438\u0437 57 \u0432\u044b\u0434\u0430\u043b\u0438 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e\\n   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f, 9 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0438 \u0432\u044b\u043c\u044b\u0441\u0435\u043b \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442.\\n5. \u0420\u0435\u043d\u0434\u0435\u0440 \u0438\u043c\u0435\u0435\u0442 \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u2014 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d, \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0430 \u0438\\n   \u0433\u0438\u0431\u0440\u0438\u0434; \u043e\u043d\u0438 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\u043c, \u0430 **\u0442\u0435\u043c, \u0447\u0442\u043e \u043c\u043e\u0436\u043d\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u044c**.\\n6. \u041d\u0430\u0432\u044f\u0437\u0430\u043d\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 (`custom-form` \u043e\u0441\u0438 `A1`) \u2014 \u043d\u0435 \u0447\u0430\u0441\u0442\u043d\u044b\u0439 \u0441\u043b\u0443\u0447\u0430\u0439, \u0430\\n   \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0447\u0438: \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u0432\u0443\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0435\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f.\\n7. \u0413\u0435\u0439\u0442 `HG-5` \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442; \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u043e\u0434\u0433\u0435\u0439\u0442 `HG-5.1` \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0442\u0430\u043c, \u0433\u0434\u0435\\n   \u043e\u0441\u044c `A6` \u0434\u0430\u0451\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0438\u043b\u0438 \u0440\u0435\u0433\u0443\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440.\\n8. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0435\u0434\u0440\u0435\u0439\u0444\u0430 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 `M2` \u2014 \u044d\u0442\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 `Q-2` RFC, \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435\\n   \u043f\u0440\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0438.\\n\\n=== feedback-and-evolution\\n## BLUF\\n\\n1. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0431\u0435\u0437 `M3` \u043d\u0435\u043e\u0431\u0443\u0447\u0430\u0435\u043c: \u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0438 \u043d\u0435 \u0443\u0437\u043d\u0430\u0451\u0442, \u0431\u044b\u043b\u0438 \u043b\u0438\\n   \u043e\u043d\u0438 \u0432\u0435\u0440\u043d\u044b.\\n2. \u041a\u043e\u0440\u043f\u0443\u0441 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e: \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0432 100 % \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432,\\n   \u0430 \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0432 5 \u0438\u0437 57 (8,8 %).\\n3. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0435\u0441\u0442\u044c, \u043d\u043e \u043e\u043d\u0438 \u043d\u0435\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c\u044b: 71 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u043b\u044e\u0447 \u043d\u0430 57\\n   \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 24 \u043a\u043b\u044e\u0447\u0430 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0440\u0430\u0437, `token_method` \u0438\u043c\u0435\u0435\u0442 24\\n   \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 16 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445.\\n4. \u041e\u0442\u0441\u044e\u0434\u0430 \u043f\u0435\u0440\u0432\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 `M3` \u2014 \u043d\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 **\u0441\u0445\u0435\u043c\u0430 \u0437\u0430\u043f\u0438\u0441\u0438 \u043e \u0437\u0430\u043a\u0440\u044b\u0442\u0438\u0438**\\n   `C-CL`: \u043f\u043e\u043a\u0430 \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043d\u0435\u0442, \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043d\u0435\u0447\u0435\u0433\u043e.\\n5. \u0412\u0442\u043e\u0440\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u2014 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0442\u044c \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0435\u0442:\\n   \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.\\n6. \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u0441 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u043e\u0439 \u043c\u0435\u0441\u044f\u0446\u044b (\u0434\u0435\u0444\u0435\u043a\u0442 \u043f\u043e\u0441\u043b\u0435 \u0441\u0434\u0430\u0447\u0438) \u0438 \u043c\u0438\u043d\u0443\u0442\u044b\\n   (\u043f\u0440\u0430\u0432\u043a\u0430 \u043d\u0430 \u0440\u0435\u0432\u044c\u044e); \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u044b \u0434\u043b\u044f \u043d\u0438\u0445 \u0440\u0430\u0437\u043d\u044b\u0435.\\n7. `M3` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0441\u043b\u043e\u0439, \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b `H1.5` (\u044f\u0434\u0440\u043e \u0434\u0435\u0448\u0435\u0432\u043b\u0435\\n   \u0434\u0440\u0435\u0439\u0444\u0430) \u0438 `H2.3` (\u0433\u0438\u0431\u0440\u0438\u0434\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c \u0432\u044b\u0438\u0433\u0440\u044b\u0432\u0430\u0435\u0442); \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043e\u043d\u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b.\\n8. `M3` \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c: \u043e\u043d \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043a\u0443 \u0432 `M1`, `M2` \u0438 `M4`\\n   \u0447\u0435\u0440\u0435\u0437 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[STDOUT] [log_896a30] sending request {\n[2026-09-29T07:46:07.658Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:07.662Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:07.672Z] [STDOUT]   options: {\n[2026-09-29T07:46:07.676Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:07.679Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:07.683Z] [STDOUT]     body: {\n[2026-09-29T07:46:07.689Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:07.695Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:07.699Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:07.710Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:07.713Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:07.727Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:07.745Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:07.749Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:07.754Z] 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   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:08.638Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:08.641Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:08.645Z] [STDOUT]     \"cf-ray\": \"a4295f4dae6e29ad-FRA\",\n[2026-09-29T07:46:08.649Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:08.651Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:08.655Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:08.661Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:08.665Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:08 GMT\",\n[2026-09-29T07:46:08.669Z] [STDOUT]     \"request-id\": \"req_011CfXMov6THYKxhmvXEvPvd\",\n[2026-09-29T07:46:08.673Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:08.675Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:08.683Z] [STDOUT]     traceresponse: \"00-98498e7ce51bc4f29b1d9519fbf761aa-bac173c54e2327a3-01\",\n[2026-09-29T07:46:08.688Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:08.692Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:08.695Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:08.700Z] [STDOUT]   },\n[2026-09-29T07:46:08.703Z] [STDOUT]   durationMs: 799,\n[2026-09-29T07:46:08.707Z] [STDOUT] }\n[2026-09-29T07:46:08.711Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:08.714Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:08 GMT\",\n[2026-09-29T07:46:08.717Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:08.723Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:08.727Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:08.730Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:08.733Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:08.739Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:08.746Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:08.760Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:08.767Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:08.772Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:08.794Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:08.800Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:08.807Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:08.819Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:08.827Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:08.832Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:08.837Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:08.843Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:08.846Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:08.849Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:08.852Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:08.855Z] [STDOUT]   \"request-id\": \"req_011CfXMov6THYKxhmvXEvPvd\",\n[2026-09-29T07:46:08.859Z] [STDOUT]   \"traceresponse\": \"00-98498e7ce51bc4f29b1d9519fbf761aa-bac173c54e2327a3-01\",\n[2026-09-29T07:46:08.865Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:08.871Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:08.876Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:08.883Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:08.892Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:08.911Z] [STDOUT]   \"cf-ray\": \"a4295f4dae6e29ad-FRA\",\n[2026-09-29T07:46:08.945Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:08.958Z] [STDOUT] [log_896a30] response parsed {\n[2026-09-29T07:46:08.967Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:08.987Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:08.994Z] [STDOUT]   body: X {\n[2026-09-29T07:46:08.997Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:08.999Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:09.002Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:09.006Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:09.010Z] [STDOUT]     },\n[2026-09-29T07:46:09.015Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:09.020Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:09.024Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:09.028Z] [STDOUT]   },\n[2026-09-29T07:46:09.030Z] [STDOUT]   durationMs: 801,\n[2026-09-29T07:46:09.034Z] [STDOUT] }\n[2026-09-29T07:46:09.135Z] [INFO] {\n[2026-09-29T07:46:09.135Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"message\": {\n[2026-09-29T07:46:09.135Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:09.135Z] [INFO]     \"id\": \"msg_011CfXMokfusPt6ntbaGWiC6\",\n[2026-09-29T07:46:09.135Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:09.135Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:09.135Z] [INFO]     \"content\": [\n[2026-09-29T07:46:09.135Z] [INFO]       {\n[2026-09-29T07:46:09.135Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:09.135Z] [INFO]         \"id\": \"toolu_01KBSaqhgDvkNYxs6EAGUG6X\",\n[2026-09-29T07:46:09.135Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:09.135Z] [INFO]         \"input\": {\n[2026-09-29T07:46:09.135Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && grep -rIn --exclude-dir=.git --exclude=*.json -E \\\"Qwen|\u0432\u0435\u0431-\u0447\u0430\u0442|web chat|\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0447\u0430\u0442\u0430|\u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441|\u0441\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f|runtime\\\" . | grep -v \\\"^./runs/.*/inputs/\\\" | cut -c1-280 | head -60\",\n[2026-09-29T07:46:09.135Z] [INFO]           \"description\": \"Find Qwen/runtime mentions\"\n[2026-09-29T07:46:09.135Z] [INFO]         },\n[2026-09-29T07:46:09.135Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:09.135Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:09.135Z] [INFO]         }\n[2026-09-29T07:46:09.135Z] [INFO]       }\n[2026-09-29T07:46:09.135Z] [INFO]     ],\n[2026-09-29T07:46:09.135Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:09.135Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:09.135Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:09.135Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:09.135Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:09.135Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:09.135Z] [INFO]       \"cache_creation_input_tokens\": 4805,\n[2026-09-29T07:46:09.135Z] [INFO]       \"cache_read_input_tokens\": 78532,\n[2026-09-29T07:46:09.135Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:09.135Z] [INFO]         \"ephemeral_5m_input_tokens\": 4805,\n[2026-09-29T07:46:09.135Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:09.135Z] [INFO]       },\n[2026-09-29T07:46:09.135Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:46:09.135Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:09.135Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:09.135Z] [INFO]     },\n[2026-09-29T07:46:09.135Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:09.135Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:09.135Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:09.135Z] [INFO]   },\n[2026-09-29T07:46:09.135Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"uuid\": \"d1511f8c-57b6-427a-ab8c-21fa03e19da0\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:09.122Z\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"request_id\": \"req_011CfXMokAuRxEHdiWc9DQbV\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:09.135Z] [INFO] }\n[2026-09-29T07:46:09.155Z] [INFO] {\n[2026-09-29T07:46:09.155Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"description\": \"Running Find Qwen/runtime mentions\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:09.155Z] [INFO]     \"total_tokens\": 84021,\n[2026-09-29T07:46:09.155Z] [INFO]     \"tool_uses\": 21,\n[2026-09-29T07:46:09.155Z] [INFO]     \"duration_ms\": 106843\n[2026-09-29T07:46:09.155Z] [INFO]   },\n[2026-09-29T07:46:09.155Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"uuid\": \"4ab3a1f2-db2f-4d5d-ac84-b77369e734a7\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:09.155Z] [INFO] }\n[2026-09-29T07:46:10.648Z] [INFO] {\n[2026-09-29T07:46:10.648Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"message\": {\n[2026-09-29T07:46:10.648Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:10.648Z] [INFO]     \"id\": \"msg_011CfXMovbxP27QkvRKEz2in\",\n[2026-09-29T07:46:10.648Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:10.648Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:10.648Z] [INFO]     \"content\": [\n[2026-09-29T07:46:10.648Z] [INFO]       {\n[2026-09-29T07:46:10.648Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:10.648Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:10.648Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:46:10.648Z] [INFO]     ],\n[2026-09-29T07:46:10.648Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:10.648Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:10.648Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:10.648Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:10.648Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:10.648Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:10.648Z] [INFO]       \"cache_creation_input_tokens\": 2523,\n[2026-09-29T07:46:10.648Z] [INFO]       \"cache_read_input_tokens\": 84107,\n[2026-09-29T07:46:10.648Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:10.648Z] [INFO]         \"ephemeral_5m_input_tokens\": 2523,\n[2026-09-29T07:46:10.648Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:10.648Z] [INFO]       },\n[2026-09-29T07:46:10.648Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:10.648Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:10.648Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:10.648Z] [INFO]     },\n[2026-09-29T07:46:10.648Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:10.648Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:10.648Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:10.648Z] [INFO]   },\n[2026-09-29T07:46:10.648Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"uuid\": \"280c7eb3-95bf-4983-badb-4d4148eef996\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:10.643Z\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"request_id\": \"req_011CfXMov6THYKxhmvXEvPvd\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:10.648Z] [INFO] }\n[2026-09-29T07:46:10.766Z] [INFO] {\n[2026-09-29T07:46:10.766Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"message\": {\n[2026-09-29T07:46:10.766Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:10.766Z] [INFO]     \"content\": [\n[2026-09-29T07:46:10.766Z] [INFO]       {\n[2026-09-29T07:46:10.766Z] [INFO]         \"tool_use_id\": \"toolu_01KBSaqhgDvkNYxs6EAGUG6X\",\n[2026-09-29T07:46:10.766Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:10.766Z] [INFO]         \"content\": \"./standards/analysis-standard.md:81:| C. Product Spoke / Runtime | \u041f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442 `analysis-subtype` \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0443 Analysis \u2194 Audit \u043a \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u043c\u0443 / repo-state \u0440\u0430\u0437\u0431\u043e\u0440\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430; \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 runtime evidence, \u0430 \u043d\u0435 \u043f\u043e\u0433\u043b\u043e\\n./standards/research-standard.md:64:| C. Product Spoke / Runtime | \u041f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442 distinction research evidence vs operational run; runtime/pipeline outputs \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 `runs/` \u0438\u043b\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u043c artifact storage. |\\n./standards/GLOSSARY.md:86:| Evidence-\u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440 (Evidence container) | \u0415\u0434\u0438\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0439 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u044b `research//exp//` \u0441 \u043f\u043b\u043e\u0441\u043a\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 (\u0437\u0430\u043f\u0440\u0435\u0442 `outputs/`\\n./scripts/kb/runtime_snapshot.py:1:\\\"\\\"\\\"Read the immutable runtime KB snapshot used after issue #361 migration.\\n./scripts/kb/runtime_snapshot.py:3:The runtime checkout is fetched on demand outside this repository. Historical\\n./scripts/kb/runtime_snapshot.py:14:RUNTIME_REPOSITORY = \\\"https://github.com/G-Ivan-A/mango-ba-ai-runtime\\\"\\n./scripts/kb/runtime_snapshot.py:23:        root = Path(tempfile.gettempdir()) / \\\"mango-ba-runtime-kb\\\" / RUNTIME_COMMIT\\n./scripts/kb/runtime_snapshot.py:33:        raise RuntimeError(f\\\"runtime checkout must be {RUNTIME_COMMIT}, got {head}\\\")\\n./scripts/kb/runtime_snapshot.py:36:        raise RuntimeError(f\\\"runtime KB is missing: {kb}\\\")\\n./scripts/validate_issue_117_kb_traceability.py:24:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_111_kb_pipeline.py:34:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_310_kb_pdf_ingestion.py:33:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_363_run.py:11:4. \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 `[\u0414\u041e\u041a, \u00a7X \u00ab\u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a\u00bb, \u0441.Y](url)` \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u043d\u0430 runtime-\u0411\u0417\\n./scripts/validate_issue_363_run.py:12:   \u043d\u0430 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c commit; \u0435\u0441\u043b\u0438 runtime \u043d\u0430 \u044d\u0442\u043e\u043c commit \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\\n./scripts/validate_issue_363_run.py:32:BLOB = re.compile(r\\\"^https://github\\\\.com/G-Ivan-A/mango-ba-ai-runtime/blob/([0-9a-f]{40})/(docs/kb/.+\\\\.md)$\\\")\\n./scripts/validate_issue_363_run.py:51:def local_runtime(commit: str) -> Path | None:\\n./scripts/validate_issue_363_run.py:95:            errors.append(\\\"\u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0435 \u043d\u0430 runtime-\u0411\u0417 \u0441 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c commit: %s\\\" % href)\\n./scripts/validate_issue_363_run.py:97:        runtime = local_runtime(match.group(1))\\n./scripts/validate_issue_363_run.py:98:        if runtime is None:\\n./scripts/validate_issue_363_run.py:100:        target = runtime / match.group(2)\\n./scripts/test_issue_361_kb_migration.py:11:RUNTIME = \\\"https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb\\\"\\n./scripts/test_issue_361_kb_migration.py:21:            errors.append(\\\"README does not link to the runtime KB\\\")\\n./scripts/test_issue_361_kb_migration.py:23:            errors.append(\\\"README does not pin the runtime commit\\\")\\n./scripts/validate_pagination_shift.py:17:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_351_run.py:21:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_115_kb_mango_pipeline.py:37:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_265_hub_sync.py:34:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_365_run.py:11:4. \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 `[\u0414\u041e\u041a, \u00a7X \u00ab\u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a\u00bb, \u0441.Y](url)` \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u043d\u0430 runtime-\u0411\u0417\\n./scripts/validate_issue_365_run.py:12:   \u043d\u0430 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c commit; \u0435\u0441\u043b\u0438 runtime \u043d\u0430 \u044d\u0442\u043e\u043c commit \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\\n./scripts/validate_issue_365_run.py:32:BLOB = re.compile(r\\\"^https://github\\\\.com/G-Ivan-A/mango-ba-ai-runtime/blob/([0-9a-f]{40})/(docs/kb/.+\\\\.md)$\\\")\\n./scripts/validate_issue_365_run.py:51:def local_runtime(commit: str) -> Path | None:\\n./scripts/validate_issue_365_run.py:95:            errors.append(\\\"\u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0435 \u043d\u0430 runtime-\u0411\u0417 \u0441 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c commit: %s\\\" % href)\\n./scripts/validate_issue_365_run.py:97:        runtime = local_runtime(match.group(1))\\n./scripts/validate_issue_365_run.py:98:        if runtime is None:\\n./scripts/validate_issue_365_run.py:100:        target = runtime / match.group(2)\\n./kb/README.md:18:[`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb).\\n./kb/sources/README.md:22:[`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb).\\n./kb/processed/README.md:15:[`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb).\\n./kb/processed/README.md:18:\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0441\u043d\u0438\u043c\u043e\u043a runtime: [`ed42b3cd0eed2774c9b080232ca00484d9a4f7cd`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/ed42b3cd0eed2774c9b080232ca00484d9a4f7cd/docs/kb).\\n./kb/processed/README.md:24:\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 `docs/kb//\u2026` \u0432 runtime \u043f\u043e \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u043a\u043e\u043c\u043c\u0438\u0442\u0443 \u0432\u044b\u0448\u0435.\\n./kb/USAGE.md:19:[`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb).\\n./kb/USAGE.md:21:\u0446\u0438\u0442\u0430\u0442\u044b \u043e\u0441\u0442\u0430\u0432\u0430\u043b\u0438\u0441\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\u0438. \u0417\u0430\u043c\u0435\u043d\u044f\u0439\u0442\u0435 \u043f\u0440\u0435\u0444\u0438\u043a\u0441 \u043d\u0430 `docs/kb/` \u0432 runtime;\\n./ai-governance/agent-security-checklist.md:63:| **LLM01:2025 Prompt Injection** | \u041d\u0435\u0434\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043d\u0442 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 scope; Readback, fail-closed, human clearance; \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u043e\u0442\u0434\u0435\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442 \u0434\u0430\u043d\u043d\u044b\u0445. | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\\n./ai-governance/agent-security-checklist.md:67:| **LLM05:2025 Improper Output Handling** | \u0412\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0444\u043e\u0440\u043c\u0430\u0442\u0430 \u0438 diff; \u044d\u043a\u0440\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435/allowlist \u043f\u0435\u0440\u0435\u0434 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435\u0439 \u0432\u044b\u0432\u043e\u0434\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c. | \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\ufffd\\n./ai-governance/agent-security-checklist.md:68:| **LLM06:2025 Excessive Agency** | \u0427\u0435\u043b\u043e\u0432\u0435\u043a > \u041a\u043e\u043c\u0430\u043d\u0434\u0430 Q > \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c; fail-closed; \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430; approval \u0432\u043d\u0435\u0448\u043d\u0438\u0445/\u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439. | \u0421\u0432\u0435\u0440\u0438\u0442\u044c \u0434\u0435\u0439\ufffd\\n./ai-governance/agent-security-checklist.md:69:| **LLM07:2025 System Prompt Leakage** | \u041e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433-\u043f\u0440\u043e\u043c\u043f\u0442 \u0425\u0430\u0431\u0430 \u043f\u0443\u0431\u043b\u0438\u0447\u0435\u043d by design \u0438 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432; \u0441\u043a\u0440\u044b\u0442\u044b\u0435 prompts/credentials \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u044f\u0442\u0441\u044f. | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\ufffd\\n./ai-governance/agent-security-checklist.md:72:| **LLM10:2025 Unbounded Consumption** | token budget, stop condition, \u043b\u0438\u043c\u0438\u0442\u044b \u0448\u0430\u0433\u043e\u0432/retries/cost \u0438 human review \u043f\u0440\u0435\u0432\u044b\u0448\u0435\u043d\u0438\u044f. | \u0417\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u043c\u0438\u0442 \u0438 \u043f\u0440\u0438\u0447\u0438\u043d\u0443 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u044f; \u043f\u0440\ufffd\\n./runs/2026/RUN-0028/logs/metrics.md:29:\u0447\u0435\u0440\u0435\u0437 `tiktoken:[REDACTED] (\u0447\u0443\u0436\u0430\u044f \u0434\u043b\u044f Qwen \u043a\u043e\u0434\u0438\u0440\u043e\u0432\u043a\u0430), \u0437\u0434\u0435\u0441\u044c \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\\n./runs/2026/RUN-0014/logs/chat-transcript.md:85:## [2] \u0410\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442 (Qwen3.7-Plus)\\n./runs/2026/RUN-0014/logs/chat-transcript.md:123:## [4] \u0410\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442 (Qwen3.7-Plus)\\n./runs/2026/RUN-0014/logs/chat-transcript.md:153:## [6] \u0410\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442 (Qwen3.7-Plus)\\n./runs/2026/RUN-0014/logs/chat-transcript.md:226:## [8] \u0410\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442 (Qwen3.7-Plus)\\n./runs/2026/RUN-0014/logs/metrics.md:24:| \u041c\u043e\u0434\u0435\u043b\u044c | `qwen3.7-plus` (Qwen3.7-Plus, \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441) |\\n./runs/2026/RUN-0018/feedback/review-notes.md:69:\u041f\u0440\u043e\u0433\u043e\u043d \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0441\u044f \u0432\u043e \u0432\u043d\u0435\u0448\u043d\u0435\u043c \u0447\u0430\u0442\u0435 (Qwen, `auto_search: true`) **\u0431\u0435\u0437 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\n./runs/2026/RUN-0068/logs/experiment-log.md:38:- \u00a7 / \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a / \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432 \u0441\u0441\u044b\u043b\u043a\u0430\u0445 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u0438\u0437 frontmatter \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 runtime-\u0411\u0417\\n./runs/2026/RUN-0068/outputs/README.md:20:MANGO_BA_RUNTIME_MAIN=/path/to/mango-ba-ai-runtime python3 experiments/issue_363/generate_run.py\\n./runs/2026/RUN-0068/outputs/L0-feasibility-assessment-1114.md:23:- SSOT: \u0411\u0417 [`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/91406e430aeb70dabf20548eee0ea95127f42690/docs/kb)\\n./runs/2026/RUN-0068/outputs/L0-feasibility-assessment-1114.md:30:| 1 | \u041e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u043f\u0440\u043e\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0437\u043e\u0432\u0430 (\u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0435\u0433\u043e, \u0432\u0445\u043e\u0434\u044f\u0449\u0435\u0433\u043e) \u0431\u0435\u0437 \u043f\u043e\u0441\u0440\u0435\u0434\u043d\u0438\u043a\u043e\u0432, \u0430\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440\u043e\u0432, \u043a\u0430\u043a \u043d\u0430 \u0410\u0431\u043e\u043d\u0435\u043d\u0442\u043e\u0432 \u0441\u0442\u0430\u0446\u0438\u043e\u043d\u0430\u0440\u043d\u043e\\n./runs/2026/RUN-0068/outputs/L0-feasibility-assessment-1114.md:31:| 2 | \u0422\u0440\u0435\u0431\u0443\u0435\u043c\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442: SIPv2 (UDP). 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\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0422\u0424\u041e\u041f \u043d\u043e\u043c\",\n[2026-09-29T07:46:10.766Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:10.766Z] [INFO]       }\n[2026-09-29T07:46:10.766Z] [INFO]     ]\n[2026-09-29T07:46:10.766Z] [INFO]   },\n[2026-09-29T07:46:10.766Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"uuid\": \"683ee165-dcba-43d0-a465-89418261e570\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:10.760Z\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:10.766Z] [INFO] }\n[2026-09-29T07:46:10.791Z] [STDOUT] [log_ea6be8] sending request {\n[2026-09-29T07:46:10.795Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:10.799Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:10.809Z] [STDOUT]   options: {\n[2026-09-29T07:46:10.815Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:10.822Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:10.830Z] [STDOUT]     body: {\n[2026-09-29T07:46:10.838Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:10.845Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:10.849Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:10.856Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:10.865Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:10.869Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:10.874Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:10.877Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:10.880Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:10.883Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:10.895Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:10.942Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:10.962Z] [STDOUT]     },\n[2026-09-29T07:46:10.976Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:11.010Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:11.015Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:11.020Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:11.027Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:11.033Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:11.036Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:11.040Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:11.044Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:11.056Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:11.061Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:11.066Z] [STDOUT]     },\n[2026-09-29T07:46:11.069Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:11.072Z] [STDOUT]   },\n[2026-09-29T07:46:11.075Z] [STDOUT]   headers: {\n[2026-09-29T07:46:11.078Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:11.082Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:11.086Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": 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https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 766ms\n[2026-09-29T07:46:11.560Z] [STDOUT] [log_ea6be8] response start {\n[2026-09-29T07:46:11.563Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:11.565Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:11.570Z] [STDOUT]   headers: {\n[2026-09-29T07:46:11.574Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:11.578Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:11.582Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:11.586Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:11.591Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:11.594Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:11.598Z] [STDOUT]   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\"no-cache\",\n[2026-09-29T07:46:11.632Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:11.643Z] [STDOUT]     \"cf-ray\": \"a4295f617a974d8b-FRA\",\n[2026-09-29T07:46:11.647Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:11.651Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:11.653Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:11.656Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:11.659Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:11 GMT\",\n[2026-09-29T07:46:11.663Z] [STDOUT]     \"request-id\": \"req_011CfXMp9d3WyakJDh2zqjsi\",\n[2026-09-29T07:46:11.666Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:11.670Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:11.674Z] [STDOUT]     traceresponse: \"00-4507225d03499b0c0a31749c9e2ac380-fdd1f21fe2f5dfb1-01\",\n[2026-09-29T07:46:11.677Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:11.680Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:11.685Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:11.691Z] [STDOUT]   },\n[2026-09-29T07:46:11.696Z] [STDOUT]   durationMs: 766,\n[2026-09-29T07:46:11.702Z] [STDOUT] }\n[2026-09-29T07:46:11.709Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:11.713Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:11 GMT\",\n[2026-09-29T07:46:11.717Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:11.722Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:11.726Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:11.731Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:11.738Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:11.745Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:11.753Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:11.759Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:11.763Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:11.776Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:11.781Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:11.786Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:11.789Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:11.793Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:11.797Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:11.802Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:11.805Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:11.810Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:11.814Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:11.819Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:11.823Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:11.830Z] [STDOUT]   \"request-id\": \"req_011CfXMp9d3WyakJDh2zqjsi\",\n[2026-09-29T07:46:11.838Z] [STDOUT]   \"traceresponse\": \"00-4507225d03499b0c0a31749c9e2ac380-fdd1f21fe2f5dfb1-01\",\n[2026-09-29T07:46:11.844Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:11.853Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:11.857Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:11.860Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:11.864Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:11.872Z] [STDOUT]   \"cf-ray\": \"a4295f617a974d8b-FRA\",\n[2026-09-29T07:46:11.876Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:11.884Z] [STDOUT] [log_ea6be8] response parsed {\n[2026-09-29T07:46:11.891Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:11.897Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:11.901Z] [STDOUT]   body: X {\n[2026-09-29T07:46:11.907Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:11.911Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:11.919Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:11.923Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:11.926Z] [STDOUT]     },\n[2026-09-29T07:46:11.929Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:11.935Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:11.940Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:11.947Z] [STDOUT]   },\n[2026-09-29T07:46:11.956Z] [STDOUT]   durationMs: 767,\n[2026-09-29T07:46:11.962Z] [STDOUT] }\n[2026-09-29T07:46:11.968Z] [INFO] {\n[2026-09-29T07:46:11.968Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"message\": {\n[2026-09-29T07:46:11.968Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:11.968Z] [INFO]     \"id\": \"msg_011CfXMovbxP27QkvRKEz2in\",\n[2026-09-29T07:46:11.968Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:11.968Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:11.968Z] [INFO]     \"content\": [\n[2026-09-29T07:46:11.968Z] [INFO]       {\n[2026-09-29T07:46:11.968Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:11.968Z] [INFO]         \"id\": \"toolu_016PCve2M3tAEnjHaL9u8HS8\",\n[2026-09-29T07:46:11.968Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:11.968Z] [INFO]         \"input\": {\n[2026-09-29T07:46:11.968Z] [INFO]           \"command\": \"grep -rn -i '\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d' --include=*.md . | grep -v '^./research/ba-requirements/exp' | cut -c1-280 | head -40\",\n[2026-09-29T07:46:11.968Z] [INFO]           \"description\": \"Search cognitive across repo\"\n[2026-09-29T07:46:11.968Z] [INFO]         },\n[2026-09-29T07:46:11.968Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:11.968Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:11.968Z] [INFO]         }\n[2026-09-29T07:46:11.968Z] [INFO]       }\n[2026-09-29T07:46:11.968Z] [INFO]     ],\n[2026-09-29T07:46:11.968Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:11.968Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:11.968Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:11.968Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:11.968Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:11.968Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:11.968Z] [INFO]       \"cache_creation_input_tokens\": 2523,\n[2026-09-29T07:46:11.968Z] [INFO]       \"cache_read_input_tokens\": 84107,\n[2026-09-29T07:46:11.968Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:11.968Z] [INFO]         \"ephemeral_5m_input_tokens\": 2523,\n[2026-09-29T07:46:11.968Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:11.968Z] [INFO]       },\n[2026-09-29T07:46:11.968Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:11.968Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:11.968Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:11.968Z] [INFO]     },\n[2026-09-29T07:46:11.968Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:11.968Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:11.968Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:11.968Z] [INFO]   },\n[2026-09-29T07:46:11.968Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"uuid\": \"95d2698e-302c-4ee7-906f-7c1e95352bb9\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:11.678Z\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"request_id\": \"req_011CfXMov6THYKxhmvXEvPvd\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:11.968Z] [INFO] }\n[2026-09-29T07:46:11.975Z] [INFO] {\n[2026-09-29T07:46:11.975Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"description\": \"Running Search cognitive across repo\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:11.975Z] [INFO]     \"total_tokens\": 87319,\n[2026-09-29T07:46:11.975Z] [INFO]     \"tool_uses\": 25,\n[2026-09-29T07:46:11.975Z] [INFO]     \"duration_ms\": 102401\n[2026-09-29T07:46:11.975Z] [INFO]   },\n[2026-09-29T07:46:11.975Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"uuid\": \"60a6f85f-9bab-4277-9fbd-43cadcce75d5\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:11.975Z] [INFO] }\n[2026-09-29T07:46:13.008Z] [INFO] {\n[2026-09-29T07:46:13.008Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:13.008Z] [INFO]   \"message\": {\n[2026-09-29T07:46:13.008Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:13.008Z] [INFO]     \"content\": [\n[2026-09-29T07:46:13.008Z] [INFO]       {\n[2026-09-29T07:46:13.008Z] [INFO]         \"tool_use_id\": \"toolu_016PCve2M3tAEnjHaL9u8HS8\",\n[2026-09-29T07:46:13.008Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:13.008Z] [INFO]         \"content\": \"./ops/backlog.md:289:| **B-124** | \u041f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0411\u0410-\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 BABOK | **P2** | B-121 | deferred (icebox) | [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557) | [\u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f, \u00a71 30-dec\\n./ops/backlog.md:338:| **B-141** | \u041a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u043a\u0430 \u043c\u0430\u043a\u0440\u043e-\u043c\u043e\u0434\u0443\u043b\u044f \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 | **P1** | \u2014 | todo | [#561](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561) | [\u041f\u043e\u043f\u0440\u0430\u0432\u043a\u0438 \u041f-1\u2026\u041f-5, \u00a71 \\n./ops/artifact-map.md:92:| `/research/mango/2026-08-17-mango-ba-processes-and-dod-ontology.md` | \u0430\u043d\u0430\u043b\u0438\u0437 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | Inventory Analysis \u0434\u043b\u044f issue #512: \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043a \u0414\u041e\u0414 \u0432 \\n./ops/artifact-map.md:408:| `/projects/ba-ai-process/ba-meta-model/operation-taxonomy/` | \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 | \u2014 | RRP-\u043c\u043e\u0434\u0443\u043b\u044c \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0411\u0410 (issue #571): \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\\n./projects/ba-ai-process/ba-meta-model/20-taxonomy.md:80:\u041e\u0441\u044c \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438: **\u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b**. \u0421\u043b\u043e\u0432\u0430\u0440\u044c, \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0438\u0437\\n./projects/ba-ai-process/ba-meta-model/20-taxonomy.md:89:\u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 (`extract`, `transform`, `generate`, `check`,\\n./projects/ba-ai-process/ba-meta-model/20-taxonomy.md:96:| `OP-1` | \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441 \u043e\u0434\u043d\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0432\u044b\u0445\u043e\u0434\u0430. \u041c\u0438\u043a\u0440\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 (\ufffd\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md:24:| `D4` | 8 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u0438\u0437 13 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438: `understanding` \u2014 \u00ab\u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u044b, \u0446\u0435\u043b\u0438, \u043d\u0435\u044f\u0432\ufffd\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md:43:| `OA-4` | **\u041e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.** \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043b\u0430\u0441\u0441\u0443 \u0438\u0437 \u043f\u044f\u0442\u0438 (\u00a73). \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md:51:## 3. \u041f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md:48:| `OI-3` | ID \u0441\u0442\u0430\u0431\u0438\u043b\u0435\u043d \u043f\u0440\u0438 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0438 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438; \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0434\u0435\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md:230:\u043e\u043d\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u0438\u043f\u044b \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/30-decision-framework.md:29:| 3 | \u0420\u0430\u0431\u043e\u0442\u0430 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b (\u00a73 \u0442\u0435\u043e\u0440\u0438\u0438)? | **\u043d\u0430\u0432\u044b\u043a** (`L3`) | \u0448\u0430\u0433 4 |\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/30-decision-framework.md:85:| `EO-4` | \u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u043a\u043b\u0430\u0441\u0441 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b, \u0438 \u043e\u043d \u043e\u0434\u0438\u043d | \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f |\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md:27:2. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0434\u0435\u0441\u044c \u2014 **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md:33:   \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md:37:5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439**: 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435,\\n./projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md:273:### 6. \u041c\u0435\u0442\u0430-\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 human checkpoints\\n./docs/rfc/methodology-research-and-proposals.md:395:\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u043e.\\n./docs/rfc/methodology-research-and-proposals.md:405:| 2 | **Workflow** | \u041f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u043d\u043e\u0441\u0442\u044c Product Layer, \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0448\u0430\u0433\u0438, \u0442\u043e\u0447\u043a\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439. | **Product Layer Mango** + \u043e\u0441\u044c Cognitive Operations (D.1); \u043d\u043e\u0442\u0430\u0446\u0438\u044f BPMN (\\n./docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md:66:| `TX-5` | \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430: \u043e\u0434\u0438\u043d \u043a\u043b\u0430\u0441\u0441 \u0432\u044b\u0445\u043e\u0434\u0430, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u0412\u0441\u0451, \u0447\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043e\u0441\u043b\\n./docs/analysis/2026-07-10-r-a-a-report-structural-desync-options.md:176:**Trade-off.** \u041d\u0438\u0437\u043a\u0430\u044f \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0435\u0439\u0447\u0430\u0441 \u0446\u0435\u043d\u043e\u0439 \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0438\\n./docs/analysis/2026-07-10-r-a-a-report-structural-desync-options.md:273:**Trade-off.** \u041f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u0435\u043a\u0443\u0449\u0430\u044f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0434\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044f\\n./docs/project-summaries/mango-ba-prompts-context-Summary.md:21:  \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0431\u044d\u043a\u043b\u043e\u0433), \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u00d7 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410 \u0438\\n./research/open-ai-ru/2026-06-20-open-ai-ru-repository-architecture-and-l3-l4.md:623:| \u041d\u0438\u0437\u043a\u0438\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0439 overhead \u0434\u043b\u044f Phase 0 | `solution-concept.md` \u043c\u043e\u0436\u0435\u0442 \u0440\u0430\u0437\u0440\u0430\u0441\u0442\u0438\u0441\u044c |\\n./research/mango/2026-08-17-mango-ba-processes-and-dod-ontology.md:31:\u0442\u0440\u0451\u0445 \u0441\u043b\u043e\u0451\u0432: **13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u00d7 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410** (\u0440\u0435\u0435\u0441\u0442\u0440\\n./research/mango/2026-08-17-mango-ba-processes-and-dod-ontology.md:68:2. **\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f** \u2014 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0439 \u0448\u0430\u0433 \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438\u0437 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n./research/mango/2026-08-17-mango-ba-processes-and-dod-ontology.md:115:\u00ab\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u00d7 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410\u00bb; \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014\\n./research/mango/2026-08-17-mango-ba-processes-and-dod-ontology.md:147:### 2. \u0421\u043b\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 (13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439)\\n./research/mango/README.md:28:| [2026-08-17-mango-ba-processes-and-dod-ontology.md](2026-08-17-mango-ba-processes-and-dod-ontology.md) | Inventory Analysis \u0434\u043b\u044f issue #512: \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410, \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0442\ufffd\\n./research/mango/2026-06-18-requirements-engineering-ai-era.md:148:**\u0427\u0442\u043e \u0432 mango.** 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u044b\u0445 \u043f\u043e 6 \u043e\u0431\u043b\u0430\u0441\u0442\u044f\u043c \u0437\u043d\u0430\u043d\u0438\u0439 BABOK\\n./research/ba-requirements/artifact-micro-structure/10-theory.md:45:| `MTH-OPS` | \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0411\u0410 | \u0440\u043e\u043b\u044c \u00ab\u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0425\u0430\u0431\u0430\u00bb |\\n./research/ba-requirements/README.md:118:  \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441 \u0448\u0435\u0441\u0442\u0438\u043f\u043e\u043b\u0435\u0432\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c,\\n./research/ba-requirements/normalization/10-theory.md:89:| E4 | **\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f** | \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u0434 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c | \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0441\u0442\u0438 |\\n./research/ba-requirements/normalization/30-decision-framework.md:46:| U5 \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0444\u043e\u0440\u043c\u044b | 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 | **\u043f\u043e\u043b\u043d\u043e\u0435** | \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f |\\n./research/ba-requirements/normalization/30-decision-framework.md:287:**\u041d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438:** 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, 30 \u0442\u0438\u043f\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432,\\n./research/ba-requirements/normalization/00-introduction.md:142:- \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 13 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 Mango \u2014 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u043d\u0438\\n./research/ai-education/memory/20-taxonomy.md:34:\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043f\u0441\u0438\u0445\u043e\u043b\u043e\u0433\u0438\u0438, \u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0437\u0434\u0435\u0441\u044c \u043f\u043e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u043c\u0443 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0443, \u0430 \u043d\u0435 \u043f\u043e\\n./research/ai-education/information-extraction-graph-modeling/00-introduction.md:94:   discovery \u2192 normalization \u2192 verification \u0441\u043d\u0438\u0436\u0430\u044e\u0442 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0443 \u043e\u0434\u043d\u043e\u0439\\n./research/hub/2026-07-04-hub-as-agent-system-global-analysis.md:1344:\u043a\u043e\u043d\u0441\u0443\u043b\u044c\u0442\u0430\u043d\u0442 \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043a\u0430\u043a **\u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438** 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state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:14.399Z] [STDOUT] [log_b1a75b] response parsed {\n[2026-09-29T07:46:14.403Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:14.409Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:14.416Z] [STDOUT]   body: X {\n[2026-09-29T07:46:14.436Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:14.457Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:14.471Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:14.486Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:14.494Z] [STDOUT]     },\n[2026-09-29T07:46:14.497Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:14.503Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:14.513Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:14.517Z] [STDOUT]   },\n[2026-09-29T07:46:14.521Z] [STDOUT]   durationMs: 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\"org_level_disabled\",\n[2026-09-29T07:46:16.517Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:16.521Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:16.524Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:16.527Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:16.530Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:16.535Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:16.539Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:16.541Z] [STDOUT]     \"cf-ray\": \"a4295f7ffbaf4d8b-FRA\",\n[2026-09-29T07:46:16.545Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:16.550Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:16.553Z] [STDOUT]     \"content-security-policy\": \"default-src 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response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:16.619Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:16 GMT\",\n[2026-09-29T07:46:16.623Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:16.626Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:16.630Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:16.633Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:16.636Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:16.641Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:16.647Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:16.651Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:16.656Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:16.663Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:16.669Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:16.673Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:16.679Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:16.683Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:16.688Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:16.690Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:16.695Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:16.700Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:16.704Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:16.707Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:16.711Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:16.714Z] [STDOUT]   \"request-id\": \"req_011CfXMpWUAUA14gXjG4mkbw\",\n[2026-09-29T07:46:16.718Z] [STDOUT]   \"traceresponse\": \"00-d5d281f5976543a9d4d5f3c702195be3-6e76a717dba316e3-01\",\n[2026-09-29T07:46:16.722Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:16.725Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:16.729Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:16.740Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:16.750Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:16.754Z] [STDOUT]   \"cf-ray\": \"a4295f7ffbaf4d8b-FRA\",\n[2026-09-29T07:46:16.762Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:16.769Z] [STDOUT] [log_1d1147] response parsed {\n[2026-09-29T07:46:16.772Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:16.779Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:16.787Z] [STDOUT]   body: X {\n[2026-09-29T07:46:16.794Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:16.797Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:16.801Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:16.804Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:16.817Z] [STDOUT]     },\n[2026-09-29T07:46:16.822Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:16.826Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:16.829Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:16.831Z] [STDOUT]   },\n[2026-09-29T07:46:16.835Z] [STDOUT]   durationMs: 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[INFO]       }\n[2026-09-29T07:46:16.855Z] [INFO]     ],\n[2026-09-29T07:46:16.855Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:16.855Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:16.855Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:16.855Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:16.855Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:16.855Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:16.855Z] [INFO]       \"cache_creation_input_tokens\": 3361,\n[2026-09-29T07:46:16.855Z] [INFO]       \"cache_read_input_tokens\": 86630,\n[2026-09-29T07:46:16.855Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:16.855Z] [INFO]         \"ephemeral_5m_input_tokens\": 3361,\n[2026-09-29T07:46:16.855Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:16.855Z] [INFO]       },\n[2026-09-29T07:46:16.855Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:16.855Z] [INFO]       \"service_tier\": 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},\n[2026-09-29T07:46:18.666Z] [STDOUT]   },\n[2026-09-29T07:46:18.674Z] [STDOUT]   headers: {\n[2026-09-29T07:46:18.678Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:18.683Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:46:18.687Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:18.691Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:18.698Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:18.700Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:18.705Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:18.713Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:18.721Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:46:18.729Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:18.733Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:18.743Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:18.751Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:18.757Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:18.761Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:18.774Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:18.786Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:18.790Z] [STDOUT]   },\n[2026-09-29T07:46:18.795Z] [STDOUT] }\n[2026-09-29T07:46:18.804Z] [STDOUT] [log_1f828b, request-id: \"req_011CfXMpfrUkmPkquwqVhZoH\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 195ms\n[2026-09-29T07:46:18.818Z] [STDOUT] [log_1f828b] response start {\n[2026-09-29T07:46:18.825Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:18.827Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:18.831Z] [STDOUT]   headers: {\n[2026-09-29T07:46:18.839Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:18.847Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:18.853Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:18.859Z] [STDOUT]     \"cf-ray\": \"a4295f8def7b4d8b-FRA\",\n[2026-09-29T07:46:18.864Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:18.872Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:18.877Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:18.880Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:18.884Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:18 GMT\",\n[2026-09-29T07:46:18.886Z] [STDOUT]     \"request-id\": \"req_011CfXMpfrUkmPkquwqVhZoH\",\n[2026-09-29T07:46:18.892Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:18.895Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=82\",\n[2026-09-29T07:46:18.900Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:18.903Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:18.905Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:18.908Z] [STDOUT]   },\n[2026-09-29T07:46:18.911Z] [STDOUT]   durationMs: 195,\n[2026-09-29T07:46:18.915Z] [STDOUT] }\n[2026-09-29T07:46:18.918Z] [STDOUT] [log_1f828b] response parsed {\n[2026-09-29T07:46:18.923Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:18.927Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:18.930Z] [STDOUT]   body: {\n[2026-09-29T07:46:18.932Z] [STDOUT]     input_tokens: 7177,\n[2026-09-29T07:46:18.937Z] [STDOUT]     _request_id: \"req_011CfXMpfrUkmPkquwqVhZoH\",\n[2026-09-29T07:46:18.946Z] [STDOUT]   },\n[2026-09-29T07:46:18.952Z] [STDOUT]   durationMs: 196,\n[2026-09-29T07:46:18.962Z] [STDOUT] }\n[2026-09-29T07:46:18.971Z] [STDOUT] [log_c9aec9, request-id: \"req_011CfXMpftDZSEVgeoKTSmjf\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 208ms\n[2026-09-29T07:46:18.979Z] [STDOUT] [log_c9aec9] response start {\n[2026-09-29T07:46:18.985Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:18.988Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:18.992Z] [STDOUT]   headers: {\n[2026-09-29T07:46:18.996Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:18.999Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:19.002Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:19.009Z] [STDOUT]     \"cf-ray\": \"a4295f8de997dbb5-FRA\",\n[2026-09-29T07:46:19.027Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:19.047Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:19.059Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:19.064Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:19.070Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:18 GMT\",\n[2026-09-29T07:46:19.074Z] [STDOUT]     \"request-id\": \"req_011CfXMpftDZSEVgeoKTSmjf\",\n[2026-09-29T07:46:19.080Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:19.086Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=95\",\n[2026-09-29T07:46:19.088Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:19.090Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:19.096Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:19.099Z] [STDOUT]   },\n[2026-09-29T07:46:19.101Z] [STDOUT]   durationMs: 208,\n[2026-09-29T07:46:19.108Z] [STDOUT] }\n[2026-09-29T07:46:19.112Z] [STDOUT] [log_c9aec9] response parsed {\n[2026-09-29T07:46:19.122Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.126Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.132Z] [STDOUT]   body: {\n[2026-09-29T07:46:19.139Z] [STDOUT]     input_tokens: 9178,\n[2026-09-29T07:46:19.146Z] [STDOUT]     _request_id: \"req_011CfXMpftDZSEVgeoKTSmjf\",\n[2026-09-29T07:46:19.159Z] [STDOUT]   },\n[2026-09-29T07:46:19.164Z] [STDOUT]   durationMs: 209,\n[2026-09-29T07:46:19.166Z] [STDOUT] }\n[2026-09-29T07:46:19.169Z] [STDOUT] [log_305ee8, request-id: \"req_011CfXMpg1QgHm99ZhLbjF3D\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 240ms\n[2026-09-29T07:46:19.172Z] [STDOUT] [log_305ee8] response start {\n[2026-09-29T07:46:19.177Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.181Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.184Z] [STDOUT]   headers: {\n[2026-09-29T07:46:19.189Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:19.192Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:19.195Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:19.205Z] [STDOUT]     \"cf-ray\": \"a4295f8e2da301ff-CDG\",\n[2026-09-29T07:46:19.210Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:19.213Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:19.218Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:19.220Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:19.223Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:18 GMT\",\n[2026-09-29T07:46:19.225Z] [STDOUT]     \"request-id\": \"req_011CfXMpg1QgHm99ZhLbjF3D\",\n[2026-09-29T07:46:19.231Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:19.234Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=95\",\n[2026-09-29T07:46:19.237Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:19.240Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:19.244Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:19.247Z] [STDOUT]   },\n[2026-09-29T07:46:19.248Z] [STDOUT]   durationMs: 240,\n[2026-09-29T07:46:19.250Z] [STDOUT] }\n[2026-09-29T07:46:19.253Z] [STDOUT] [log_305ee8] response parsed {\n[2026-09-29T07:46:19.256Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.258Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.262Z] [STDOUT]   body: {\n[2026-09-29T07:46:19.270Z] [STDOUT]     input_tokens: 6854,\n[2026-09-29T07:46:19.273Z] [STDOUT]     _request_id: \"req_011CfXMpg1QgHm99ZhLbjF3D\",\n[2026-09-29T07:46:19.277Z] [STDOUT]   },\n[2026-09-29T07:46:19.280Z] [STDOUT]   durationMs: 240,\n[2026-09-29T07:46:19.282Z] [STDOUT] }\n[2026-09-29T07:46:19.286Z] [STDOUT] [log_6a6d71, request-id: \"req_011CfXMpg58F6eKs7CVXoyr6\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 263ms\n[2026-09-29T07:46:19.290Z] [STDOUT] [log_6a6d71] response start {\n[2026-09-29T07:46:19.294Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.300Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.306Z] [STDOUT]   headers: {\n[2026-09-29T07:46:19.312Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:19.316Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:19.319Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:19.326Z] [STDOUT]     \"cf-ray\": \"a4295f8e1901dbd4-FRA\",\n[2026-09-29T07:46:19.332Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:19.336Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:19.343Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:19.347Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:19.350Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:18 GMT\",\n[2026-09-29T07:46:19.353Z] [STDOUT]     \"request-id\": \"req_011CfXMpg58F6eKs7CVXoyr6\",\n[2026-09-29T07:46:19.362Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:19.368Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=121\",\n[2026-09-29T07:46:19.372Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:19.375Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:19.385Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:19.388Z] [STDOUT]   },\n[2026-09-29T07:46:19.393Z] [STDOUT]   durationMs: 263,\n[2026-09-29T07:46:19.396Z] [STDOUT] }\n[2026-09-29T07:46:19.400Z] [STDOUT] [log_6a6d71] response parsed {\n[2026-09-29T07:46:19.406Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.409Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.411Z] [STDOUT]   body: {\n[2026-09-29T07:46:19.414Z] [STDOUT]     input_tokens: 26140,\n[2026-09-29T07:46:19.416Z] [STDOUT]     _request_id: \"req_011CfXMpg58F6eKs7CVXoyr6\",\n[2026-09-29T07:46:19.421Z] [STDOUT]   },\n[2026-09-29T07:46:19.425Z] [STDOUT]   durationMs: 264,\n[2026-09-29T07:46:19.430Z] [STDOUT] }\n[2026-09-29T07:46:19.433Z] [STDOUT] [log_999b2d, request-id: \"req_011CfXMpg3NvinZPcf3sC6Ly\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 279ms\n[2026-09-29T07:46:19.439Z] [STDOUT] [log_999b2d] response start {\n[2026-09-29T07:46:19.445Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.451Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.454Z] [STDOUT]   headers: {\n[2026-09-29T07:46:19.457Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:19.462Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:19.464Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:19.466Z] [STDOUT]     \"cf-ray\": \"a4295f8e39c26ec7-CDG\",\n[2026-09-29T07:46:19.468Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:19.472Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:19.478Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:19.481Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:19.483Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:18 GMT\",\n[2026-09-29T07:46:19.485Z] [STDOUT]     \"request-id\": \"req_011CfXMpg3NvinZPcf3sC6Ly\",\n[2026-09-29T07:46:19.488Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:19.493Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=122\",\n[2026-09-29T07:46:19.497Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:19.500Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:19.506Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:19.515Z] [STDOUT]   },\n[2026-09-29T07:46:19.530Z] [STDOUT]   durationMs: 279,\n[2026-09-29T07:46:19.545Z] [STDOUT] }\n[2026-09-29T07:46:19.558Z] [STDOUT] [log_999b2d] response parsed {\n[2026-09-29T07:46:19.565Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.570Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.574Z] [STDOUT]   body: {\n[2026-09-29T07:46:19.579Z] [STDOUT]     input_tokens: 26140,\n[2026-09-29T07:46:19.586Z] [STDOUT]     _request_id: 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The summary below covers the earlier portion of the conversation.\\n\\nSummary:\\nStatus: research is mostly done, no documents are written yet, and the two research agents are still running.\\n\\n1. **Primary request and intent**\\n   - Resolve issue https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646.\\n   - Working directory: /tmp/gh-issue-solver-1790667776920. Branch: `issue-646-497e337ac092`. Existing draft PR: #648 (https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648).\\n   - Issue mode: Creative. Task type: Documentation/Presentation. Deliver two linked Markdown documents, in Russian like the issue:\\n     - **Doc 1, slide template.** Seven meaning blocks:\\n       1. Scope: BA in large-client teams (high complexity, compliance).\\n       2. Pain: the gap between raw requests and a finished spec, manual operations, and loss of standards and context at handoff.\\n       3. Meta-model: Product \u2192 Process \u2192 Operation \u2192 Artifact.\\n       4. Breakthrough: the hypothesis that cognitive operations resist direct AI generation. The answer is to digitize cognitive operations into strict prompts and machine-readable contracts with fail-closed validation.\\n       5. Pipeline: normalize requests \u2192 reconcile with docs and cases \u2192 generate from golden templates with source links \u2192 G-human gate \u2192 auto-translate into contract or development format.\\n       6. Runtime: pilot on the user workstation (GigaCode CLI / Cline) \u2192 server Environment 4 with a single orchestrator core.\\n       7. Scaling: controlling the output standard guarantees a seamless handoff to systems analysis and development.\\n     - Each slide needs: a number, an assertion headline, 3\u20135 bullets, a highlighted quote or metric, and an image-generation prompt (Midjourney/DALL-E style).\\n     - **Doc 2, speaker script.** Synced to the slide numbers. It explains \\\"why\\\" and \\\"how\\\", links the slides with transitions, stresses the empirical base (60+ runs in mango_ba_prompts), and answers likely questions from a technical leader.\\n   - Definition of Done:\\n     - Both documents exist, and the text shows the evolution from the prompt repository to the Hub meta-model.\\n     - They follow industry practice: Assertion-Evidence, minimal text, no filler, no marketing slogans.\\n     - Every link to repository artifacts is a full absolute URL.\\n     - The task is moved to `review` (practically: mark PR #648 ready and describe it).\\n   - The executor decides the wording and structure; micromanagement is forbidden.\\n   - Solver-system instructions to follow:\\n     - Commit atomic steps and push only to branch `issue-646-497e337ac092`.\\n     - Update PR #648 with `gh pr edit` and run `gh pr ready 648` at the end.\\n     - Remove the `.gitkeep` added by the initial commit.\\n     - Run local validators before committing.\\n     - Merge main into the branch if needed, check CI, and check for latest comments on the issue and PR.\\n     - Save experiment scripts in `./experiments` if any are created.\\n\\n2. **Repository rules (from AGENTS.md and CONTRIBUTING.md)**\\n   - Direction-scoped artifacts live in `projects//`, so the documents belong under `projects/ba-ai-process/`.\\n   - The documents need YAML frontmatter:\\n     - Keys: `status`, `version`, `updated`, `temperature`, `type`, `scope: mango-only`, `source`, `related_artifacts`, `related_issues`.\\n     - Values: `status: draft` is likely right; `updated: 2026-09-29`; `source: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"`.\\n     - Never use `ai-generated` in frontmatter.\\n   - Do not change `standards/` or root `docs/adr/`, and do not create `docs/contracts/`.\\n   - Check the backlog, and do not add the current task retrospectively. Grep found no presentation or #646 entry in `ops/backlog.md`.\\n   - Validators to run before committing:\\n     - `tools/test-*.sh`\\n     - `./tools/validate-frontmatter.sh .`\\n     - `./tools/validate-file-naming.sh`\\n     - `./tools/validate-repository-structure.sh`\\n     - `./tools/validate-rrp-links.sh`\\n     - `python3 tools/generate-manifest.py --check`\\n   - CONTRIBUTING also asks to update navigation, CHANGELOG.md and `ops/artifact-map.md` if a new active artifact becomes part of the public contract. At minimum, add links from `projects/ba-ai-process/README.md`.\\n   - Under hybrid_work rules, the PR body must record gaps, the strategic risk, and backlog proposals.\\n   - Candidate placement: `projects/ba-ai-process/docs/` in a new `presentation/` folder, or under `docs/report/`. Possible names:\\n     - `2026-09-29-meta-model-presentation-slides.md`\\n     - `2026-09-29-meta-model-presentation-speaker-script.md`\\n   - File naming must pass `validate-file-naming.sh`; check its rules first.\\n\\n3. **Sources gathered (verified facts to use)**\\n\\n   **Meta-model (`projects/ba-ai-process/ba-meta-model/`, v0.4, author G-Ivan-A)**\\n   - 11 canonical entities: Product, System, Artifact, Operation, Skill, Process, Route, Actor, Gate, Contract, Trace.\\n   - Production law: `Artifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor \u2500\u2500 Contract \u2500\u2500\u25b6 Gate(G-self \u2192 G-mach \u2192 G-human) \u2500\u2500\u25b6 Artifact_out + Trace`.\\n   - Invariants:\\n     - MM-1: no step without a declared input; 50 of 67 runs declare no input.\\n     - MM-2: no gate without a contract.\\n     - MM-3: every output carries a Trace.\\n     - MM-4: product class is declared before the step, not inferred; lexical markers give more than one domain for 66 of 67 runs.\\n   - Hierarchy: Process \u2192 Skill (1:N) \u2192 Operation (1:N). An operation produces exactly one result class.\\n   - One gate entity has three executors: G-self, G-mach, G-human.\\n   - Taxonomies:\\n     - Product levels: Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function, with 42 MANGO capabilities mapped to 42 IT/telecom counterparts.\\n     - Processes: 33 skill-subprocesses. Operations: 31 atomic operations.\\n     - L0/L1 are inherited from BABOK v3.\\n   - Measured legacy facts:\\n     - Run modes (stepwise/oneshot/legacy) deprecated by ADR-013: 24 prompts cover 13 capabilities, and the mean Jaccard similarity of mode-variant skeletons is 0.077.\\n     - 10 of 12 normative constructs of the meta-model are absent from all 24 active prompts (ADR-014: legacy is evidence, not baseline).\\n     - 50 of 67 runs reference no prompt; 66 of 67 `process` values are outside the vocabulary.\\n     - M-1 baseline is 0.0 (17 documents, 17 different skeletons; 3 completed runs, 3 skeletons).\\n   - Metrics M-1 through M-5:\\n     - M-1: structural reproducibility.\\n     - M-2: G-mach reject share.\\n     - M-3: human edits after G-mach.\\n     - M-4: trace completeness, must be 100%.\\n     - M-5: empty slots with a declared reason.\\n   - MVP vertical slice: BCREQ for `contact-center`, processes P-01 elicitation-processing, P-02 clarification-management (branch) and P-03 bcreq-formation. It uses 7 compiled SKILL.md files plus 3 in the P-02 branch, 2 golden cases, and 10 tasks.\\n   - The BCREQ mermaid flow runs C-IN (fail-closed) \u2192 transcript normalization \u2192 context extraction \u2192 ambiguity detection \u2192 questions to the customer \u2192 A-CORE (machine-readable contract) \u2192 problem statement \u2192 value hypothesis \u2192 decomposition \u2192 assembly \u2192 G-self, G-mach (C-OUT, schema, Golden Set), G-human (source links, GT-5) \u2192 A-BCREQ + A-TRACE.\\n   - Projections: V-BIZ, V-APPROVE, V-DEV, V-CONTRACT. The contract reading phrases functional requirements as \\\"provide the CAPABILITY\\\" and checks completeness against what/who/where/when.\\n\\n   **Forensics (`docs/analysis/2026-09-23-requirements-run-forensics.md`, accepted)**\\n   - Covers all 67 runs RUN-0001\u2026RUN-0067 of mango_ba_prompts at commit 8cbf82a.\\n   - Evidence: 17 full dialogs in the repo, 27 via external exports, 23 without dialog.\\n   - Four independent failure classes: grounding, scope, state, classification. Prompt-only fixes do not close them; the fix needs an executable contract plus three gates (deterministic, semantic, human).\\n   - Defect IDs with examples:\\n     - EVID-01: RUN-0026 claimed a docs check while `extract_page_success=[0,0,0]`.\\n     - EVID-02: RUN-0024 had three footnotes that did not contain the attributed facts.\\n     - REL-01: BCREQ-1104 pulled in irrelevant facts.\\n     - SCOPE-01: in RUN-0063, 5 of 6 FRs described existing behavior (as-is), and RUN-0067 removed them.\\n     - SCOPE-02: invented scope.\\n     - FR-01/02/03, UC-01.\\n     - NFR-01: RUN-0015 invented targets (5 min, 100 ms, 2 s, 24/7), all rejected by the human.\\n     - NFR-02, STATE-01/02, FORMAT-01, TMF-01.\\n   - Positive cases:\\n     - RUN-0055: 40 of 50 product claims confirmed, 10 corrected.\\n     - RUN-0059: fail-closed, no invented endpoints.\\n     - RUN-0060: 101 requirements received reproducible source anchors.\\n     - RUN-0063\u21920067: reduced to 2 FRs, 14 ACs and 9 questions.\\n   - Standards referenced: ISO/IEC/IEEE 29148:2018, IREB CPRE glossary.\\n\\n   **Golden forms (`docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md`)**\\n   - One 7-section BCREQ form works for API, the personal account (\u041b\u041a) and the contact center, composed from 14 internal slots.\\n   - A failed run produced 27 pseudo-FRs.\\n   - The hypothesis \\\"just improve the prompt\\\" was refuted.\\n\\n   **Working \u2192 Release RFC (accepted, issue #609)**\\n   - One typed Working Document is the only baseline.\\n   - Release Documents are deterministic projections, checked by G-release.\\n   - Every NFR must reference FRs; backward compatibility is decided early.\\n   - Alternative \\\"improve the template\\\" was refuted: defects occur before rendering.\\n\\n   **Architecture convergence (2026-09-24)**\\n   - Source is ready for changes.\\n   - Gates: G-mach checks structure, G-semantic checks meaning, G-human decides disputed choices and acceptance.\\n   - TM Forum IDs stay `unresolved` without a snapshot.\\n\\n   **Runtime options (`docs/analysis/2026-09-29-ba-ai-process-runtime-options.md`, hypotheses \u0413-26\u2026\u0413-54)**\\n   - Main gap: the \\\"orchestrator\\\" role has no executor. In GigaCode CLI the BA types every transition; in Cline the model reads the rules.\\n   - Probe findings:\\n     - P10: \\\"lorem ipsum\\\" accepted as the output of nodes n1\u2013n3, because the gate checks the package, not the step output.\\n     - \u0413-30: `deterministic_share` equals 1.0 regardless of step quality.\\n     - P11: 17 YAML predicates are not read; branches are duplicated in Python for 8 nodes.\\n     - P12: one typo blocks the task.\\n   - \u0413-35: the append-only journal with a digest chain works and should be kept.\\n   - Recommendations:\\n     1. Runner as leader on the BA workstation.\\n     2. Server Environment 4: the same runner core as a FastAPI service with Postgres; Mango AI via an OpenAI-compatible API; approval endpoint; own finite-state machine for a 15-node graph; LangGraph (MIT) later.\\n   - n8n is acceptable only as an integration shell (V-7), not as the core (V-6); CVE-2026-21858 has CVSS 10.\\n   - Rejected: MCP/skill routing, Dify/Flowise, Temporal, Camunda.\\n   - Supporting practice: Anthropic's \\\"Building effective agents\\\" and 12-factor agents (\\\"own your control flow\\\").\\n   - Backlog items B-211\u2026B-218.\\n   - Environments: 1 GigaCode CLI (no Mango AI API), 2 Cline + Mango AI, 3 Qwen Chat (temporary), 4 server.\\n   - Refutation threshold: after 10 tasks, verified-contract steps below 95% (ADR-018 criterion).\\n\\n   **ADRs and other decisions**\\n   - ADR-017 (accepted 2026-09-22): Source \u2192 Distribution \u2192 Runtime \u2192 Feedback.\\n   - ADR-018: proposed GigaCode CLI execution boundary.\\n   - ADR-019: proposed Cline + Mango AI pilot; Environment 4 is a project runner outside the model tool loop.\\n   - ADR-020: proposed clean single-environment package.\\n   - RFC source-pilot-verification (#630): 20 friction points; paired real runs remain an open gate.\\n\\n   **Absolute URL patterns**\\n   - Hub, main branch: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/`\\n   - Branch-only files: `.../blob/issue-639-405767e7672e/`\\n   - mango_ba_prompts: `https://github.com/G-Ivan-A/mango_ba_prompts/...`; at commit 8cbf82a: `https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs`\\n\\n   **Background agents (still running)**\\n   - Agent 1 analyzes the clone at /tmp/mango_ba_prompts (583 commits): structure, exact run count, evolution timeline, metrics. It writes to /tmp/research-notes/mango_ba_prompts.md.\\n   - Agent 2 analyzes research/ba-requirements on main and on branch origin/issue-639-405767e7672e (already fetched). It writes to /tmp/research-notes/ba-requirements.md.\\n\\n4. **Errors and fixes:** no errors so far. Large outputs were handled by reading the persisted output files.\\n\\n5. **Problem solving:** the source research is largely complete. Documents are not written yet.\\n\\n6. **User messages:** the only user message was the issue-solver prompt: \\\"Issue to solve: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646 \u2026 Your prepared branch: issue-646-497e337ac092 \u2026 Your prepared Pull Request: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648 Proceed.\\\" There have been no other user messages or feedback.\\n\\n7. **Pending tasks:**\\n   - Wait for both agent results (read /tmp/research-notes/*.md).\\n   - Optionally skim `mango_ba_prompts` runs/README for evolution quotes.\\n   - Check the file-naming validator rules.\\n   - Write Doc 1 (slides) and Doc 2 (speaker script) in Russian, with 7+ slides (probably a title slide, 7 blocks, and an evidence/\\\"ask\\\" closing slide), absolute URLs, and an evidence map.\\n   - Update `projects/ba-ai-process/README.md` with links; consider CHANGELOG and artifact-map updates.\\n   - Remove `.gitkeep`.\\n   - Run the validators.\\n   - Commit and push.\\n   - Update the PR #648 title and body (reproduction and test sections are not applicable; list gaps, strategic risk, and backlog proposals).\\n   - Check CI and the latest comments.\\n   - Run `gh pr ready 648`.\\n\\n8. **Current work:** I was reading the project decision documents. The last command extracted the ADR-017/018/019/020, pilot-verification RFC and Cline-gap sections into a persisted file (/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bxach7km2.txt, decision sections at lines 69, 117, 163, 201, 241). I had just given the user a short status update: \\\"Still reading the meta-model sources (invariants, metrics, and the 67-run forensics). Both research agents are still running.\\\"\\n\\n9. **Next step:** once the agent notifications arrive, write the two presentation documents under `projects/ba-ai-process/`, then validate, commit, push, and update PR #648 as described in the pending tasks.\\n\\nIf you need specific details from before compaction (like exact code snippets, error messages, or content you generated), read the full transcript at: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de.jsonl\\nContinue the conversation from where it left off without asking the user any further questions. Resume directly \u2014 do not acknowledge the summary, do not recap what was happening, do not preface with \\\"I'll continue\\\" or similar. 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\u0411\u0417\\n\u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0433\u043e \u0432\u044b\u0432\u043e\u0434\u0430, \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433 \u2014 web-\u043f\u043e\u0438\u0441\u043a \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0434\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c\\n\u0434\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u0434\u043e\u043c\u0435\u043d\u0430\u043c \u0438 \u043f\u043e\u0434\u0434\u043e\u043c\u0435\u043d\u0430\u043c Mango (`mango-office.ru`, `mango-office.ru/support`,\\n`wiki.mango-office.ru`). \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb \u043b\u0435\u0433\u0438\u0442\u0438\u043c\u043d\u043e \u043b\u0438\u0448\u044c \u0441 \u0437\u0430\u043f\u0438\u0441\u044c\u044e \u0432\u0438\u0434\u0430: \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b 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\u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u0442\u0440\u0435\u0445 \u043c\u043e\u0434\u0443\u043b\u044f\u0445\\n\u0432 \u043c\u0430\u0441\u0441\u043e\u0432\u043e\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 capability. RUN-0065 \u0434\u043e\u0431\u0430\u0432\u0438\u043b \u043f\u044f\u0442\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043a\u043e\u043b\u043e\u043d\u043e\u043a,\\n\u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043b \u0448\u043a\u0430\u043b\u0443 \u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043b \u044d\u0432\u0440\u0438\u0441\u0442\u0438\u043a\u0443 \u043f\u043e \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u043c \u0441\u043b\u043e\u0432\u0430\u043c \u0432\u043c\u0435\u0441\u0442\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043f\u043e\u043b\u043d\u043e\u0439 \u0411\u0417.\\n\u041e\u0431\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443: \u043e\u0434\u0438\u043d \u0440\u0430\u0437\u0440\u0435\u0448\u0430\u043b \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb \u0431\u0435\u0437 \u0436\u0443\u0440\u043d\u0430\u043b\u0430 web-\u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u0438,\\n\u0432\u0442\u043e\u0440\u043e\u0439 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b \u0432\u043e\u0441\u0435\u043c\u044c \u043a\u043e\u043b\u043e\u043d\u043e\u043a \u0438 \u0441\u0430\u043c\u043e\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0442\u0430\u0442\u0443\u0441\u044b. \u041f\u0440\u0438\u0447\u0438\u043d\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u0430\u044f \u2014 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\u043f\u043e\u0438\u0441\u043a\u0430, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0432\u043e\u0434\u0430 \u0438 regression gate \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u043b\u0438\u0441\u044c \u0441 \u0437\u0430\u0434\u0430\u043d\u0438\u0435\u043c.\\n\\n## \u0420\u0435\u0441\u0438\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430\\n\\n\u0420\u0435\u0441\u0438\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u043f\u043e \u043f\u043e\u043b\u043d\u043e\u043c\u0443 \u0438\u043d\u0434\u0435\u043a\u0441\u0443 \u0411\u0417. \u041d\u0438\u0436\u0435 \u043d\u0435 \u00ab\u0442\u0440\u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u00bb, \u0430\\n\u0440\u0435\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043a\u043b\u0430\u0441\u0441\u044b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u0431\u043e\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432: \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u044f, \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c,\\n\u0437\u0430\u043f\u0438\u0441\u044c, \u043e\u043c\u043d\u0438\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u044b\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438. \u041f\u043e\u043b\u043d\u044b\u0435 \u043f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u044b\u0435\\n\u0432\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u043d\u044b\u0445 L0.\\n\\n| Run / \u043a\u043b\u0430\u0441\u0441 | \u041e\u0448\u0438\u0431\u043e\u0447\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 | \u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 | \u0410\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 |\\n| --- | --- | --- | --- |\\n| RUN-0062 / SIP Trunk | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0420\u043e\u0431\u043e\u0442\u0430\u0445 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e: capability \u0412\u0410\u0422\u0421 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430, \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u043a\u0430\u043d\u0430\u043b\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e | [LK_manual_v-123, \u00a75, \u0441.520](../../kb/processed/mango-lk-manual/sections/320-sip-trunk.md) |\\n| RUN-0062 / \u0437\u0430\u043f\u0438\u0441\u044c \u0438 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432\u043d\u0435 \u0442\u0440\u0435\u0445 SSOT | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e/\u0434\u0430 \u043f\u043e \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u043c \u043f\u043e\u0434\u043f\u0443\u043d\u043a\u0442\u0430\u043c: \u0441\u0442\u0435\u0440\u0435\u043e, \u0437\u0430\u043f\u0438\u0441\u044c \u0412\u041a\u0421, FTP/SFTP \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b | [LK_manual_v-123, \u00a74.5.3.4, \u0441.209\u2013213](../../kb/processed/mango-lk-manual/sections/138-nastroyki.md) |\\n| RUN-0062 / \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e: 2FA \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430, \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043e\u0445\u0432\u0430\u0442 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e | [LK_manual_v-123, \u00a74.6.3.5, \u0441.467\u2013470](../../kb/processed/mango-lk-manual/sections/291-bezopasnost-pro.md) |\\n| RUN-0062 / SLA \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 \u0431\u0435\u0437 \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u0438 | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u0411\u0417\u2192web; \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u0443\u044e \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044e | [KB_index, \u00a7\u00ab\u0421\u043e\u0441\u0442\u0430\u0432 \u0411\u0417\u00bb, \u0441.n/a](../../kb/processed/README.md) |\\n| RUN-0065 / \u043a\u0430\u0440\u0443\u0441\u0435\u043b\u044c \u043d\u043e\u043c\u0435\u0440\u043e\u0432 | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 | \u0414\u0430: \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0440\u043e\u0442\u0430\u0446\u0438\u044f \u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u0440\u0443\u0441\u0435\u043b\u0435\u0439 \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u0440\u044f\u043c\u043e | [LK_manual_v-123, \u00a74.5.19, \u0441.414\u2013416](../../kb/processed/mango-lk-manual/sections/252-karusel-nomerov.md) |\\n| RUN-0065 / \u0432\u043d\u0435\u0448\u043d\u0435\u0435 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 | \u0414\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043f\u043e \u043e\u0431\u0449\u0435\u0439 \u044d\u0432\u0440\u0438\u0441\u0442\u0438\u043a\u0435 | \u0414\u0430/\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u043f\u043e \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u0438: FTP, FTPS, SFTP \u0438 \u043c\u043d\u043e\u0433\u043e\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u0430\u044f \u0437\u0430\u043f\u0438\u0441\u044c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b | [LK_manual_v-123, \u00a74.5.3.4, \u0441.209\u2013213](../../kb/processed/mango-lk-manual/sections/138-nastroyki.md) |\\n| RUN-0065 / API/TLS | \u041e\u0431\u0449\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u00abAPI \u0412\u0410\u0422\u0421\u00bb | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e: API-\u043a\u043e\u043d\u043d\u0435\u043a\u0442\u043e\u0440 \u0438 TLS 1.2 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b, \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u2014 \u043d\u0435\u0442 | [API_VPBX_v2, \u00a71.2, \u0441.7](../../kb/processed/vpbx-api/sections/04-trebovaniya-sovmestimosti-i-spisok-podde.md) |\\n| RUN-0065 / \u0410\u0432\u0438\u0442\u043e \u0420\u0430\u0431\u043e\u0442\u0430 | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 | \u0414\u0430 \u0434\u043b\u044f \u043d\u0430\u043b\u0438\u0447\u0438\u044f \u043a\u0430\u043d\u0430\u043b\u0430 | [LK_manual_v-123, \u00a74.5.11.2.2, \u0441.339\u2013345](../../kb/processed/mango-lk-manual/sections/210-avito-rabota.md) |\\n| RUN-0065 / \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u044b\u0435 SLA/\u0435\u043c\u043a\u043e\u0441\u0442\u044c | \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb \u043a\u0430\u043a \u0444\u0438\u043d\u0430\u043b | \u041d\u0435\u0442: \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438/\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043e\u043c \u0438\u043b\u0438 \u0438\u0441\u043f\u044b\u0442\u0430\u043d\u0438\u0435\u043c; \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0435 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044e \u0444\u0443\u043d\u043a\u0446\u0438\u0438 | [KB_index, \u00a7\u00ab\u0421\u043e\u0441\u0442\u0430\u0432 \u0411\u0417\u00bb, \u0441.n/a](../../kb/processed/README.md) |\\n\\n## \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n\\n1. \u041f\u043e\u0438\u0441\u043a \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441 \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0438\u043d\u0434\u0435\u043a\u0441\u0430, \u0437\u0430\u0442\u0435\u043c \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\\n   \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0439 \u0440\u0430\u0437\u0434\u0435\u043b; \u0441\u043f\u0438\u0441\u043e\u043a \u00ab\u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0445 \u043c\u043e\u0434\u0443\u043b\u0435\u0439\u00bb \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f SSOT boundary.\\n2. \u0421\u043e\u0441\u0442\u0430\u0432\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0440\u0443\u044e\u0442\u0441\u044f: `\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043d\u0443\u044e\\n   \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u0447\u0430\u0441\u0442\u044c, \u0430 \u043d\u0435 \u043d\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u0443\u044e \u0443\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c.\\n3. \u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0435\u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u043d\u0430 \u043e\u0431\u044a\u0435\u043a\u0442 \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 `[\u0444\u0430\u0439\u043b, \u00a7, \u0441.]`.\\n4. \u0422\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u0440\u0438\u0442\u0438\u043a \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0433\u0440\u0430\u043d\u0438\u0446\u044b capability, \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u044b\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438,\\n   \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0431\u043b\u043e\u043a-\u0444\u0430\u043a\u0442\u043e\u0440\u044b; \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0444\u043b\u0430\u0433 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d.\\n5. \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u0448\u0438\u0440\u0438\u043d\u0443, \u0448\u043a\u0430\u043b\u0443, \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\\n   \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u0438. \u042d\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u043e\u0432\u0442\u043e\u0440\u0435\u043d\u0438\u0435 \u043e\u0431\u0435\u0438\u0445 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 \u043e\u0448\u0438\u0431\u043e\u043a \u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043c\u044b\u043c.\\n\\n\u0414\u043e\u043c `docs/report/` \u0432\u044b\u0431\u0440\u0430\u043d \u043f\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f: \u044d\u0442\u043e \u0435\u0434\u0438\u043d\u044b\u0439\\n\u043c\u0435\u0436\u043f\u0440\u043e\u0433\u043e\u043d\u043d\u044b\u0439 RCA, \u0430 \u043d\u0435 output \u043e\u0434\u043d\u043e\u0433\u043e run; \u0441\u0430\u043c\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n\u0432 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 RUN-0062 \u0438 RUN-0065.\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-08-31\\ntemperature: 0.1\\n---\\n\\n# \u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u043e\u0448\u0438\u0431\u043e\u043a \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n\\n## \u041c\u0435\u0442\u043e\u0434 \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0418\u0418 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u043c \u0434\u0438\u0430\u043b\u043e\u0433\u0435.\\n\u041a\u0430\u0436\u0434\u0430\u044f \u043e\u0448\u0438\u0431\u043a\u0430 \u043e\u0442\u043d\u0435\u0441\u0435\u043d\u0430 \u043a \u043e\u0434\u043d\u043e\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 issue #345; \u0432\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b\\n\u0443\u043a\u0430\u0437\u0430\u043d\u044b \u0432 \u043f\u043e\u044f\u0441\u043d\u0435\u043d\u0438\u0438. \u0427\u0438\u0441\u043b\u043e \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0439 \u043c\u0430\u043b\u043e (`n=8`), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0447\u0430\u0441\u0442\u043e\u0442\u044b \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\\n\u0442\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e\u0442 \u0434\u0438\u0430\u043b\u043e\u0433 \u0438 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u043e\u0431\u0449\u0443\u044e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0437\u043d\u0430\u0447\u0438\u043c\u043e\u0441\u0442\u044c.\\n\\n## \u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0439\\n\\n| ID | \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0438 evidence | \u041a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f | \u0412\u043b\u0438\u044f\u043d\u0438\u0435 | \u041a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- | --- | --- |\\n| ERR-01 | FR-01 \u0438 FR-02 RUN-0063 \u0432\u044b\u0434\u0430\u043b\u0438 \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u041b\u0421 \u0438 \u0432\u044b\u0431\u043e\u0440 \u043f\u0435\u0440\u0438\u043e\u0434\u0430 \u0437\u0430 \u043d\u043e\u0432\u0443\u044e \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0443; \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0442\u0440\u0438\u0436\u0434\u044b \u0443\u043a\u0430\u0437\u0430\u043b \u043d\u0430 \u043e\u0448\u0438\u0431\u043a\u0443. | \u041d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | Scope \u0440\u0430\u0437\u0434\u0443\u0432\u0430\u0435\u0442\u0441\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043b\u043e\u0436\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438. | \u0414\u043e \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0424\u0422 \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0442\u0430\u0431\u043b\u0438\u0446\u0443 `\u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u2192 \u0434\u0435\u043b\u044c\u0442\u0430 \u2192 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a`; \u0432 FR \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0435\u043b\u044c\u0442\u0443. |\\n| ERR-02 | \u0418\u0418 \u0437\u0430\u044f\u0432\u0438\u043b, \u0447\u0442\u043e \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u00ab\u0432\u0441\u0435\u0433\u0434\u0430\u00bb \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u043c \u041b\u0421 \u0438 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u041b\u0421 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u043c \u0441\u0435\u043b\u0435\u043a\u0442\u043e\u0440\u043e\u043c, \u0445\u043e\u0442\u044f \u0442\u0430\u043a\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0432 \u0434\u0438\u0430\u043b\u043e\u0433\u0435/\u0411\u0417 \u043d\u0435 \u043f\u0440\u0438\u0432\u0435\u043b. | \u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043d\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0430 \u0434\u043e \u0444\u0430\u043a\u0442\u0430. | \u041b\u044e\u0431\u043e\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0431\u0435\u0437 SSOT \u043c\u0430\u0440\u043a\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u043e\u0439; \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 FR. |\\n| ERR-03 | \u0421\u043a\u0440\u0438\u043d\u0448\u043e\u0442 \u044f\u0432\u043d\u043e \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 `\u0421\u043a\u0430\u0447\u0430\u0442\u044c: CSV`, \u043d\u043e FR-05 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u043b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u0442\u044c \u043d\u043e\u0432\u0443\u044e \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0441\u043a\u0430\u0447\u0438\u0432\u0430\u043d\u0438\u044f \u0438 \u0432\u044b\u0431\u043e\u0440 CSV/XLSX. | \u041d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u0414\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0438 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442. | \u0421\u0432\u0435\u0440\u044f\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 FR \u0441\u043e \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u043e\u043c \u0438 \u0411\u0417 \u0434\u043e \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f. |\\n| ERR-04 | FR-06 \u0434\u043e\u0431\u0430\u0432\u0438\u043b \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0430/\u0438\u0437\u043e\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437 \u0437\u0430\u043f\u0440\u043e\u0441\u0430 \u043d\u0430 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432. | \u041d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u041d\u0435\u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 scope \u0438 \u0440\u0438\u0441\u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0440\u043e\u043b\u0435\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. | \u0422\u0435\u043a\u0443\u0449\u0438\u0435 \u043f\u0440\u0430\u0432\u0430 \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c, \u043f\u043e\u043a\u0430 SSOT \u043d\u0435 \u043f\u0440\u043e\u0441\u0438\u0442 \u0438\u0445 \u043c\u0435\u043d\u044f\u0442\u044c. |\\n| ERR-05 | \u0418\u0418 \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u043b, \u0447\u0442\u043e \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e \u0441\u0442\u0440\u043e\u043a\u0430\u043c \u043d\u0435\u0442, \u0437\u0430\u0442\u0435\u043c \u2014 \u0447\u0442\u043e \u043e\u043d\u0430 \u0435\u0441\u0442\u044c; \u0442\u0435\u043a\u0443\u0449\u0430\u044f \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u043d\u0430 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0435 \u0430\u0433\u0440\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u043e \u0434\u043d\u044f\u043c, \u0430 \u0411\u0417 \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 CDR-\u0441\u0442\u0440\u043e\u043a\u0443. | \u041d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u0430 | \u041d\u0435\u0432\u0435\u0440\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f; \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u0435\u043d\u044f\u043b\u0438\u0441\u044c \u0431\u0435\u0437 evidence. | \u0420\u0430\u0437\u0432\u0435\u0441\u0442\u0438 \u00ab\u0430\u0433\u0440\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u0442\u0430\u0431\u043b\u0438\u0446\u044b\u00bb, \u00ab\u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u043e\u0431\u044b\u0442\u0438\u044f\u00bb \u0438 \u00ab\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u00bb \u0432 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0438; \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u0444\u0430\u043a\u0442\u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0432\u043e\u043f\u0440\u043e\u0441. |\\n| ERR-06 | \u00ab\u041f\u043e\u043b\u0435 \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0438 \u0423\u0441\u043b\u0443\u0433\u0430 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442, \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0438\u0445 \u0432 \u0434\u0430\u043d\u043d\u044b\u0435\u00bb \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0435\u0442 \u0444\u0438\u043b\u044c\u0442\u0440/\u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0443 \u0441 \u043a\u043e\u043b\u043e\u043d\u043a\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. | \u041d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u0430 | \u0418\u0437 \u043d\u0430\u043b\u0438\u0447\u0438\u044f \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0435\u0433\u043e \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 \u0441\u0434\u0435\u043b\u0430\u043d \u0432\u044b\u0432\u043e\u0434 \u043e \u0441\u0445\u0435\u043c\u0435 \u0434\u0430\u043d\u043d\u044b\u0445. | \u041e\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0443 \u0438 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u043a\u0430\u043a \u0440\u0430\u0437\u043d\u044b\u0435 capabilities; \u0441\u0432\u044f\u0437\u044c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e. |\\n| ERR-07 | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0432\u043e\u0441\u044c\u043c\u0443\u044e \u043a\u043e\u043b\u043e\u043d\u043a\u0443 \u00ab\u0414\u0430\u0442\u0430/\u0432\u0440\u0435\u043c\u044f\u00bb, \u043d\u043e \u043d\u0435 \u0441\u0432\u044f\u0437\u0430\u043b\u0430 \u0435\u0435 \u0441 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f scope \u0438 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u043b\u0430 \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0441 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0432\u0438\u0434\u043e\u043c. | \u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u041f\u043e\u043b\u0435\u0437\u043d\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c. | \u041f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043d\u0443\u044e \u043a\u043e\u043b\u043e\u043d\u043a\u0443 \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 baseline \u0441 \u044f\u0432\u043d\u044b\u043c rationale \u0438 human gate. |\\n| ERR-08 | \u0414\u0438\u0430\u043b\u043e\u0433 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u0445 \u0438 \u043d\u0435 \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043b \u043e\u0431\u0435\u0449\u0430\u043d\u043d\u044b\u0439 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0424\u0422; \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0430\u044f PR-\u0441\u0435\u0441\u0441\u0438\u044f \u0442\u0430\u043a\u0436\u0435 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0430\u0441\u044c \u043d\u0430 \u0446\u0435\u0440\u0435\u043c\u043e\u043d\u0438\u0430\u043b\u044c\u043d\u043e\u043c approval \u043f\u0440\u0438 \u044f\u0432\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c. | \u0422\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 | \u041d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430, PR \u043f\u0443\u0441\u0442. | \u0414\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e solver-run \u0441\u0447\u0438\u0442\u0430\u0442\u044c issue \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; human gate \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u043d\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 draft, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 draft. |\\n\\n\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435: **\u041d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u2014 3**, **\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u2014 2**,\\n**\u041d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 2**, **\u0422\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u2014 1**.\\n\\n## \u041f\u0435\u0440\u0432\u043e\u043f\u0440\u0438\u0447\u0438\u043d\u0430\\n\\n\u0421\u0438\u0441\u0442\u0435\u043c\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u043e\u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u2014 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e gate, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0434\u043e \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0424\u0422\\n\u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0443\u044e \u0434\u0435\u043b\u044c\u0442\u0443. \u0418\u0437-\u0437\u0430 \u044d\u0442\u043e\u0433\u043e \u043c\u043e\u0434\u0435\u043b\u044c:\\n\\n1. \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u043b\u0430 \u043f\u0440\u0438\u0432\u044b\u0447\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d \u0424\u0422 \u0442\u0435\u043a\u0443\u0449\u0438\u043c\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044f\u043c\u0438;\\n2. \u0437\u0430\u043c\u0435\u043d\u044f\u043b\u0430 \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u043c\u0438 \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u043c\u0438;\\n3. \u043d\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u043b\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u043a\u0430\u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f baseline;\\n4. \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043f\u043e \u043b\u043e\u0433\u0443, \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0430\u043c \u0438 \u0411\u0417.\\n\\n\u042d\u0442\u043e \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 CBAP-\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u0438, \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f\u043c\u0438:\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c, \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0440\u0438\u0435\u043c\u043a\u0438 \u043d\u0435 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043b\u0438 \u0441\u043a\u0432\u043e\u0437\u043d\u0443\u044e\\n\u0446\u0435\u043f\u043e\u0447\u043a\u0443. \u0421 \u0442\u043e\u0447\u043a\u0438 \u0437\u0440\u0435\u043d\u0438\u044f eTOM \u0441\u043c\u0435\u0448\u0430\u043b\u0438\u0441\u044c \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430/\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0447\u0435\u0442\u043d\u043e\u0439\\n\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 (**Fulfillment**) \u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0441\u0442\u0438/\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\\n(**Assurance**) \u0431\u0435\u0437 \u044f\u0432\u043d\u044b\u0445 \u0433\u0440\u0430\u043d\u0438\u0446.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438\\n\\n1. \u0414\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0432 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044e \u0424\u0422 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043c\u0430\u0442\u0440\u0438\u0446\u0443 `SSOT \u2192 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u2192\\n   \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u2192 FR \u2192 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0440\u0438\u0435\u043c\u043a\u0438` \u0438 fail-closed \u043d\u0430 \u043f\u0443\u0441\u0442\u043e\u0439 source.\\n2. \u041f\u0435\u0440\u0435\u0434 FR \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c screenshot/KB gate: \u0432\u0438\u0434\u0438\u043c\u044b\u0439 \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c \u043d\u043e\u0432\u043e\u0439\\n   \u0444\u0443\u043d\u043a\u0446\u0438\u0435\u0439; \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0444\u0438\u043b\u044c\u0442\u0440\u0430 \u043d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043d\u0430\u043b\u0438\u0447\u0438\u0435\u043c \u043a\u043e\u043b\u043e\u043d\u043a\u0438.\\n3. \u041a\u0430\u0436\u0434\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c decision log: \u043f\u0440\u0438\u043d\u044f\u0442\u043e, \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043e,\\n   \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0438\u043b\u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0432\u043e\u043f\u0440\u043e\u0441. \u041d\u0435 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0432 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439\\n   \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438.\\n4. \u0412\u043d\u0435\u0441\u0442\u0438 \u0432 \u0431\u0443\u0434\u0443\u0449\u0443\u044e \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0443 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u044f\u0432\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u0435\u0442 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0440\u043e\u043b\u0435\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438,\\n   \u0444\u043e\u0440\u043c\u0430\u0442\u0430 \u0444\u0430\u0439\u043b\u0430 \u0438 \u0441\u0445\u0435\u043c\u044b \u0431\u0438\u043b\u043b\u0438\u043d\u0433\u0430 \u0431\u0435\u0437 SSOT.\\n5. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0424\u0422 \u0434\u0432\u0443\u043c\u044f \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c\u0438 \u043f\u0440\u043e\u0445\u043e\u0434\u0430\u043c\u0438: CBAP traceability/atomicity \u0438 eTOM\\n   Fulfillment/Assurance coverage.\\n\\n## \u0412\u044b\u0431\u043e\u0440 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 UI-\u043b\u043e\u0433\u0438\u043a\u0438\\n\\n\u0414\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432 \u0432\u044b\u0431\u0440\u0430\u043d \u0444\u043e\u0440\u043c\u0430\u0442 **\u0442\u0435\u043a\u0441\u0442\u043e\u0432\u0430\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439 \u0438 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439**\\n\u0441 \u043a\u043e\u043c\u043f\u0430\u043a\u0442\u043d\u043e\u0439 ASCII-\u0441\u0445\u0435\u043c\u043e\u0439 \u0432 \u0424\u0422. \u041e\u043d version-control friendly, \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435, \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0431\u0435\u0437 \u0440\u0435\u043d\u0434\u0435\u0440\u0435\u0440\u0430.\\n\u0413\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043c\u0430\u043a\u0435\u0442 \u043d\u0435 \u0432\u044b\u0431\u0440\u0430\u043d: \u0434\u0432\u0430 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0430 \u0443\u0436\u0435 \u0437\u0430\u0434\u0430\u044e\u0442 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u044b\u0439\\n\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u0430 issue \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043d\u0435 pixel-perfect \u0434\u0438\u0437\u0430\u0439\u043d.\\n\\n---\\nid: kb-source-backed-analysis\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-06-16\\nai-generated: true\\ntype: kb-practice\\nscope: kb\\nsources:\\n  - \\\"https://www.iiba.org/career-resources/a-business-analysis-professionals-foundation-for-success/babok/\\\"\\n  - \\\"https://www.iso.org/standard/72089.html\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/97\\\"\\n---\\n\\n# \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430: \u0430\u043d\u0430\u043b\u0438\u0437 \u0441 \u043e\u043f\u043e\u0440\u043e\u0439 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 (source-backed analysis)\\n\\n> \u0417\u0430\u043f\u0438\u0441\u044c KB. \u0420\u0435\u0433\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f [kb-standard.md](../../standards/kb-standard.md).\\n> \u042d\u0442\u043e **\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430**, \u043d\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442: \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u043d\u043e \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u2014\\n> \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c C1-C4.\\n\\n## \u041f\u0440\u0430\u0432\u0438\u043b\u043e\\n\\n\\n\u041a\u0430\u0436\u0434\u043e\u0435 **\u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435** \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 (\u0447\u0442\u043e-\u0442\u043e \u00ab\u0434\u043e\u043b\u0436\u043d\u043e/\u043e\u0431\u044f\u0437\u0430\u043d\u043e/\u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u2026\u00bb)\\n\u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u0438 **\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u044f** \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0434\u043e\\n\u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043d\u0435\u0433\u043e. \u0415\u0441\u043b\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043d\u0435 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u2014 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043d\u0435 \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a\\n\u0444\u0430\u043a\u0442, \u0430 \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442\u0441\u044f `needs-clarification`.\\n\\n## \u0427\u0435\u043a-\u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\\n\\n1. \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 (\u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e URL/\u0448\u0438\u0444\u0440\u0443)?\\n2. \u0423\u043a\u0430\u0437\u0430\u043d\u043d\u0430\u044f \u0440\u0435\u0434\u0430\u043a\u0446\u0438\u044f/\u0433\u043e\u0434 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0438\u043c\u0435\u043d\u043d\u043e \u0432 \u044d\u0442\u043e\u043c \u0432\u0438\u0434\u0435?\\n3. \u041f\u043e\u043b\u043d\u044b\u0439 URL \u043f\u0440\u0438\u0432\u0435\u0434\u0451\u043d (\u041d\u0424\u0422 \u0434\u043e\u043a\u0430\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u0438)?\\n4. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 (\u0430 \u043d\u0435 \u00ab\u0437\u0432\u0443\u0447\u0438\u0442 \u043f\u043e\u0445\u043e\u0436\u0435\u00bb)?\\n\\n## \u041f\u043e\u0447\u0435\u043c\u0443 (\u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435)\\n\\n- BABOK Guide v3 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043a \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c:\\n  \\n- ISO/IEC/IEEE 29148:2018 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u00abverifiable\u00bb \u0438 \u00abtraceable\u00bb \u0432 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0438\\n  \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439: \\n\\n## \u0410\u043d\u0442\u0438-\u043f\u0440\u0438\u043c\u0435\u0440 (\u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439)\\n\\n\u0428\u0438\u0444\u0440 **\u00ab\u0413\u041e\u0421\u0422 34.602-2015\u00bb \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442** \u2014 \u0435\u0441\u0442\u044c \u0440\u0435\u0434\u0430\u043a\u0446\u0438\u0438 -89 \u0438 -2020. \u0426\u0438\u0442\u0430\u0442\u0430 \u043d\u0430\\n\u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e \u0440\u0435\u0434\u0430\u043a\u0446\u0438\u044e \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u0448\u0430\u0433 2 \u0447\u0435\u043a-\u043b\u0438\u0441\u0442\u0430 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c \u00ab\u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e\u00bb \u0438\\n**\u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442\u0441\u044f**. \u0414\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u0440\u0435\u0434\u0430\u043a\u0446\u0438\u044f:\\n[\u0413\u041e\u0421\u0422 34.602-2020](https://docs.cntd.ru/document/1200181804).\\n\\n## \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\n\\n- BABOK Guide v3: \\n- ISO/IEC/IEEE 29148:2018: \\n- \u0413\u041e\u0421\u0422 34.602-2020: \",\n[2026-09-29T07:46:20.022Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:20.022Z] [INFO]       }\n[2026-09-29T07:46:20.022Z] [INFO]     ]\n[2026-09-29T07:46:20.022Z] [INFO]   },\n[2026-09-29T07:46:20.022Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:20.022Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:20.022Z] [INFO]   \"uuid\": \"cc5c9339-e24d-41e8-91f3-3e43b4c69a9f\",\n[2026-09-29T07:46:20.022Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:18.864Z\",\n[2026-09-29T07:46:20.022Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:20.022Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:20.022Z] [INFO] }\n[2026-09-29T07:46:20.031Z] [STDOUT] [log_f389f8] sending request {\n[2026-09-29T07:46:20.035Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:20.037Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:20.040Z] [STDOUT]   options: {\n[2026-09-29T07:46:20.043Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:20.051Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:20.057Z] [STDOUT]     body: {\n[2026-09-29T07:46:20.060Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:20.063Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:20.066Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:20.068Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:20.070Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:20.071Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:20.075Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:20.079Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:20.084Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:20.087Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:20.095Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:20.101Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:20.109Z] [STDOUT]     },\n[2026-09-29T07:46:20.111Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:20.115Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:20.117Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:20.120Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:20.127Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:20.131Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:20.150Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:20.163Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:20.166Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:20.205Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:20.210Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:20.216Z] [STDOUT]     },\n[2026-09-29T07:46:20.224Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:20.227Z] [STDOUT]   },\n[2026-09-29T07:46:20.232Z] [STDOUT]   headers: {\n[2026-09-29T07:46:20.236Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:20.239Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:20.242Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:20.247Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:20.254Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:20.260Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:20.263Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:20.266Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:20.273Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:20.279Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:20.282Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:20.286Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1400\",\n[2026-09-29T07:46:20.292Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:20.298Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:20.307Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:20.318Z] [STDOUT]     \"x-client-request-id\": \"5aa6c6ce-5008-449d-a922-3e73fb19607c\",\n[2026-09-29T07:46:20.327Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:20.332Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:20.335Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:20.338Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:20.340Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:20.344Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:20.348Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:20.351Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:20.354Z] [STDOUT]   },\n[2026-09-29T07:46:20.359Z] [STDOUT] }\n[2026-09-29T07:46:20.363Z] [STDOUT] [log_2d43f8, request-id: \"req_011CfXMphwVUYQVZ2K7oC1NB\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 917ms\n[2026-09-29T07:46:20.366Z] [STDOUT] [log_2d43f8] response start {\n[2026-09-29T07:46:20.372Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:20.378Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:20.382Z] [STDOUT]   headers: {\n[2026-09-29T07:46:20.385Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:20.390Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:20.393Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:20.396Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:20.403Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:20.406Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.410Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:20.412Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:20.416Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:20.421Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:20.425Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:20.428Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:20.430Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:20.439Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.444Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:20.447Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:20.454Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:20.457Z] [STDOUT]     \"cf-ray\": \"a4295f90ca3b4d8b-FRA\",\n[2026-09-29T07:46:20.461Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:20.466Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:20.471Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:20.474Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:20.478Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:19 GMT\",\n[2026-09-29T07:46:20.484Z] [STDOUT]     \"request-id\": \"req_011CfXMphwVUYQVZ2K7oC1NB\",\n[2026-09-29T07:46:20.487Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:20.489Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:20.495Z] [STDOUT]     traceresponse: \"00-03e73aaa98b686d5a61c9aafdb3c4a5c-2f091ef8491d2a7a-01\",\n[2026-09-29T07:46:20.501Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:20.506Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:20.511Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:20.514Z] [STDOUT]   },\n[2026-09-29T07:46:20.520Z] [STDOUT]   durationMs: 917,\n[2026-09-29T07:46:20.530Z] [STDOUT] }\n[2026-09-29T07:46:20.537Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:20.542Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:19 GMT\",\n[2026-09-29T07:46:20.546Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:20.549Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:20.551Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:20.553Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:20.557Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:20.561Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:20.565Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:20.570Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:20.575Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:20.578Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:20.584Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:20.588Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:20.591Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:20.596Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:20.600Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:20.615Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.618Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:20.620Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:20.626Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:20.630Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:20.636Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.639Z] [STDOUT]   \"request-id\": \"req_011CfXMphwVUYQVZ2K7oC1NB\",\n[2026-09-29T07:46:20.643Z] [STDOUT]   \"traceresponse\": \"00-03e73aaa98b686d5a61c9aafdb3c4a5c-2f091ef8491d2a7a-01\",\n[2026-09-29T07:46:20.647Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:20.653Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:20.657Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:20.659Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:20.663Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:20.665Z] [STDOUT]   \"cf-ray\": \"a4295f90ca3b4d8b-FRA\",\n[2026-09-29T07:46:20.670Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:20.673Z] [STDOUT] [log_2d43f8] response parsed {\n[2026-09-29T07:46:20.676Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:20.681Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:20.686Z] [STDOUT]   body: X {\n[2026-09-29T07:46:20.688Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:20.691Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:20.703Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:20.716Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:20.720Z] [STDOUT]     },\n[2026-09-29T07:46:20.725Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:20.735Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:20.738Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:20.741Z] [STDOUT]   },\n[2026-09-29T07:46:20.749Z] [STDOUT]   durationMs: 918,\n[2026-09-29T07:46:20.754Z] [STDOUT] }\n[2026-09-29T07:46:20.762Z] [STDOUT] [log_f389f8, request-id: \"req_011CfXMpkKrqZVTNvVK5fx3W\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 888ms\n[2026-09-29T07:46:20.769Z] [STDOUT] [log_f389f8] response start {\n[2026-09-29T07:46:20.774Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:20.777Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:20.780Z] [STDOUT]   headers: {\n[2026-09-29T07:46:20.784Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:20.788Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:20.792Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:20.799Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:20.804Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:20.813Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.818Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:20.826Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:20.828Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:20.830Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:20.832Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:20.835Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:20.838Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:20.842Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.847Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:20.853Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:20.856Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:20.860Z] [STDOUT]     \"cf-ray\": \"a4295f94398e29ad-FRA\",\n[2026-09-29T07:46:20.865Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:20.869Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:20.872Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:20.877Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:20.879Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:19 GMT\",\n[2026-09-29T07:46:20.881Z] [STDOUT]     \"request-id\": \"req_011CfXMpkKrqZVTNvVK5fx3W\",\n[2026-09-29T07:46:20.884Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:20.887Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:20.888Z] [STDOUT]     traceresponse: \"00-aa913496c4df5341652a7e6f85f70ba1-bea15a70333580d1-01\",\n[2026-09-29T07:46:20.895Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:20.898Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:20.900Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:20.903Z] [STDOUT]   },\n[2026-09-29T07:46:20.905Z] [STDOUT]   durationMs: 888,\n[2026-09-29T07:46:20.908Z] [STDOUT] }\n[2026-09-29T07:46:20.916Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:20.920Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:19 GMT\",\n[2026-09-29T07:46:20.925Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:20.933Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:20.944Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:20.949Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:20.954Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:20.964Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:20.972Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:20.980Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:20.987Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:20.993Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:21.005Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:21.018Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:21.026Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:21.034Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:21.041Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:21.052Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.055Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:21.063Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:21.069Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:21.095Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:21.104Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.113Z] [STDOUT]   \"request-id\": \"req_011CfXMpkKrqZVTNvVK5fx3W\",\n[2026-09-29T07:46:21.120Z] [STDOUT]   \"traceresponse\": \"00-aa913496c4df5341652a7e6f85f70ba1-bea15a70333580d1-01\",\n[2026-09-29T07:46:21.124Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:21.141Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:21.146Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:21.157Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:21.171Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:21.174Z] [STDOUT]   \"cf-ray\": \"a4295f94398e29ad-FRA\",\n[2026-09-29T07:46:21.178Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:21.182Z] [STDOUT] [log_f389f8] response parsed {\n[2026-09-29T07:46:21.192Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:21.200Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:21.206Z] [STDOUT]   body: X {\n[2026-09-29T07:46:21.216Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:21.224Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:21.228Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:21.230Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:21.233Z] [STDOUT]     },\n[2026-09-29T07:46:21.254Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:21.262Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:21.267Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:21.273Z] [STDOUT]   },\n[2026-09-29T07:46:21.280Z] [STDOUT]   durationMs: 889,\n[2026-09-29T07:46:21.287Z] [STDOUT] }\n[2026-09-29T07:46:21.299Z] [INFO] {\n[2026-09-29T07:46:21.299Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:21.299Z] [INFO]   \"message\": {\n[2026-09-29T07:46:21.299Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:21.299Z] [INFO]     \"id\": \"msg_011CfXMpijcTVczNieL2DMdp\",\n[2026-09-29T07:46:21.299Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:21.299Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:21.299Z] [INFO]     \"content\": [\n[2026-09-29T07:46:21.299Z] [INFO]       {\n[2026-09-29T07:46:21.299Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:21.299Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:21.299Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:46:21.299Z] [INFO]       }\n[2026-09-29T07:46:21.299Z] [INFO]     ],\n[2026-09-29T07:46:21.299Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:21.299Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:21.299Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:21.299Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:21.299Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:21.299Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:21.299Z] [INFO]       \"cache_creation_input_tokens\": 14391,\n[2026-09-29T07:46:21.299Z] [INFO]       \"cache_read_input_tokens\": 14441,\n[2026-09-29T07:46:21.299Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:21.299Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:21.299Z] [INFO]         \"ephemeral_1h_input_tokens\": 14391\n[2026-09-29T07:46:21.299Z] [INFO]       },\n[2026-09-29T07:46:21.299Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:21.299Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:21.299Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:21.299Z] [INFO]     },\n[2026-09-29T07:46:21.299Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:21.299Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:46:21.299Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:46:21.299Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:46:21.299Z] [INFO]         \"cache_missed_input_tokens\": 14136\n[2026-09-29T07:46:21.299Z] [INFO]       }\n[2026-09-29T07:46:21.299Z] [INFO]     },\n[2026-09-29T07:46:21.299Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:21.299Z] [INFO]   },\n[2026-09-29T07:46:21.299Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:21.299Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:21.299Z] [INFO]   \"uuid\": \"203352e2-3b78-42ae-94cb-b6e4a13cf6e9\",\n[2026-09-29T07:46:21.299Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:19.969Z\",\n[2026-09-29T07:46:21.299Z] [INFO]   \"request_id\": \"req_011CfXMphwVUYQVZ2K7oC1NB\"\n[2026-09-29T07:46:21.299Z] [INFO] }\n[2026-09-29T07:46:21.310Z] [INFO] {\n[2026-09-29T07:46:21.310Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"message\": {\n[2026-09-29T07:46:21.310Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:21.310Z] [INFO]     \"content\": [\n[2026-09-29T07:46:21.310Z] [INFO]       {\n[2026-09-29T07:46:21.310Z] [INFO]         \"tool_use_id\": \"toolu_01Gkrt9W557wvgtf853e42FY\",\n[2026-09-29T07:46:21.310Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:21.310Z] [INFO]         \"content\": \"## 1. \u0417\u0430\u0434\u0430\u0447\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0440\u0435\u0448\u0430\u0435\u0442 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0443\u0440\u043e\u0432\u043d\u0435\u0439\\n\\n\u041c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u0411\u0410 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0443\u0434\u043e\u0432\u043b\u0435\u0442\u0432\u043e\u0440\u0438\u0442\u044c \u0434\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u044f\u043d\u0443\u0442 \u0432 \u0440\u0430\u0437\u043d\u044b\u0435\\n\u0441\u0442\u043e\u0440\u043e\u043d\u044b.\\n\\n| \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 | \u041a\u043e\u043c\u0443 | \u0427\u0442\u043e \u0434\u0438\u043a\u0442\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0435 |\\n| --- | --- | --- |\\n| **\u041f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0440\u043c\u044b** | \u0427\u0435\u043b\u043e\u0432\u0435\u043a\u0443: \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0443, \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0443, \u043d\u043e\u0432\u043e\u043c\u0443 \u0411\u0410 | \u041d\u043e\u0440\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043a\u0430\u043a **\u0434\u0435\u043b\u044c\u0442\u0443** \u043a \u0432\u043d\u0435\u0448\u043d\u0435\u043c\u0443 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0443: \u0432\u0438\u0434\u043d\u043e, \u0447\u0442\u043e \u0432\u0437\u044f\u0442\u043e \u0438\u0437 BABOK, \u0447\u0442\u043e \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u043e\u0442\u0440\u0430\u0441\u043b\u044c, \u0447\u0442\u043e \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0430, \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 |\\n| **\u041e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f** | \u0418\u0418-\u0430\u0433\u0435\u043d\u0442\u0443 | \u041d\u043e\u0440\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u0434\u0430\u0442\u044c **\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0439**: \u0431\u0435\u0437 \u043e\u0442\u0441\u044b\u043b\u043e\u043a \u00ab\u0441\u043c. \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u00bb, \u0431\u0435\u0437 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0439 \u00ab\u0447\u0442\u043e \u0441\u0438\u043b\u044c\u043d\u0435\u0435\u00bb, \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043f\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0443 |\\n\\n\u042d\u0442\u043e \u0432 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u00ab\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434 \u043f\u0440\u043e\u0442\u0438\u0432 \u0431\u0438\u043d\u0430\u0440\u043d\u0438\u043a\u0430\u00bb. \u041f\u043e\u043f\u044b\u0442\u043a\u0430 \u0443\u0434\u043e\u0432\u043b\u0435\u0442\u0432\u043e\u0440\u0438\u0442\u044c\\n\u043e\u0431\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0434\u043d\u0438\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c \u0434\u0430\u0451\u0442 \u043e\u0434\u0438\u043d \u0438\u0437 \u0434\u0432\u0443\u0445 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0445 \u043f\u0440\u043e\u0432\u0430\u043b\u043e\u0432:\\n\\n- **\u041f\u0440\u043e\u0432\u0430\u043b \u0410 (\u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0435\u043b\u044c\u0442\u044b).** \u0410\u0433\u0435\u043d\u0442 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0442\u0440\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e\\n  \u00ab\u043f\u0440\u0438\u043c\u0435\u043d\u0438 \u0434\u0435\u043b\u044c\u0442\u044b\u00bb. \u0420\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u044c\u0442 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0430\u043a\u0442\u043e\u043c \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438,\\n  \u0442\u043e \u0435\u0441\u0442\u044c \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c: \u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c.\\n  \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u2014 65,8 % \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441\u0435 `draft` \u043f\u0440\u0438\\n  13 % \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445: \u0441\u043f\u043e\u0440 \u043e \u0442\u043e\u043c, \u0447\u0442\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0440\u043c\u043e\u0439, \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0442.\\n- **\u041f\u0440\u043e\u0432\u0430\u043b \u0411 (\u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0432\u043e\u0434).** \u0410\u0433\u0435\u043d\u0442 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043e\u0434\u0438\u043d \u0441\u0430\u043c\u043e\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442, \u043d\u043e\\n  \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043d\u043e\u0440\u043c\u044b \u0443\u0442\u0440\u0430\u0447\u0435\u043d\u043e. \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 BABOK \u0438\u043b\u0438 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u043e\u0433\u043e\\n  \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f; \u0441\u0432\u043e\u0434 \u0434\u0440\u0435\u0439\u0444\u0443\u0435\u0442 \u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f\\n  \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c \u0444\u043e\u043b\u044c\u043a\u043b\u043e\u0440\u043e\u043c.\\n\\n**\u0420\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0441\u0442\u043e\u0440\u043e\u043d\u0443.**\\n\\n## 2. Governance-\u0443\u0440\u043e\u0432\u0435\u043d\u044c: \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u043a\u0430\u043a \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u0435\u043b\u044c\u0442\\n\\n### 2.1. \u0421\u043b\u043e\u0438\\n\\n| \u0421\u043b\u043e\u0439 | \u041e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 | \u041a\u0442\u043e \u0432\u043b\u0430\u0434\u0435\u0435\u0442 | \u041a\u0430\u043a \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f |\\n| --- | --- | --- | --- | --- |\\n| `L0` | \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 | \u0427\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c, \u043a\u0430\u043a\u0438\u0435 \u0430\u0442\u0440\u0438\u0431\u0443\u0442\u044b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0438 baseline. \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438: [ISO/IEC/IEEE 29148:2018](https://www.iso.org/standard/72089.html), [BABOK Guide v3](https://www.iiba.org/career-resources/a-business-analysis-professionals-foundation-for-success/babok/), [ISO/IEC 25010:2023](https://www.iso.org/standard/78176.html), [\u0413\u041e\u0421\u0422 34.602-2020](https://docs.cntd.ru/document/1200181804) | \u0412\u043d\u0435\u0448\u043d\u0438\u0439 \u043e\u0440\u0433\u0430\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0430\u0446\u0438\u0438 | \u041d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043d\u0430\u043c\u0438; \u0432\u0435\u0440\u0441\u0438\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0438 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u0430\u043b\u0435\u043d\u0434\u0430\u0440\u044e |\\n| `L1` | \u0414\u0435\u043b\u044c\u0442\u0430 \u043e\u0442\u0440\u0430\u0441\u043b\u0438 \u0418\u0422-\u0422\u0435\u043b\u0435\u043a\u043e\u043c | \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432: [TM Forum eTOM / ODA](https://www.tmforum.org/oda/), \u043f\u043e\u043d\u044f\u0442\u0438\u044f \u00ab\u0443\u0441\u043b\u0443\u0433\u0430\u00bb, \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0435 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435\u00bb, \u00ab\u043a\u0430\u043d\u0430\u043b\u00bb, \u0440\u0435\u0433\u0443\u043b\u044f\u0442\u043e\u0440\u0438\u043a\u0430 \u0441\u0432\u044f\u0437\u0438 | \u042d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0430 (\u0425\u0430\u0431) | ADR/RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0425\u0430\u0431\u0430 |\\n| `L2` | \u0414\u0435\u043b\u044c\u0442\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u041a\u041a \u041c\u0430\u043d\u0433\u043e | \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u043e\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044f: \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0424\u0422/\u0422\u0417 \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f `4.1./4.1.1.`, BCREQ \u0438 \u0435\u0433\u043e \u0434\u0435\u0440\u0435\u0432\u043e, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f Confluence \u0438 KB, 13 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 | \u041a\u043e\u043c\u0430\u043d\u0434\u0430 \u041a\u041a | ADR/RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0441\u043f\u0438\u0446\u044b |\\n\\n**\u041f\u0440\u0430\u0432\u0438\u043b\u043e `D1` (\u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0435\u043b\u044c\u0442\u0430).** \u0421\u043b\u043e\u0439 `L1` \u0438 `L2` **\u0414\u041e\u041b\u0416\u0415\u041d** \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e\\n....\\n**\u043e\u0431\u044f\u0437\u0430\u043d** \u0443\u043c\u0435\u0442\u044c \u043f\u043e\u0434\u043d\u044f\u0442\u044c \u0442\u0443\u0434\u0430 \u0432\u043e\u043f\u0440\u043e\u0441: \u043a\u0430\u043d\u0430\u043b \u043f\u043e\u0434\u044a\u0451\u043c\u0430 \u2014 \u0447\u0430\u0441\u0442\u044c \u0446\u0438\u043a\u043b\u0430, \u0430 \u043d\u0435\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0438\u0437 \u043d\u0435\u0433\u043e.\\n\\n## 5. \u0422\u0435\u043e\u0440\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432\\n\\n\u0413\u0435\u0439\u0442 \u2014 \u0442\u043e\u0447\u043a\u0430, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u044b \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f. \u0422\u0440\u0438 \u0442\u0438\u043f\u0430\\n\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c\u044e, \u0430 **\u0442\u0435\u043c, \u0447\u0442\u043e \u0432\u043e\u043e\u0431\u0449\u0435 \u043c\u043e\u0436\u043d\u043e \u043d\u0430 \u043d\u0438\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c**.\\n\\n| \u0422\u0438\u043f | \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 | \u0421\u0432\u043e\u0439\u0441\u0442\u0432\u043e | \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c |\\n| --- | --- | --- | --- |\\n| **\u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 (`G-self`)** | \u0421\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432 \u043f\u0440\u0438\u0451\u043c\u043a\u0438, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u0435\u0439 | \u0414\u0451\u0448\u0435\u0432, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c \u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430; **\u043d\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c** \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0449\u0438\u0439 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439 \u0441\u0443\u0442\u044c \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0441 \u043e\u0434\u043d\u0438\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c | \u0441\u0435\u043a\u0443\u043d\u0434\u044b |\\n| **\u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 (`G-mach`)** | \u0424\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430: \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u0435 \u0446\u0438\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 KB, \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f, \u0441\u0445\u0435\u043c\u0430, \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d\u043d\u044b\u0435 \u043f\u043e\u043b\u044f | \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c \u043e\u0442 \u043c\u043e\u0434\u0435\u043b\u0438, \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; **\u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e \u043a \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b\u043c \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430\u043c** | \u0441\u0435\u043a\u0443\u043d\u0434\u044b |\\n| **\u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 (`G-human`)** | \u041d\u0435\u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b\u0435 \u0438 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f: \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438, \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u0440\u0438\u0441\u043a\u0430, \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044e \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439, \u0443 \u043a\u043e\u0433\u043e \u0435\u0441\u0442\u044c \u043f\u043e\u043b\u043d\u043e\u043c\u043e\u0447\u0438\u0435; \u0443\u0437\u043a\u043e\u0435 \u043c\u0435\u0441\u0442\u043e \u043f\u043e \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 | \u0447\u0430\u0441\u044b\u2013\u0434\u043d\u0438 |\\n\\n**\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u043e\u0441\u0442\u0438 `\u041a`.** \u0421\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a `G-mach`, \u0435\u0441\u043b\u0438 \u0435\u0433\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0441\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043a \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044e \u0441 \u0444\u0430\u043a\u0442\u043e\u043c, \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u043c \u0432\u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 (\u0444\u0430\u0439\u043b \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442, \u0441\u0442\u0440\u043e\u043a\u0430\\n\u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442, \u0441\u0445\u0435\u043c\u0430 \u0432\u0430\u043b\u0438\u0434\u043d\u0430). \u0421\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a `G-human`, \u0435\u0441\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0441 **\u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u0435\u043c**, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u0442 \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445. \u0412\u0441\u0451 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u2014 `G-self`,\\n\u0438 \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0438\u043c\u0435\u0435\u0442 \u0441\u0442\u0430\u0442\u0443\u0441 *\u043f\u043e\u0434\u043e\u0437\u0440\u0435\u043d\u0438\u044f*, \u0430 \u043d\u0435 *\u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430*.\\n\\n**\u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 `T-1` (\u043e \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438).** `G-self` \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442\u044c \u0434\u0435\u0444\u0435\u043a\u0442,\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0437\u0430\u0431\u043b\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0434\u0435\u0442\u0435\u043a\u0442\u0438\u0440\u0443\u0435\u0442 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u0444\u043e\u0440\u043c\u044b \u0438 \u043d\u0435 \u0434\u0435\u0442\u0435\u043a\u0442\u0438\u0440\u0443\u0435\u0442 \u0443\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0432\u044b\u0434\u0443\u043c\u043a\u0443 \u0444\u0430\u043a\u0442\u0430. \u041e\u0442\u0441\u044e\u0434\u0430\\n\u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e: **\u0444\u0430\u043a\u0442\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u0438\u043c\u0435\u0442\u044c `G-mach`,\\n\u0430 \u043d\u0435 `G-self`** \u2014 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0431\u044b \u0448\u0430\u0433\u043e\u0432 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0438 \u0431\u044b\u043b\u043e. \u042d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u2014 \u043a\u0435\u0439\u0441 `C-1` \u0432\\n[`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 `T-2` (\u043e \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u0438).** \u0413\u0435\u0439\u0442 \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u0442\u043e\u0433\u0434\u0430 \u0438\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e\u0433\u0434\u0430, \u043a\u043e\u0433\u0434\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e \u0438\u043b\u0438 \u0435\u0433\u043e \u043e\u0442\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u043e\u0436\u0435, \u0447\u0435\u043c \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435.\\n\u042d\u0442\u043e \u0442\u043e\u0442 \u0436\u0435 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u0447\u0442\u043e \u0443\u0436\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0451\u043d Mango (\u043f\u0440\u0430\u0432\u0438\u043b\u043e `B3`\\n....\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0434\u043e \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0424\u0422 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0443\u044e\\n\u0434\u0435\u043b\u044c\u0442\u0443\u00bb.\\n\\n**\u0427\u0442\u043e \u043a\u0435\u0439\u0441 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442.** \u042d\u0442\u043e \u0442\u043e\u0442 \u0436\u0435 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u0434\u0435\u043b\u044c\u0442\u044b, \u0447\u0442\u043e \u043f\u043e\u043b\u043e\u0436\u0435\u043d \u0432 \u043e\u0441\u043d\u043e\u0432\u0443\\ngovernance-\u0443\u0440\u043e\u0432\u043d\u044f ([`10-theory.md`](10-theory.md), \u043f\u0440\u0430\u0432\u0438\u043b\u043e `D1`), \u043d\u043e \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430: **\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u043b\u0438\u0447\u0438\u0435**. \u0421\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435\\n\u043d\u0435 \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u043e \u2014 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u0438 \u0435\u0451 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u043f\u043e\u0434\u0447\u0438\u043d\u044f\u044e\u0442\u0441\u044f \u043e\u0434\u043d\u043e\u043c\u0443 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0443, \u0438 \u044d\u0442\u043e\\n\u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 \u0432 \u043f\u043e\u043b\u044c\u0437\u0443 \u0435\u0433\u043e \u043d\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0433\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u044f \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0435.\\n\\n\u0412\u0442\u043e\u0440\u043e\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435: \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0435\u0440\u0438\u0440\u0443\u0435\u0442 \u043e\u0431\u043b\u0430\u0441\u0442\u044f\u043c\u0438 eTOM (Fulfillment \u043f\u0440\u043e\u0442\u0438\u0432\\nAssurance) \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c\u0438 CBAP, \u0442\u043e \u0435\u0441\u0442\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a **\u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u043e \u0434\u043e\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\\n\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0441\u043b\u043e\u0439 `L1`** \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0440\u0430\u0437\u043e\u0432\u043e. \u042d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0435 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u0430 `G-08` \u0438\u0437 [`30-decision-framework.md`](30-decision-framework.md).\\n\\n**\u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0434\u043b\u044f \u043d\u0430\u0432\u044b\u043a\u0430.** \u041c\u0430\u0442\u0440\u0438\u0446\u0430 `SSOT \u2192 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u2192\\n\u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u2192 FR \u2192 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0440\u0438\u0451\u043c\u043a\u0438` \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f **\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u0432\u044b\u0445\u043e\u0434\u043e\u043c\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u044b\u043a\u0430** `delta-baseline`, \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e \u0434\u043e \u043d\u0430\u0432\u044b\u043a\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\\n`fail-closed` \u043d\u0430 \u043f\u0443\u0441\u0442\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435. \u0414\u0435\u0444\u0435\u043a\u0442 \u0431\u044b\u043b \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d \u0447\u0435\u0440\u0435\u0437 \u0434\u0432\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e\u0441\u043b\u0435\\n\u0432\u043e\u0437\u043d\u0438\u043a\u043d\u043e\u0432\u0435\u043d\u0438\u044f; \u0433\u0435\u0439\u0442 \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043d\u0430\u0432\u044b\u043a\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b \u0431\u044b \u0435\u0433\u043e \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e.\\n\\n## 4. \u041a\u0435\u0439\u0441 `C-3`: \u0440\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u00ab\u043f\u0440\u043e\u043c\u043f\u0442 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442\u00bb \u0438 \u00ab\u043d\u043e\u0440\u043c\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430\u00bb\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:** [RUN-0008](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0008)\\n(`kb-citation-check`) \u0438 [RUN-0009](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0009)\\n(`industry-standards-ab-check`).\\n\\n**\u0427\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e.** \u041e\u0431\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0440\u043c\u044b: \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0431\u0430\u0437\u044b\\n\u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432. \u041e\u0431\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b **\u043a\u0430\u043a \u043f\u0440\u043e\u0433\u043e\u043d \u043c\u043e\u0434\u0435\u043b\u0438**,\\n\u043e\u0431\u0430 \u043e\u0441\u0442\u0430\u043b\u0438\u0441\u044c \u0432 \u0441\u0442\u0430\u0442\u0443\u0441\u0435 `draft`, \u043e\u0431\u0430 \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u0438\u0441\u044c \u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u0443\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443.\\n\\n**\u0427\u0442\u043e \u043a\u0435\u0439\u0441 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442.** \u041d\u043e\u0440\u043c\u0430, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u0432\u0438\u0434\u0435 \u0442\u0435\u043a\u0441\u0442\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430,\\n3. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043f\u043e\u043c\u0435\u0442\u0438\u0442\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u043e\u0439 \u0438 \u0432\u044b\u043d\u0435\u0441\u0442\u0438 \u0432 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n4. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043d\u0435\u043f\u0443\u0441\u0442\u044b\u0445 \u044f\u0447\u0435\u0435\u043a \u00ab\u0434\u0435\u043b\u044c\u0442\u0430\u00bb.\\n\\n## \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438\\n\u041a\u0430\u0436\u0434\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u0438\u043c\u0435\u0435\u0442 \u043d\u0435\u043f\u0443\u0441\u0442\u043e\u0439 SSOT; \u043d\u0438 \u043e\u0434\u043d\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435 \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0443 \u0441 \u043f\u0443\u0441\u0442\u043e\u0439 \u0434\u0435\u043b\u044c\u0442\u043e\u0439.\\n\\n## \u0413\u0435\u0439\u0442\\n\u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439, fail-closed: \u043f\u0443\u0441\u0442\u043e\u0439 SSOT \u2014 \u043e\u0442\u043a\u0430\u0437, \u0430 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435.\\n\u0418\u0441\u0447\u0435\u0440\u043f\u0430\u043d\u0438\u0435 retry-limit \u2014 \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u044f \u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443, \u043d\u0435 \u043e\u0442\u043a\u0430\u0437.\\n```\\n\\n**\u041d\u043e\u0440\u043c\u0430 \u043f\u0440\u043e\u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u0430.** \u0412 \u0431\u043b\u043e\u043a\u0435 `resolved-from` \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e, \u0438\u0437\\n\u043a\u0430\u043a\u0438\u0445 \u0432\u0435\u0440\u0441\u0438\u0439 \u0441\u043b\u043e\u0451\u0432 \u0441\u043e\u0431\u0440\u0430\u043d \u043d\u0430\u0432\u044b\u043a, \u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e \u043d\u0435 \u043d\u0443\u0436\u043d\u043e \u0438\u0445 \u0447\u0438\u0442\u0430\u0442\u044c: \u044d\u0442\u043e\\n\u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e `I-1` (\u0441\u0430\u043c\u043e\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c) \u0438 `I-3` (\u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c).\",\n[2026-09-29T07:46:21.310Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:21.310Z] [INFO]       }\n[2026-09-29T07:46:21.310Z] [INFO]     ]\n[2026-09-29T07:46:21.310Z] [INFO]   },\n[2026-09-29T07:46:21.310Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"uuid\": \"da040b61-6fca-4f84-b4d0-daa05035b056\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:20.009Z\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:21.310Z] [INFO] }\n[2026-09-29T07:46:21.321Z] [STDOUT] [log_347d5d] sending request {\n[2026-09-29T07:46:21.326Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:21.333Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:21.338Z] [STDOUT]   options: {\n[2026-09-29T07:46:21.344Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:21.346Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:21.352Z] [STDOUT]     body: {\n[2026-09-29T07:46:21.356Z] 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},\n[2026-09-29T07:46:21.626Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:21.626Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:21.626Z] [INFO]   \"uuid\": \"d63de8f5-4deb-4400-a3a0-7d36ba665375\",\n[2026-09-29T07:46:21.626Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:20.782Z\",\n[2026-09-29T07:46:21.626Z] [INFO]   \"request_id\": \"req_011CfXMphwVUYQVZ2K7oC1NB\",\n[2026-09-29T07:46:21.626Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:46:21.626Z] [INFO]     \"toolu_015k4j5wuZ5fSfuuTE3gGzLc\": {\n[2026-09-29T07:46:21.626Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 1,200p tools/validate-file-naming.sh | head -120; ls projects/ba-ai-process projects/ba-ai-process/docs projects/ba-ai-process/docs/*/ | head -60; ls /tmp/research-notes/ 2>/dev/null\",\n[2026-09-29T07:46:21.626Z] [INFO]       \"description\": \"Check naming validator and docs layout\"\n[2026-09-29T07:46:21.626Z] [INFO]     }\n[2026-09-29T07:46:21.626Z] [INFO]   }\n[2026-09-29T07:46:21.626Z] [INFO] }\n[2026-09-29T07:46:21.634Z] [STDOUT] [log_347d5d, request-id: \"req_011CfXMpqEnHPJUCRHAnPwkz\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 961ms\n[2026-09-29T07:46:21.638Z] [STDOUT] [log_347d5d] response start {\n[2026-09-29T07:46:21.642Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:21.645Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:21.648Z] [STDOUT]   headers: {\n[2026-09-29T07:46:21.650Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:21.653Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:21.657Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:21.661Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:21.664Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:21.666Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.668Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:21.672Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:21.674Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:21.677Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:21.681Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:21.684Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:21.688Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:21.693Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.698Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:21.703Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:21.706Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:21.711Z] [STDOUT]     \"cf-ray\": \"a4295f9b6824dbb5-FRA\",\n[2026-09-29T07:46:21.716Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:21.720Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:21.724Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:21.727Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:21.731Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:21 GMT\",\n[2026-09-29T07:46:21.736Z] [STDOUT]     \"request-id\": \"req_011CfXMpqEnHPJUCRHAnPwkz\",\n[2026-09-29T07:46:21.740Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:21.746Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:21.753Z] [STDOUT]     traceresponse: \"00-fa614fcf96196883e8cbd3e1cff5e92c-1a801fd035a58eb3-01\",\n[2026-09-29T07:46:21.756Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:21.760Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:21.762Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:21.765Z] [STDOUT]   },\n[2026-09-29T07:46:21.768Z] [STDOUT]   durationMs: 961,\n[2026-09-29T07:46:21.773Z] [STDOUT] }\n[2026-09-29T07:46:21.775Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:21.779Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:21 GMT\",\n[2026-09-29T07:46:21.781Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:21.784Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:21.787Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:21.793Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:21.796Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:21.800Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:21.803Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:21.807Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:21.810Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:21.814Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:21.818Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:21.822Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:21.826Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:21.833Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:21.840Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:21.848Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.850Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:21.858Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:21.861Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:21.864Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:21.866Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.869Z] [STDOUT]   \"request-id\": \"req_011CfXMpqEnHPJUCRHAnPwkz\",\n[2026-09-29T07:46:21.873Z] [STDOUT]   \"traceresponse\": \"00-fa614fcf96196883e8cbd3e1cff5e92c-1a801fd035a58eb3-01\",\n[2026-09-29T07:46:21.876Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:21.879Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:21.882Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:21.883Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:21.885Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:21.888Z] [STDOUT]   \"cf-ray\": \"a4295f9b6824dbb5-FRA\",\n[2026-09-29T07:46:21.890Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:21.894Z] [STDOUT] [log_347d5d] response parsed {\n[2026-09-29T07:46:21.898Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:21.902Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:21.906Z] [STDOUT]   body: X {\n[2026-09-29T07:46:21.908Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:21.910Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:21.912Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:21.914Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:21.918Z] [STDOUT]     },\n[2026-09-29T07:46:21.924Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:21.928Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:21.932Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:21.938Z] [STDOUT]   },\n[2026-09-29T07:46:21.944Z] [STDOUT]   durationMs: 962,\n[2026-09-29T07:46:21.950Z] [STDOUT] }\n[2026-09-29T07:46:21.959Z] [INFO] {\n[2026-09-29T07:46:21.959Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"message\": {\n[2026-09-29T07:46:21.959Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:21.959Z] [INFO]     \"content\": [\n[2026-09-29T07:46:21.959Z] [INFO]       {\n[2026-09-29T07:46:21.959Z] [INFO]         \"tool_use_id\": \"toolu_01CUtbytQyWNchNHm4tEqsW7\",\n[2026-09-29T07:46:21.959Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:21.959Z] [INFO]         \"content\": \"---\\nstatus: complete\\nupdated: 2026-09-01\\nai-generated: true\\ntype: analysis\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/353\\\"\\nrelated_runs:\\n  - RUN-0065\\n  - RUN-0066\\n---\\n\\n# A/B-RCA RUN-0065 vs RUN-0066 \u0434\u043b\u044f task-1099\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041f\u0440\u043e\u0432\u0430\u043b RUN-0065 \u0432\u044b\u0437\u0432\u0430\u043d \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\u043c \u043e\u043a\u043d\u0430 \u0438 \u043d\u0435 \u0434\u0440\u0443\u0433\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0435\u0439 \u0411\u0417. \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\\n\u0441\u0431\u043e\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c \u0432 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u0430\u0445 \u0438 raw trace: gpt-5.6-sol \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0430 \u043d\u043e\u043c\u0435\u0440\u0430 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0432\\n\u0440\u0443\u0447\u043d\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c `EVIDENCE`, \u0437\u0430\u0442\u0435\u043c \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0442\u0438\u0440\u0430\u0436\u0438\u0440\u043e\u0432\u0430\u043b \u043e\u0434\u043d\u0443 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u0443\u044e \u0441\u0442\u0440\u043e\u043a\u0443 \u043f\u043e\\n\u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u043c\u0443 \u043f\u0440\u0430\u0432\u0438\u043b\u0443. \u041f\u043e\u0437\u0434\u043d\u044f\u044f \u0432\u044b\u0431\u043e\u0440\u043e\u0447\u043d\u0430\u044f \u0441\u0432\u0435\u0440\u043a\u0430 \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0430\u0441\u0442\u044c \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u043d\u043e \u043d\u0435\\n`record`, \u0430 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u043f\u0440\u0430\u0432\u0438\u043b \u043d\u0430\u043f\u0440\u0430\u0432\u0438\u043b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u00ab\u0410\u0432\u0438\u0442\u043e \u0420\u0430\u0431\u043e\u0442\u0430\u00bb \u0432 \u0431\u043e\u043b\u0435\u0435 \u0440\u0430\u043d\u043d\u0438\u0439\\n\u043a\u043b\u0430\u0441\u0441 `address`. \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043f\u043e\u0445\u043e\u0436\u0435\u0439 \u043d\u0430 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0438, \u043d\u043e \u043d\u0435\\n\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u043b \u0435\u0451 \u0441 frontmatter, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0438\u043d\u044f\u043b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\\n\\n\u041d\u0430 \u0432\u044b\u0431\u043e\u0440\u043a\u0435 \u0438\u0437 **65 \u0441\u0442\u0440\u043e\u043a** RUN-0065 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c\u0438 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430\u043c\u0438 \u0432\\n47.7% \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0438 \u0434\u0430\u043b \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e\\n\u043f\u0430\u0433\u0438\u043d\u0430\u0446\u0438\u044e (\u0394 > 2) \u0432 43.1% \u0441\u0442\u0440\u043e\u043a. RUN-0066\\n\u0434\u0430\u043b 100.0% \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0439 \u0438 0 \u0442\u0430\u043a\u0438\u0445 \u0441\u0434\u0432\u0438\u0433\u043e\u0432.\\n\\n## \u0414\u0430\u043d\u043d\u044b\u0435 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c\\n\\n- RUN-0065 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0438\u043c\u0435\u043d\u043d\u043e \u0438\u0437 commit `acb6c7bc`; blob \u043e\u0442\u0447\u0451\u0442\u0430:\\n  `36c3283c848107fa8922f987e65aec79ea0ac1d5`.\\n  \u0414\u043b\u044f shallow CI \u0435\u0433\u043e \u0442\u043e\u0447\u043d\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0435\u043d\u0430 \u043a\u0430\u043a\\n  [`data/2026-09-01-run-0065-acb6c7bc.fixture`](data/2026-09-01-run-0065-acb6c7bc.fixture)\\n  (SHA-256 `25181d67b00d70fea1c7d1168c55ad57f7ae4fee4a5be3554fbca8db22349ab0`);\\n  \u0430\u043d\u0430\u043b\u0438\u0437\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438 SHA-256, \u0438 git blob SHA-1.\\n- RUN-0066 \u0432\u0437\u044f\u0442 \u0438\u0437 commit `e0f4ba55`; blob \u043e\u0442\u0447\u0451\u0442\u0430:\\n  `845fd2887b99ef2ddf0e6a44d99921d62f96306a`.\\n- \u041f\u043e\u043b\u043d\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0432\u044b\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0438 \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n  [`data/2026-09-01-run-0065-vs-0066-sample.json`](data/2026-09-01-run-0065-vs-0066-sample.json).\\n- \u0412\u044b\u0431\u043e\u0440\u043a\u0430 \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0442\u0441\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439\\n  `python3 experiments/issue_353/analyze_runs.py`.\\n- \u0422\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f post-generation \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u0430 commit `acb6c7bc` \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\\n  \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0442\u0441\u044f \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0433\u043e LLM-\u0432\u044b\u0437\u043e\u0432\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439\\n  `python3 experiments/issue_353/replay_acb_generator.py`. \u0422\u043e\u0447\u043d\u044b\u0439 replay\\n  \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e LLM-\u0432\u044b\u0437\u043e\u0432\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d: \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445 \u043d\u0435\u0442 \u043f\u043e\u043b\u043d\u043e\u0433\u043e system prompt \u0438\\n  \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438; \u0441\u043a\u0440\u0438\u043f\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0443\u0436\u0435 \u0437\u0430\u043a\u043e\u043c\u043c\u0438\u0447\u0435\u043d\u043d\u0443\u044e \u043b\u043e\u0433\u0438\u043a\u0443 \u043f\u0440\u0430\u0432\u0438\u043b.\\n- \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0431\u0435\u0437\u043b\u0438\u0447\u0435\u043d\u043d\u044b\u0439 trace \u0438 \u0435\u0433\u043e provenance \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n  [`evidence/README.md`](evidence/README.md).\\n\\nRUN-0066 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u044d\u0442\u0430\u043b\u043e\u043d \u043f\u043e \u043f\u0440\u044f\u043c\u043e\u043c\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e issue #353 \u0438 \u043f\u043e\\n\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 >95%, \u0430 \u043d\u0435 \u043a\u0430\u043a \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u0430\u044f \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u0430\u044f \u0438\u0441\u0442\u0438\u043d\u0430.\\n`Accuracy_verdict` \u2014 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435 \u0441 \u0435\u0433\u043e \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c. `Accuracy_page` \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u0440\u0435\u0434\u0438\\n\u0441\u0442\u0440\u043e\u043a, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u044d\u043c\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043b\u0430 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443: \u0432\u0441\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0441\u0442\u0440\u043e\u043a\u0438\\n\u0434\u043e\u043b\u0436\u043d\u044b \u0441\u043e\u0432\u043f\u0430\u0441\u0442\u044c \u0441 frontmatter \u0441 \u0434\u043e\u043f\u0443\u0441\u043a\u043e\u043c \u22642. `Hallucination_rate` \u2014 \u0434\u043e\u043b\u044f \u0432\u0441\u0435\u0445 65\\n\u0441\u0442\u0440\u043e\u043a, \u0433\u0434\u0435 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u0430 \u0441\u0441\u044b\u043b\u043a\u0430 \u0438\u043c\u0435\u0435\u0442 \u0394 >2. `Decomposition_quality` \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\\n\u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0443\u044e \u0431\u0438\u043d\u0430\u0440\u043d\u0443\u044e \u0448\u043a\u0430\u043b\u0443 \u0438 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 **\u044d\u043c\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f**, \u0430 \u043d\u0435 \u0441\u0441\u044b\u043b\u043a\u0438.\\n\u0418\u0437 evidence-\u044f\u0447\u0435\u0439\u043a\u0438 \u0432\u044b\u0434\u0435\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f/clauses; \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u043f\u0440\u0438\u0441\u0432\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u0442\u0443\u0441\\n`\u0414\u0430/\u041d\u0435\u0442` \u0438\u0437 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 \u0438 \u044f\u0432\u043d\u044b\u0445 \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u0432. \u0421\u0442\u0440\u043e\u043a\u0430 \u00ab\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u00bb, \u0442\u043e\u043b\u044c\u043a\u043e\\n\u0435\u0441\u043b\u0438 \u0432\u0441\u0435 reference claim/status tuples \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0432\u0437\u0430\u0438\u043c\u043d\u043e-\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u0443\u044e \u043f\u0430\u0440\u0443 \u0442\u043e\u0433\u043e \u0436\u0435\\n\u0441\u0442\u0430\u0442\u0443\u0441\u0430 \u0441 token-Jaccard \u22650.25 \u0438 \u043b\u0438\u0448\u043d\u0438\u0445 claims \u043d\u0435\u0442; \u0438\u043d\u0430\u0447\u0435 \u00ab\u0433\u0440\u0443\u0431\u043e\u00bb. \u041f\u043e\u043b\u043d\u044b\u0435 \u0442\u0435\u043a\u0441\u0442\u044b,\\n\u0441\u0442\u0430\u0442\u0443\u0441\u044b, \u0442\u043e\u043a\u0435\u043d\u044b \u0438 \u043f\u0430\u0440\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432 JSON. \u0414\u0432\u0435 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435 \u0441\u0442\u0440\u043e\u043a\u0438\\n(\u211661: \u00ab\u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u0432\u0435\u0440\u043a\u0438\u00bb; \u2116187: \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u00ab\u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u043e\u043a\u043d\u0430\u00bb) \u0438\u043c\u0435\u044e\u0442 \u044f\u0432\u043d\u044b\u0435\\nreviewed status annotations, \u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u044b\u0435 \u0442\u0435\u0441\u0442\u043e\u043c. Citation-target Jaccard \u043f\u043e\u043a\u0430\u0437\u0430\u043d\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043a\u0430\u043a \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 `cite J` \u0438 \u043d\u0435 \u0432\u043b\u0438\u044f\u0435\u0442 \u043d\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0443. RUN-0066 \u0440\u0430\u0432\u0435\u043d\\n100% \u043f\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044e \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0433\u043e reference, \u0430 \u043d\u0435 \u043a\u0430\u043a \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430.\\n\\n## \u041c\u0435\u0442\u0440\u0438\u043a\u0438\\n\\n| \u041c\u0435\u0442\u0440\u0438\u043a\u0430 | RUN-0065 | RUN-0066 |\\n| --- | ---: | ---: |\\n| `Accuracy_verdict` | 31/65 = 47.7% | 65/65 = 100.0% |\\n| `Accuracy_page` (eligible rows, \u0434\u043e\u043f\u0443\u0441\u043a \u22642) | 17/45 = 37.8% | 64/64 = 100.0% |\\n| `Hallucination_rate` (\u0394 >2 / \u0432\u0441\u0435 \u0441\u0442\u0440\u043e\u043a\u0438) | 28/65 = 43.1% | 0/65 = 0.0% |\\n| `Decomposition_quality` (\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e: exact claim/status matching) | 0/65 = 0.0% | 65/65 = 100.0% |\\n\\nRUN-0066 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432 \u0441\u0442\u0440\u043e\u043a\u0435 \u2116173, \u0433\u0434\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u043e\u0440\u043e\u0433\\n85% \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442; \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043d\u0430\u043c\u0435\u043d\u0430\u0442\u0435\u043b\u044c `Accuracy_page` \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u0440\u0430\u0432\u0435\u043d 64, \u0430 \u043d\u0435 65.\\n\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u043d\u0435 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f.\\n\\n## \u041f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u043e\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435\\n\\n\u0412\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0432\u0441\u0435 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441\u0442\u0440\u043e\u043a\u0438, \u0433\u0434\u0435 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0441\u044b\u043b\u0430\u043b\u0441\u044f \u043d\u0430 \u043e\u0434\u0438\u043d \u0438\u0437\\n\u043f\u044f\u0442\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432: \u00a74.5.3.4, \u00a74.5.11.2.2, \u00a74.5.19, \u00a74.6.3.5 \u0438\u043b\u0438 \u00a75.\\n\u041a\u043e\u043b\u043e\u043d\u043a\u0430 \u00ab\u0424\u0430\u043a\u0442\u00bb \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0430\u043b\u043e\u043d RUN-0066, \u043d\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432 \u043d\u0435\u0439 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\\n\u043f\u0435\u0440\u0435\u0447\u0438\u0442\u0430\u043d\u044b \u0438\u0437 frontmatter \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430.\\n\\n\\n| \u2116 | \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 (\u0441\u043e\u043a\u0440\u0430\u0449\u0435\u043d\u043e) | RUN-0065: \u0432\u0435\u0440\u0434\u0438\u043a\u0442; \u00a7@\u0441\u0442\u0440. | RUN-0066: \u0432\u0435\u0440\u0434\u0438\u043a\u0442; \u00a7@\u0441\u0442\u0440. | \u0424\u0430\u043a\u0442: \u0432\u0435\u0440\u0434\u0438\u043a\u0442; \u00a7@\u0441\u0442\u0440. | \u0414\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f 65/66 (claim match; cite J) |\\n| ---: | --- | --- | --- | --- | --- |\\n| 11 | \u041f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u0430 \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u0438 \u0432 \u0432\u0438\u0434\u0435 \u0412\u0438\u0440\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0439 \u0410\u0422\u0421 \u0441 \u043d\u0435\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u2026 | \u0414\u0430; \u00a75@520 | \u0414\u0430; \u00a75@520; \u00a74.4.2.1@105-121 | \u0414\u0430; \u00a75@520; \u00a74.4.2.1@105-121 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=50.0% |\\n| 15 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043e\u0431\u043b\u0430\u0434\u0430\u0442\u044c \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043f\u0443\u043b\u043e\u043c \u043d\u043e\u043c\u0435\u0440\u043d\u043e\u0439 \u0435\u043c\u043a\u043e\u0441\u0442\u0438, \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u0432\u044b\u0431\u043e\u0440\u0430 \u0438 \u0437\u0430\u043a\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.6.6@488-490; \u00a74.5.19@414-416 | \u0414\u0430; \u00a74.6.6@488-490; \u00a74.5.19@414-416 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 17 | \u0414\u043e\u043b\u0436\u043d\u0430 \u0431\u044b\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043d\u043e\u043c\u0435\u0440\u043d\u0443\u044e \u0451\u043c\u043a\u043e\u0441\u0442\u044c \u00ab\u0411\u0438\u043b\u0430\u0439\u043d\u00bb \u0437\u0430 \u0441\u0447\u0451\u0442 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0447\u0435\u0440\u0435\u2026 | \u0414\u0430; \u00a75@520 | \u0414\u0430; \u00a75.3.1@522; \u00a76@22-30 | \u0414\u0430; \u00a75.3.1@522; \u00a76@22-30 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 44 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0435\u0440\u0435\u0431\u0438\u0440\u0430\u0442\u044c \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0438\u0435 \u043d\u043e\u043c\u0435\u0440\u0430 \u043f\u0440\u0438 \u043c\u0430\u0441\u0441\u043e\u0432\u044b\u0445 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u2026 | \u0414\u0430; \u00a75@520 | \u0414\u0430; \u00a74.5.19@414-416; \u00a75@520 | \u0414\u0430; \u00a74.5.19@414-416; \u00a75@520 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=50.0% |\\n| 45 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0438\u0439 \u043d\u043e\u043c\u0435\u0440 \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u0439 \u0438\u0437 \u043f\u0443\u043b\u0430 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.5.19@414-416; \u00a74.5.19.7@427-428 | \u0414\u0430; \u00a74.5.19@414-416; \u00a74.5.19.7@427-428 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 48 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u0438 \u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0433\u043e\u043b\u043e\u0441\u043e\u0432\u044b\u0435 \u0437\u0430\u043f\u0438\u0441\u0438 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\u00a74.5.3.4@209-213; \u00a74.6.5.2@478-480 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.3.1@194-203; \u00a74.5.3.4@209-213; \u00a74.6.5.2@478-480 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=33.3% |\\n| 61 | \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0439 \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043e\u0431\u0437\u0432\u043e\u043d\u0430 \u043f\u043e API \u0438\u043b\u0438 \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0432 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.19@414-416 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.6.6@268-271; \u00a711.4@345-366 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.6.6@268-271; \u00a711.4@345-366 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(\u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f, \u043b\u043e\u0433\u0438\u043d/\u043f\u0430\u0440\u043e\u043b\u044c) | \u043f\u0443\u0441\u0442\u043e; \u2014 | \u0414\u0430; \u00a74.6.3.1@448-452; \u00a74.6.3.5@470-471; \u00a73@5-6 | \u0414\u0430; \u00a74.6.3.1@448-452; \u00a74.6.3.5@470-471; \u00a73@5-6 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 102 | - \u0440\u0430\u0431\u043e\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0437\u0432\u043e\u043d\u0430 - \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435/\u043e\u0442\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435, \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432 | \u043f\u0443\u0441\u0442\u043e; \u2014 | \u0414\u0430; \u00a73.3@17-20; \u00a73.5@28-32; \u00a75@46-49 | \u0414\u0430; \u00a73.3@17-20; \u00a73.5@28-32; \u00a75@46-49 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 115 | - \u043a\u0430\u0440\u0443\u0441\u0435\u043b\u044c \u043d\u043e\u043c\u0435\u0440\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u0443\u0434\u0443\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u043f\u0440\u0438 \u043e\u0431\u0437\u0432\u043e\u043d\u0435 (\u043a\u0430\u0436\u0434\u044b\u0439 \u043d\u043e\u043c\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u2026 | \u0414\u0430; \u00a74.5.19@414-416 | \u0414\u0430; \u00a74.5.19@414-416; \u00a74.5.19.7@427-428 | \u0414\u0430; \u00a74.5.19@414-416; \u00a74.5.19.7@427-428 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=50.0% |\\n| 163 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 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\u0440\u0435\u0447\u0438 \u0432 \u0437\u0430\u043f\u0438\u0441\u044f\u0445 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u043e\u0432\u2026 | \u0414\u0430; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a77.1.1@104-105; \u00a716.3@490-498 | \u0414\u0430; \u00a77.1.1@104-105; \u00a716.3@490-498 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 173 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0447\u044c \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043d\u0435 \u043c\u0435\u043d\u0435\u0435 85% \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.3.4@226-231 | \u041d\u0435\u0442; \u2014 | \u041d\u0435\u0442; \u2014 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 174 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c, \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u0442\u044c \u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0442\u044c \u043d\u0430 \u043a\u0430\u043d\u0430\u043b\u044b \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430 \u0438 \u043a\u043b\u0438\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a73.2@14-16; \u00a77.1.1@104-105 | \u0414\u0430; \u00a73.2@14-16; \u00a77.1.1@104-105 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 177 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u0438 \u043f\u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0437\u0432\u043e\u043d\u043a\u0430: | \u0414\u0430; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a74.1@62-69; \u00a74.5.3.1@194-203 | \u0414\u0430; \u00a74.1@62-69; \u00a74.5.3.1@194-203 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 182 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0441\u043b\u0443\u0448\u043a\u0438 \u0437\u0430\u043f\u0438\u0441\u0438 \u0437\u0432\u043e\u043d\u043a\u0430 \u0441 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c 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184 | \u0412 \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0434\u043e\u043b\u0436\u043d\u0430 \u0431\u044b\u0442\u044c \u043f\u0440\u0435\u0434\u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0430 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u0430\u0443\u0434\u0438\u043e\u0444\u0430\u0439\u043b\u043e\u0432 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u043e\u0432\u2026 | \u0414\u0430; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a74.2@60-64; \u00a710@105-107 | \u0414\u0430; \u00a74.2@60-64; \u00a710@105-107 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 187 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 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\u0441\u043e\u0431\u044b\u0442\u0438\u044f\u043c\u0438 \u0432 \u043a\u0430\u043d\u0430\u043b\u0430\u0445 Telegram \u0441 \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u043c \u043a\u043e\u043b\u043b-\u0442\u0440\u0435\u043a\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.5.11.2.2@319-324; \u00a74.5.11.2.2@293-297; \u00a74.2.3@79 | \u0414\u0430; \u00a74.5.11.2.2@319-324; \u00a74.5.11.2.2@293-297; \u00a74.2.3@79 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 302 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0430 \u0438 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\u00a74.5.11.2.2@297-309; \u00a74.2.3.1@79-80 | \u0414\u0430; \u00a74.2.3.4@97; \u00a74.5.11.2.2@297-309; \u00a74.2.3.1@79-80 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 304 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0432 \u0447\u0430\u0442\u0435 \u043d\u0430 \u0441\u0430\u0439\u0442\u0435 \u043f\u043e \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.5.11.2.2@297-309; \u00a74.2@132-133 | \u0414\u0430; \u00a74.5.11.2.2@297-309; \u00a74.2@132-133 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 306 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0442\u044c \u043f\u0440\u0438\u0451\u043c \u043a\u043e\u043d\u0442\u0430\u043a\u0442\u0430 \u0438\u0437 Max \u0438 Telegram (\u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0432\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.10@275-276 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.11.2.2@319-324; \u00a74.5.11.2.2@309-315; \u00a74.5.11.2.2@324 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.11.2.2@319-324; \u00a74.5.11.2.2@309-315; \u00a74.5.11.2.2@324 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 312 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043d\u0430 \u0441\u0430\u0439\u0442 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u043e\u043d\u043b\u0430\u0439\u043d \u0447\u0430\u0442 (\u0447\u0430\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.5.11.2.2@297-309; \u00a74.2.3.4@97; \u00a74.2.3.1@79-80 | \u0414\u0430; \u00a74.5.11.2.2@297-309; \u00a74.2.3.4@97; \u00a74.2.3.1@79-80 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 313 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043d\u0430 \u0441\u0430\u0439\u0442 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0444\u043e\u0440\u043c\u0443 \u0434\u043b\u044f \u0437\u0430\u043a\u0430\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.5.11.2.2@289-293; \u00a74.2.3.3@87; \u00a74.2.3.1@79-80 | \u0414\u0430; \u00a74.5.11.2.2@289-293; \u00a74.2.3.3@87; \u00a74.2.3.1@79-80 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 314 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043d\u0430 \u0441\u0430\u0439\u0442 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0444\u043e\u0440\u043c\u0443 \u043b\u0438\u0434\u043e\u0433\u0435\u043d\u0435\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.10@275-276 | \u0414\u0430; \u00a74.5.11.2.2@293-297; \u00a74.2.3.1@79-80 | \u0414\u0430; \u00a74.5.11.2.2@293-297; \u00a74.2.3.1@79-80 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 315 | \u0412 \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0434\u043e\u043b\u0436\u043d\u0430 \u0431\u044b\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 \u043a\u0430\u043d\u0430\u043b\u043e\u043c \\\"\u0410\u0432\u0438\u0442\u043e \u0420\u0430\u0431\u043e\u0442\u0430\\\". \u0421\u0438\u0441\u0442\u0435\u043c\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.10@275-276 | \u0414\u0430; \u00a74.5.11.2.2@339-345; \u00a710.1@296-320; \u00a715.2@438-451 | \u0414\u0430; \u00a74.5.11.2.2@339-345; \u00a710.1@296-320; \u00a715.2@438-451 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 318 | \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u0437\u0430\u043f\u0438\u0441\u044c \u0437\u0432\u043e\u043d\u043a\u0430. | \u0414\u0430; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a710.6@104; \u00a76.11@66 | \u0414\u0430; \u00a710.6@104; \u00a76.11@66 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 319 | \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043f\u0440\u043e\u0441\u043b\u0443\u0448\u0438\u0432\u0430\u043d\u0438\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0437\u0432\u043e\u043d\u043a\u043e\u0432. | \u0414\u0430; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a7\u2014@52; \u00a710@100 | \u0414\u0430; \u00a7\u2014@52; \u00a710@100 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 321 | \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0432\u044b\u0431\u043e\u0440 \u043d\u043e\u043c\u0435\u0440\u0430 \u0434\u043b\u044f \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0438\u0445 \u0437\u0432\u043e\u043d\u043a\u043e\u0432 \u0438\u0437 \u043d\u043e\u043c\u0435\u0440\u043d\u043e\u0439 \u0451\u043c\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a76.1@61-62; \u00a74.5.19@414-416 | \u0414\u0430; \u00a76.1@61-62; \u00a74.5.19@414-416 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\",\n[2026-09-29T07:46:21.959Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:21.959Z] [INFO]       }\n[2026-09-29T07:46:21.959Z] [INFO]     ]\n[2026-09-29T07:46:21.959Z] [INFO]   },\n[2026-09-29T07:46:21.959Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"uuid\": \"5ec68f7e-de91-498a-b66c-f0680ab8cdb9\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:21.767Z\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:21.959Z] [INFO] }\n[2026-09-29T07:46:21.968Z] [STDOUT] [log_285801] sending request {\n[2026-09-29T07:46:21.972Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:21.976Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:21.978Z] [STDOUT]   options: {\n[2026-09-29T07:46:21.982Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:21.985Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:21.990Z] [STDOUT]     body: {\n[2026-09-29T07:46:21.993Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:21.997Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:22.005Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:22.010Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:22.015Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:22.018Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:22.021Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:22.026Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:22.031Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:22.034Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:22.037Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:22.039Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:22.044Z] [STDOUT]     },\n[2026-09-29T07:46:22.047Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:22.049Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:22.052Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:22.055Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:22.058Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:22.062Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:22.067Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:22.070Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:22.073Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:22.075Z] [STDOUT]       removeEventListener: [Function: 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\\\"${BASH_SOURCE[0]}\\\")/..\\\" && pwd)\\\"\\ncd \\\"$ROOT_DIR\\\"\\n\\nfailures=0\\n\\nfail() {\\n  printf 'ERROR: %s\\\\n' \\\"$1\\\" >&2\\n  failures=$((failures + 1))\\n}\\n\\nis_exception() {\\n  local basename=\\\"$1\\\"\\n\\n  case \\\"$basename\\\" in\\n    README.md | \\\\\\n    CHANGELOG.md | \\\\\\n    CONTRIBUTING.md | \\\\\\n    CODE_OF_CONDUCT.md | \\\\\\n    LICENSE | \\\\\\n    LICENSE.md | \\\\\\n    GOVERNANCE.md | \\\\\\n    *-registry.md | \\\\\\n    *-index.md | \\\\\\n    *-Index.md)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\n# Reference Research Pattern (Experimental, docs/rfc/2026-07-17-rfc-reference-research-pattern.md):\\n# a multi-file research module lives in research/// and numbers\\n# its files by reading order (00, 10, 20, ...), not by date. The module's files have\\n# no single meaningful date \u2014 they are updated on different cycles by design \u2014 so the\\n# chronology stays in frontmatter `updated`. The exception is deliberately narrow: it\\n# applies only inside a directory that declares itself a module by holding a 00-*.md\\n# entry point. Scope of the exception is an open question for the founder (RFC P6).\\nis_reference_pattern_module_file() {\\n  local file=\\\"$1\\\"\\n  local basename=\\\"${file##*/}\\\"\\n  local dir=\\\"${file%/*}\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^(00|10|20|30|40|50)-[a-z0-9]+(-[a-z0-9]+)*\\\\.md$ ]] || return 1\\n  compgen -G \\\"$dir/00-*.md\\\" >/dev/null || return 1\\n  return 0\\n}\\n\\nis_daily_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-[0-9]{2}-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nis_monthly_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-[0-9]{2}- ]] && return 1\\n  [[ \\\"$basename\\\" =~ ^([0-9]{4}|[0-9]{4}-[0-9]{2})-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nis_adr_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-adr-[0-9]{3}-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nvalidate_file() {\\n  local file=\\\"$1\\\"\\n  local predicate=\\\"$2\\\"\\n  local expected_format=\\\"$3\\\"\\n  local basename=\\\"${file##*/}\\\"\\n\\n  if is_exception \\\"$basename\\\"; then\\n    return\\n  fi\\n\\n  if [[ \\\"$file\\\" == research/* ]] && is_reference_pattern_module_file \\\"$file\\\"; then\\n    return\\n  fi\\n\\n  if ! \\\"$predicate\\\" \\\"$basename\\\"; then\\n    fail \\\"chronological markdown file must use $expected_format: $file\\\"\\n  fi\\n}\\n\\nvalidate_tree() {\\n  local dir=\\\"$1\\\"\\n  local predicate=\\\"$2\\\"\\n  local expected_format=\\\"$3\\\"\\n\\n  [[ -d \\\"$dir\\\" ]] || return 0\\n\\n  while IFS= read -r file; do\\n    validate_file \\\"$file\\\" \\\"$predicate\\\" \\\"$expected_format\\\"\\n  done < <(find \\\"$dir\\\" -type f -name '*.md' | sort)\\n}\\n\\nvalidate_tree \\\"research\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/analysis\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/report\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/audit\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\n# docs/rfc/ intentionally not chronologically validated on the Hub: per\\n# rfc-structure-standard.md the Hub RFC rule is `YYYY-MM-DD-rfc-*` for new dated\\n# RFCs while legacy names stay unchanged (descriptive). The `YYYY-MM`/`YYYY`\\n# monthly rule (standards/file-naming.md) is the spoke rule; enforcing it here\\n# would reject the Hub's own standard-compliant legacy RFC corpus after the\\n# ADR-007/B-048 migration.\\nvalidate_tree \\\"docs/adr\\\" \\\"is_adr_chronological_name\\\" \\\"YYYY-MM-adr-NNN-name.md\\\"\\n\\n# Evidence files under the canonical exp// container are snapshots,\\n# not standalone research reports, so their names are intentionally excluded\\n# from the chronological report rule. Structure is enforced separately.\\n\\nif (( failures > 0 )); then\\n  printf 'File naming validation failed with %d error(s).\\\\n' \\\"$failures\\\" >&2\\nprojects/ba-ai-process:\\nREADME.md\\nba-meta-model\\nbuild\\ndecisions\\ndist\\ndocs\\nexperiments\\nmeta-model-guides\\ntests\\n\\nprojects/ba-ai-process/docs:\\nadr\\nanalysis\\nrfc\\n\\nprojects/ba-ai-process/docs/adr/:\\n2026-09-adr-018-gigacode-cli-execution-boundary.md\\n2026-09-adr-019-cline-mango-ai-pilot.md\\n\\nprojects/ba-ai-process/docs/analysis/:\\n2026-09-23-bcreq-golden-forms-and-feasibility.md\\n2026-09-23-requirements-run-forensics.md\\n2026-09-24-architecture-convergence-and-readiness.md\\n2026-09-29-ba-ai-process-runtime-options.md\\n2026-09-29-cline-package-expectation-gap.md\\n\\nprojects/ba-ai-process/docs/rfc/:\\n2026-09-bcreq-abstraction-and-product-routing.md\\n2026-09-bcreq-working-release-pipeline.md\\n2026-09-mango-ba-ai-runtime-cli-deployment.md\\n2026-09-source-pilot-verification.md\",\n[2026-09-29T07:46:22.225Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:22.225Z] [INFO]       }\n[2026-09-29T07:46:22.225Z] [INFO]     ]\n[2026-09-29T07:46:22.225Z] [INFO]   },\n[2026-09-29T07:46:22.225Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:22.225Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:22.225Z] [INFO]   \"uuid\": \"691aa034-1836-47be-9fda-fc5e95c9fcce\",\n[2026-09-29T07:46:22.225Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:22.206Z\",\n[2026-09-29T07:46:22.225Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:22.225Z] [INFO]     \"stdout\": \"#!/usr/bin/env bash\\nset -euo pipefail\\n\\nROOT_DIR=\\\"$(cd \\\"$(dirname \\\"${BASH_SOURCE[0]}\\\")/..\\\" && pwd)\\\"\\ncd \\\"$ROOT_DIR\\\"\\n\\nfailures=0\\n\\nfail() {\\n  printf 'ERROR: %s\\\\n' \\\"$1\\\" >&2\\n  failures=$((failures + 1))\\n}\\n\\nis_exception() {\\n  local basename=\\\"$1\\\"\\n\\n  case \\\"$basename\\\" in\\n    README.md | \\\\\\n    CHANGELOG.md | \\\\\\n    CONTRIBUTING.md | \\\\\\n    CODE_OF_CONDUCT.md | \\\\\\n    LICENSE | \\\\\\n    LICENSE.md | \\\\\\n    GOVERNANCE.md | \\\\\\n    *-registry.md | \\\\\\n    *-index.md | \\\\\\n    *-Index.md)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\n# Reference Research Pattern (Experimental, docs/rfc/2026-07-17-rfc-reference-research-pattern.md):\\n# a multi-file research module lives in research/// and numbers\\n# its files by reading order (00, 10, 20, ...), not by date. The module's files have\\n# no single meaningful date \u2014 they are updated on different cycles by design \u2014 so the\\n# chronology stays in frontmatter `updated`. The exception is deliberately narrow: it\\n# applies only inside a directory that declares itself a module by holding a 00-*.md\\n# entry point. Scope of the exception is an open question for the founder (RFC P6).\\nis_reference_pattern_module_file() {\\n  local file=\\\"$1\\\"\\n  local basename=\\\"${file##*/}\\\"\\n  local dir=\\\"${file%/*}\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^(00|10|20|30|40|50)-[a-z0-9]+(-[a-z0-9]+)*\\\\.md$ ]] || return 1\\n  compgen -G \\\"$dir/00-*.md\\\" >/dev/null || return 1\\n  return 0\\n}\\n\\nis_daily_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-[0-9]{2}-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nis_monthly_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-[0-9]{2}- ]] && return 1\\n  [[ \\\"$basename\\\" =~ ^([0-9]{4}|[0-9]{4}-[0-9]{2})-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nis_adr_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-adr-[0-9]{3}-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nvalidate_file() {\\n  local file=\\\"$1\\\"\\n  local predicate=\\\"$2\\\"\\n  local expected_format=\\\"$3\\\"\\n  local basename=\\\"${file##*/}\\\"\\n\\n  if is_exception \\\"$basename\\\"; then\\n    return\\n  fi\\n\\n  if [[ \\\"$file\\\" == research/* ]] && is_reference_pattern_module_file \\\"$file\\\"; then\\n    return\\n  fi\\n\\n  if ! \\\"$predicate\\\" \\\"$basename\\\"; then\\n    fail \\\"chronological markdown file must use $expected_format: $file\\\"\\n  fi\\n}\\n\\nvalidate_tree() {\\n  local dir=\\\"$1\\\"\\n  local predicate=\\\"$2\\\"\\n  local expected_format=\\\"$3\\\"\\n\\n  [[ -d \\\"$dir\\\" ]] || return 0\\n\\n  while IFS= read -r file; do\\n    validate_file \\\"$file\\\" \\\"$predicate\\\" \\\"$expected_format\\\"\\n  done < <(find \\\"$dir\\\" -type f -name '*.md' | sort)\\n}\\n\\nvalidate_tree \\\"research\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/analysis\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/report\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/audit\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\n# docs/rfc/ intentionally not chronologically validated on the Hub: per\\n# rfc-structure-standard.md the Hub RFC rule is `YYYY-MM-DD-rfc-*` for new dated\\n# RFCs while legacy names stay unchanged (descriptive). The `YYYY-MM`/`YYYY`\\n# monthly rule (standards/file-naming.md) is the spoke rule; enforcing it here\\n# would reject the Hub's own standard-compliant legacy RFC corpus after the\\n# ADR-007/B-048 migration.\\nvalidate_tree \\\"docs/adr\\\" \\\"is_adr_chronological_name\\\" \\\"YYYY-MM-adr-NNN-name.md\\\"\\n\\n# Evidence files under the canonical exp// container are snapshots,\\n# not standalone research reports, so their names are intentionally excluded\\n# from the chronological report rule. Structure is enforced separately.\\n\\nif (( failures > 0 )); then\\n  printf 'File naming validation failed with %d error(s).\\\\n' \\\"$failures\\\" >&2\\nprojects/ba-ai-process:\\nREADME.md\\nba-meta-model\\nbuild\\ndecisions\\ndist\\ndocs\\nexperiments\\nmeta-model-guides\\ntests\\n\\nprojects/ba-ai-process/docs:\\nadr\\nanalysis\\nrfc\\n\\nprojects/ba-ai-process/docs/adr/:\\n2026-09-adr-018-gigacode-cli-execution-boundary.md\\n2026-09-adr-019-cline-mango-ai-pilot.md\\n\\nprojects/ba-ai-process/docs/analysis/:\\n2026-09-23-bcreq-golden-forms-and-feasibility.md\\n2026-09-23-requirements-run-forensics.md\\n2026-09-24-architecture-convergence-and-readiness.md\\n2026-09-29-ba-ai-process-runtime-options.md\\n2026-09-29-cline-package-expectation-gap.md\\n\\nprojects/ba-ai-process/docs/rfc/:\\n2026-09-bcreq-abstraction-and-product-routing.md\\n2026-09-bcreq-working-release-pipeline.md\\n2026-09-mango-ba-ai-runtime-cli-deployment.md\\n2026-09-source-pilot-verification.md\",\n[2026-09-29T07:46:22.225Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:22.225Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:22.225Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:22.225Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:22.225Z] [INFO]   }\n[2026-09-29T07:46:22.225Z] [INFO] }\n[2026-09-29T07:46:22.260Z] [STDOUT] [log_ee652c] sending request {\n[2026-09-29T07:46:22.264Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:22.271Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:22.277Z] [STDOUT]   options: {\n[2026-09-29T07:46:22.280Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:22.285Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:22.287Z] [STDOUT]     body: {\n[2026-09-29T07:46:22.290Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:22.295Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:22.298Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:22.303Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:22.307Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:22.312Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:22.317Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:22.322Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:22.324Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:22.327Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:22.333Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:22.338Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:22.341Z] [STDOUT]     },\n[2026-09-29T07:46:22.345Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:22.350Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:22.354Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:22.358Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:22.361Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:22.365Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:22.368Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:22.371Z] [STDOUT]       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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:22.471Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:22.474Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:22.477Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:22.481Z] [STDOUT]   },\n[2026-09-29T07:46:22.484Z] [STDOUT] }\n[2026-09-29T07:46:22.820Z] [STDOUT] [log_285801, request-id: \"req_011CfXMpxgzuQB9F3ayaQXJD\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1019ms\n[2026-09-29T07:46:22.827Z] [STDOUT] [log_285801] response start {\n[2026-09-29T07:46:22.837Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:22.840Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:22.845Z] [STDOUT]   headers: {\n[2026-09-29T07:46:22.861Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:22.909Z] [STDOUT]     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\"rejected\",\n[2026-09-29T07:46:22.970Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:22.974Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:22.980Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:22.989Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:22.992Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:22.998Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:23.008Z] [STDOUT]     \"cf-ray\": \"a4295fa64dd329ad-FRA\",\n[2026-09-29T07:46:23.010Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:23.017Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:23.022Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:23.026Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:23.034Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:22 GMT\",\n[2026-09-29T07:46:23.038Z] [STDOUT]     \"request-id\": \"req_011CfXMpxgzuQB9F3ayaQXJD\",\n[2026-09-29T07:46:23.045Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:23.052Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:23.058Z] [STDOUT]     traceresponse: \"00-9a3c0bdb461f3420d45c65be12b10091-68d9a72559cfc1d5-01\",\n[2026-09-29T07:46:23.065Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:23.078Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:23.085Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:23.094Z] [STDOUT]   },\n[2026-09-29T07:46:23.103Z] [STDOUT]   durationMs: 1019,\n[2026-09-29T07:46:23.105Z] [STDOUT] }\n[2026-09-29T07:46:23.110Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:23.116Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:22 GMT\",\n[2026-09-29T07:46:23.125Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:23.135Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:23.140Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:23.146Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:23.150Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:23.155Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:23.157Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:23.162Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:23.166Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:23.169Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:23.175Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:23.177Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:23.183Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:23.185Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:23.189Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:23.194Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.198Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:23.200Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:23.205Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:23.207Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:23.210Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.212Z] [STDOUT]   \"request-id\": \"req_011CfXMpxgzuQB9F3ayaQXJD\",\n[2026-09-29T07:46:23.216Z] [STDOUT]   \"traceresponse\": \"00-9a3c0bdb461f3420d45c65be12b10091-68d9a72559cfc1d5-01\",\n[2026-09-29T07:46:23.220Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:23.223Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:23.226Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:23.231Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:23.236Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:23.241Z] [STDOUT]   \"cf-ray\": \"a4295fa64dd329ad-FRA\",\n[2026-09-29T07:46:23.244Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:23.247Z] [STDOUT] [log_285801] response parsed {\n[2026-09-29T07:46:23.250Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:23.254Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:23.260Z] [STDOUT]   body: X {\n[2026-09-29T07:46:23.269Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:23.271Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:23.275Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:23.280Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:23.290Z] [STDOUT]     },\n[2026-09-29T07:46:23.296Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:23.300Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:23.306Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:23.311Z] [STDOUT]   },\n[2026-09-29T07:46:23.316Z] [STDOUT]   durationMs: 1020,\n[2026-09-29T07:46:23.323Z] [STDOUT] }\n[2026-09-29T07:46:23.327Z] [STDOUT] [log_ee652c, request-id: \"req_011CfXMpzc5ugQTu3rbjUsww\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 765ms\n[2026-09-29T07:46:23.334Z] [STDOUT] [log_ee652c] response start {\n[2026-09-29T07:46:23.338Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:23.344Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:23.349Z] [STDOUT]   headers: {\n[2026-09-29T07:46:23.352Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:23.357Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:23.361Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:23.366Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:23.371Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:23.376Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.380Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:23.386Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:23.397Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:23.402Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:23.405Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:23.413Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:23.417Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:23.424Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.428Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:23.431Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:23.435Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:23.438Z] [STDOUT]     \"cf-ray\": \"a4295fa92f93dbb5-FRA\",\n[2026-09-29T07:46:23.442Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:23.444Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:23.448Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:23.452Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:23.455Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:23 GMT\",\n[2026-09-29T07:46:23.458Z] [STDOUT]     \"request-id\": \"req_011CfXMpzc5ugQTu3rbjUsww\",\n[2026-09-29T07:46:23.460Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:23.462Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:23.464Z] [STDOUT]     traceresponse: \"00-e965497bb0ec981093cd117102327a19-93415460dad638fd-01\",\n[2026-09-29T07:46:23.467Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:23.470Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:23.474Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:23.477Z] [STDOUT]   },\n[2026-09-29T07:46:23.482Z] [STDOUT]   durationMs: 765,\n[2026-09-29T07:46:23.487Z] [STDOUT] }\n[2026-09-29T07:46:23.491Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:23.494Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:23 GMT\",\n[2026-09-29T07:46:23.499Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:23.501Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:23.503Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:23.506Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:23.509Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:23.511Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:23.516Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:23.522Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:23.528Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:23.533Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:23.539Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:23.544Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:23.549Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:23.552Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:23.559Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:23.562Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.565Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:23.568Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:23.572Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:23.577Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:23.579Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.583Z] [STDOUT]   \"request-id\": \"req_011CfXMpzc5ugQTu3rbjUsww\",\n[2026-09-29T07:46:23.585Z] [STDOUT]   \"traceresponse\": \"00-e965497bb0ec981093cd117102327a19-93415460dad638fd-01\",\n[2026-09-29T07:46:23.590Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:23.593Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:23.595Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:23.605Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:23.610Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:23.614Z] [STDOUT]   \"cf-ray\": \"a4295fa92f93dbb5-FRA\",\n[2026-09-29T07:46:23.617Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:23.620Z] [STDOUT] [log_ee652c] response parsed {\n[2026-09-29T07:46:23.623Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:23.626Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:23.628Z] [STDOUT]   body: X {\n[2026-09-29T07:46:23.636Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:23.642Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:23.654Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:23.657Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:23.662Z] [STDOUT]     },\n[2026-09-29T07:46:23.666Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:23.671Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:23.675Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:23.682Z] [STDOUT]   },\n[2026-09-29T07:46:23.686Z] [STDOUT]   durationMs: 767,\n[2026-09-29T07:46:23.690Z] [STDOUT] }\n[2026-09-29T07:46:23.696Z] [INFO] {\n[2026-09-29T07:46:23.696Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"message\": {\n[2026-09-29T07:46:23.696Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:23.696Z] [INFO]     \"content\": [\n[2026-09-29T07:46:23.696Z] [INFO]       {\n[2026-09-29T07:46:23.696Z] [INFO]         \"tool_use_id\": \"toolu_014VU4DRia4U2Kv9CFkjoUqs\",\n[2026-09-29T07:46:23.696Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:23.696Z] [INFO]         \"content\": \"| \u0412\u0435\u0440\u0434\u0438\u043a\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 |\\n| --- | --- |\\n| `draft` (\u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043d\u0435 \u0432\u044b\u0441\u0442\u0430\u0432\u043b\u0435\u043d) | 35 |\\n| `works-with-edits` | 19 |\\n| `partial-success` | 8 |\\n| `success` | 2 |\\n| `needs-rework` / `invalid` / `experimental` | \u043f\u043e 1 |\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f `\u041a-4` \u2014 **2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c (6 %)**\\n\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u044e\u0442\u0441\u044f \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438.\\n\\n## 2. \u041a\u0435\u0439\u0441 `C-1`: \u0432\u043e\u0441\u0435\u043c\u044c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043e\u043a \u043d\u0435 \u0443\u0434\u0435\u0440\u0436\u0430\u043b\u0438 \u043e\u0434\u0438\u043d \u0444\u0430\u043a\u0442\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:** [RUN-0018](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0018),\\n\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422 \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 1079 \u00ab\u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0443 \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440\u0430\u00bb, \u043c\u043e\u0434\u0435\u043b\u044c\\n`qwen3.7-plus`, 8 \u0448\u0430\u0433\u043e\u0432.\\n\\n**\u0427\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e.** \u041f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442\\n[`fr-validation-stepwise.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/fr-validation-stepwise.md)\\n\u0443\u0436\u0435 \u0443\u0441\u0442\u0440\u043e\u0435\u043d \u043a\u0430\u043a \u043d\u0430\u0432\u044b\u043a: \u0432\u043e\u0441\u0435\u043c\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438 \u2014\\n\u0430\u0443\u0434\u0438\u0442, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u0432, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0439, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0438, \u0432\u044b\u0447\u0438\u0442\u043a\u0430, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439. \u042d\u0442\u043e \u0434\u0435-\u0444\u0430\u043a\u0442\u043e \u0446\u0435\u043f\u043e\u0447\u043a\u0430 `G-self`.\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442** (\u043f\u043e\u043b\u0435 `metrics` \u043f\u0440\u043e\u0433\u043e\u043d\u0430): `episodes: 8`,\\n`ba_edits: 6`, `hallucinations: 8`, **`hallucinations_shipped: 1`**,\\n`success_rate: 0.63`, \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `works-with-edits`. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430:\\n\u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n\\n**\u0427\u0442\u043e \u043a\u0435\u0439\u0441 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442.** \u0420\u043e\u0432\u043d\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 `T-1` \u0438\u0437 [`10-theory.md`](10-theory.md):\\n\u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0443\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0444\u043e\u0440\u043c\u0443 \u0438 \u043d\u0435 \u0443\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0444\u0430\u043a\u0442. \u0412\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432 \u0441\u0430\u043c\u043e\u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f\\n\u043f\u043e\u0439\u043c\u0430\u043b\u0438 \u0432\u043e\u0441\u0435\u043c\u044c \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u0438 \u0438 \u043f\u0440\u043e\u043f\u0443\u0441\u0442\u0438\u043b\u0438 \u043e\u0434\u0438\u043d \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0449\u0438\u0439 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439 \u0441\u0443\u0442\u044c \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0441 \u043e\u0434\u043d\u0438\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c.\\n\\n**\u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0434\u043b\u044f \u043d\u0430\u0432\u044b\u043a\u0430.** \u0428\u0430\u0433\u0438 2, 4, 5, 6 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (\u0430\u0443\u0434\u0438\u0442,\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u044b, \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u044f, \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u044f) \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f `G-self`. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0446\u0438\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0441\u0442\u0430\u0442\u044c `G-mach` \u2014 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0441\\n\u0444\u0430\u0439\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e `GATE-2` \u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 `H-3`.\\n\\n## 3. \u041a\u0435\u0439\u0441 `C-2`: \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0433\u0435\u0439\u0442 \u00ab\u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u2194 \u0434\u0435\u043b\u044c\u0442\u0430\u00bb\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 [RUN-0063](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0063)\\n\u2192 [RUN-0064](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0064)\\n(\u0430\u043d\u0430\u043b\u0438\u0437 \u043e\u0448\u0438\u0431\u043e\u043a) \u2192 [RUN-0067](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0067)\\n(\u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0430), BCREQ-1074 \u00ab\u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0430 \u0440\u0430\u0441\u0445\u043e\u0434\u043e\u0432 \u043d\u0430 \u0441\u0432\u044f\u0437\u044c\u00bb.\\n\\n**\u0427\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e.** \u041f\u0440\u043e\u0433\u043e\u043d `RUN-0063` \u0432\u044b\u0434\u0430\u043b \u0424\u0422, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043f\u044f\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 **\u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e** \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430. \u0420\u0430\u0437\u0431\u043e\u0440\\n`RUN-0064` \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043b 8 \u043e\u0448\u0438\u0431\u043e\u043a: \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u2014 3, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u2014 2, \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 2, \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u2014 1.\\n\u041f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0430 `RUN-0067` \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043b\u0430 9 \u043d\u0430\u0445\u043e\u0434\u043e\u043a \u0430\u0443\u0434\u0438\u0442\u0430, \u0443\u0434\u0430\u043b\u0438\u043b\u0430 5 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439,\\n\u0441\u0432\u0435\u043b\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043a \u0434\u0435\u043b\u044c\u0442\u0435 \u0438\u0437 8 \u043f\u043e\u043b\u0435\u0439 \u0438 \u0432\u044b\u043d\u0435\u0441\u043b\u0430 9 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u0432\\n\u0440\u0430\u0437\u0434\u0435\u043b \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432; `RUN-0063` \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043d\u0435\u0432\u0430\u043b\u0438\u0434\u043d\u044b\u043c.\\n\\n**\u041f\u0435\u0440\u0432\u043e\u043f\u0440\u0438\u0447\u0438\u043d\u0430, \u043d\u0430\u0437\u0432\u0430\u043d\u043d\u0430\u044f \u0441\u0430\u043c\u0438\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u043e\u043c:** \u00ab\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e gate,\",\n[2026-09-29T07:46:23.696Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:23.696Z] [INFO]       }\n[2026-09-29T07:46:23.696Z] [INFO]     ]\n[2026-09-29T07:46:23.696Z] [INFO]   },\n[2026-09-29T07:46:23.696Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"uuid\": \"cbfabf75-3b3c-4f23-8aa8-c95e1c99994a\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:23.385Z\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:23.696Z] [INFO] }\n[2026-09-29T07:46:23.701Z] [STDOUT] [log_c2121d] sending request {\n[2026-09-29T07:46:23.712Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:23.716Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:23.720Z] [STDOUT]   options: {\n[2026-09-29T07:46:23.724Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:23.732Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:23.739Z] [STDOUT]     body: {\n[2026-09-29T07:46:23.743Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:23.747Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:23.750Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:23.753Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:23.757Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:23.766Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:23.769Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:23.774Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:23.777Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:23.780Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:23.782Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:23.784Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:23.788Z] [STDOUT]     },\n[2026-09-29T07:46:23.790Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:23.793Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:23.795Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:23.799Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:23.802Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:23.805Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:23.809Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:23.812Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:23.815Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:23.818Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:23.820Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:23.824Z] [STDOUT]     },\n[2026-09-29T07:46:23.830Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:23.835Z] [STDOUT]   },\n[2026-09-29T07:46:23.838Z] [STDOUT]   headers: {\n[2026-09-29T07:46:23.843Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:23.848Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:23.852Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:23.856Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:23.858Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:23.863Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:23.866Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:23.868Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:23.872Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:23.875Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:46:23.878Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:23.881Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1265\",\n[2026-09-29T07:46:23.884Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:23.888Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:23.892Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:23.895Z] [STDOUT]     \"x-client-request-id\": \"1d693c94-5e19-4290-a25f-cd75dab85469\",\n[2026-09-29T07:46:23.898Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:23.902Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:23.904Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:23.908Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:23.911Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:23.916Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:23.921Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:23.927Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:23.931Z] [STDOUT]   },\n[2026-09-29T07:46:23.935Z] [STDOUT] }\n[2026-09-29T07:46:23.940Z] [INFO] {\n[2026-09-29T07:46:23.940Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:23.940Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:23.940Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:46:23.940Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:23.940Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:23.940Z] [INFO]   \"uuid\": \"e2390c12-9ed6-40d1-a73a-8d70ff409f46\"\n[2026-09-29T07:46:23.940Z] [INFO] }\n[2026-09-29T07:46:24.166Z] [INFO] {\n[2026-09-29T07:46:24.166Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"message\": {\n[2026-09-29T07:46:24.166Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:24.166Z] [INFO]     \"id\": \"msg_011CfXMpyDzRk4dHp9Veunt4\",\n[2026-09-29T07:46:24.166Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:24.166Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:24.166Z] [INFO]     \"content\": [\n[2026-09-29T07:46:24.166Z] [INFO]       {\n[2026-09-29T07:46:24.166Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:24.166Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:24.166Z] [INFO]         \"signature\": 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\"standard\",\n[2026-09-29T07:46:24.166Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:24.166Z] [INFO]     },\n[2026-09-29T07:46:24.166Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:24.166Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:24.166Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:24.166Z] [INFO]   },\n[2026-09-29T07:46:24.166Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"uuid\": \"18c2212d-a0da-4954-ac73-3b3a764a3184\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:24.162Z\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"request_id\": \"req_011CfXMpxgzuQB9F3ayaQXJD\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts 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[INFO]       }\n[2026-09-29T07:46:24.275Z] [INFO]     ],\n[2026-09-29T07:46:24.275Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:24.275Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:24.275Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:24.275Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:24.275Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:24.275Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:24.275Z] [INFO]       \"cache_creation_input_tokens\": 2737,\n[2026-09-29T07:46:24.275Z] [INFO]       \"cache_read_input_tokens\": 28832,\n[2026-09-29T07:46:24.275Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:24.275Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:24.275Z] [INFO]         \"ephemeral_1h_input_tokens\": 2737\n[2026-09-29T07:46:24.275Z] [INFO]       },\n[2026-09-29T07:46:24.275Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:46:24.275Z] [INFO]       \"service_tier\": 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200 in 842ms\n[2026-09-29T07:46:24.291Z] [STDOUT] [log_c2121d] response start {\n[2026-09-29T07:46:24.295Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:24.300Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:24.304Z] [STDOUT]   headers: {\n[2026-09-29T07:46:24.310Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:24.313Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:24.331Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:24.334Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:24.336Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:24.352Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:24.355Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": 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\"DYNAMIC\",\n[2026-09-29T07:46:24.393Z] [STDOUT]     \"cf-ray\": \"a4295fb07ad44d8b-FRA\",\n[2026-09-29T07:46:24.396Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:24.399Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:24.404Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:24.408Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:24.410Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:24 GMT\",\n[2026-09-29T07:46:24.414Z] [STDOUT]     \"request-id\": \"req_011CfXMq5fwHeh7PwErryPp9\",\n[2026-09-29T07:46:24.419Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:24.422Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:24.427Z] [STDOUT]     traceresponse: \"00-cee1394813fbe1f803a3d22a2a699bfb-077e437cfd6538b4-01\",\n[2026-09-29T07:46:24.429Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:24.433Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:24.436Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:24.439Z] [STDOUT]   },\n[2026-09-29T07:46:24.442Z] [STDOUT]   durationMs: 842,\n[2026-09-29T07:46:24.445Z] [STDOUT] }\n[2026-09-29T07:46:24.449Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:24.451Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:24 GMT\",\n[2026-09-29T07:46:24.454Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:24.456Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:24.459Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:24.460Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:24.462Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:24.464Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:24.468Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:24.471Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:24.473Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:24.476Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:24.480Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:24.482Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:24.487Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:24.493Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:24.495Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:24.498Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:24.502Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:24.505Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:24.512Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:24.524Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:24.532Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:24.534Z] [STDOUT]   \"request-id\": \"req_011CfXMq5fwHeh7PwErryPp9\",\n[2026-09-29T07:46:24.538Z] [STDOUT]   \"traceresponse\": \"00-cee1394813fbe1f803a3d22a2a699bfb-077e437cfd6538b4-01\",\n[2026-09-29T07:46:24.544Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:24.553Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:24.555Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:24.560Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:24.565Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:24.569Z] [STDOUT]   \"cf-ray\": \"a4295fb07ad44d8b-FRA\",\n[2026-09-29T07:46:24.572Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:24.576Z] [STDOUT] [log_c2121d] response parsed {\n[2026-09-29T07:46:24.580Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:24.584Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:24.589Z] [STDOUT]   body: X {\n[2026-09-29T07:46:24.593Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:24.601Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:24.607Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:24.616Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:24.620Z] [STDOUT]     },\n[2026-09-29T07:46:24.624Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:24.628Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:24.632Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:24.641Z] [STDOUT]   },\n[2026-09-29T07:46:24.643Z] [STDOUT]   durationMs: 843,\n[2026-09-29T07:46:24.645Z] [STDOUT] }\n[2026-09-29T07:46:24.654Z] [INFO] {\n[2026-09-29T07:46:24.654Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:24.654Z] [INFO]   \"message\": {\n[2026-09-29T07:46:24.654Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:24.654Z] [INFO]     \"id\": \"msg_011CfXMpyDzRk4dHp9Veunt4\",\n[2026-09-29T07:46:24.654Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:24.654Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:24.654Z] [INFO]     \"content\": [\n[2026-09-29T07:46:24.654Z] [INFO]       {\n[2026-09-29T07:46:24.654Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:24.654Z] [INFO]         \"id\": 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research\"\n[2026-09-29T07:46:25.550Z] [INFO] }\n[2026-09-29T07:46:25.912Z] [INFO] {\n[2026-09-29T07:46:25.912Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"message\": {\n[2026-09-29T07:46:25.912Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:25.912Z] [INFO]     \"content\": [\n[2026-09-29T07:46:25.912Z] [INFO]       {\n[2026-09-29T07:46:25.912Z] [INFO]         \"tool_use_id\": \"toolu_018N9qBARTTJ9JJqvVj8GhU7\",\n[2026-09-29T07:46:25.912Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:25.912Z] [INFO]         \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-06-16\\nai-generated: true\\ntype: analysis\\nscope: prompts\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/101\\\"\\nrelated_artifacts:\\n  - \\\"prompts/glossary-context-understanding-stepwise.md\\\"\\n  - \\\"prompts/glossary-context-understanding-oneshot.md\\\"\\n  - \\\"prompts/fr-documentation-stepwise.md\\\"\\n  - \\\"prompts/fr-documentation-oneshot.md\\\"\\n  - \\\"prompts/constraints-documentation-stepwise.md\\\"\\n  - \\\"prompts/constraints-documentation-oneshot.md\\\"\\n  - \\\"runs/2026/RUN-0007/outputs/fr-generation-1027-live_2026-06-16.md\\\"\\n  - \\\"standards/experiment-log-standard.md\\\"\\n---\\n\\n# \u0410\u043d\u0430\u043b\u0438\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\u00bb\\n\\n\u0412\u0435\u0440\u0441\u0438\u044f: 0.1\\n\\n\u0414\u0430\u0442\u0430: 2026-06-16\\n\\n## \u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n\\n\u042d\u0442\u043e \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0440\u0430\u0431\u043e\u0442\u044b \u0411\u0410 (\u0411\u0410-\u0418\u0413) \u0441 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438\\n`mango_ba_prompts`: \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 1, 2, 4 \u0438 6 \u0422\u0417 \u0434\u043b\u044f \u043e\u043c\u043d\u0438\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n\u041a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 (\u041a\u0426) MANGO OFFICE. \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043f\u043e\u043b\u043d\u0430\u044f \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0441 0\u00bb, \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u043a\\n[issue #101](https://github.com/G-Ivan-A/mango_ba_prompts/issues/101) (\u0434\u0430\u043b\u0435\u0435\\n\u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u044b \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u044b: **1.1** \u2014 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442/\u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, **1.2** \u2014 \u0424\u0422\\n(\u0440\u0430\u0437\u0434\u0435\u043b 4), **1.3** \u2014 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f (\u0440\u0430\u0437\u0434\u0435\u043b 6), **1.4** \u2014 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0411\u0410).\\n\\n\u0426\u0435\u043b\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u2014 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0424\u0422-1\u2026\u0424\u0422-3 issue #101:\\n\\n1. \u0434\u0430\u0442\u044c \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043f\u043e \u043a\u0430\u0436\u0434\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0435 \u0411\u0410 \u0438\u0437 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 1.4 (\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c / \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c /\\n   \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0443) **\u0441 \u0446\u0438\u0442\u0430\u0442\u0430\u043c\u0438 \u0438\u0437 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u044b**;\\n2. \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (\u0441 \u0434\u0438\u0444\u0444\u0430\u043c\u0438) \u0438\u043b\u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c, \u043f\u043e\u0447\u0435\u043c\u0443\\n   \u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043d\u0435 \u043d\u0430\u0434\u043e;\\n3. \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c \u043b\u0435\u0433\u043a\u043e\u0432\u0435\u0441\u043d\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 (Draft v0.1 \u2014\\n   \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 [`standards/experiment-log-standard.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/standards/experiment-log-standard.md));\\n4. \u043e\u0446\u0435\u043d\u0438\u0442\u044c \u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u043d\u0430 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044e (13 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 / \u0442\u0438\u043f\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432),\\n   **\u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438**, \u0431\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 (\u044d\u0442\u043e \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0439 \u0442\u0440\u0435\u043a\\n   ADR #003\u2013#008).\\n\\n## \u041c\u0435\u0442\u043e\u0434\\n\\n\u0410\u043d\u0430\u043b\u0438\u0437 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d \u043d\u0430 \u0441\u0432\u0435\u0440\u043a\u0435 \u0442\u0440\u0451\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432:\\n\\n1. \u0442\u0435\u043a\u0441\u0442\u0430 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u044b 1027 (\u0447\u0442\u043e \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u043b\u043e \u0432 \u0441\u0435\u0441\u0441\u0438\u0438);\\n2. \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0411\u0410 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u043b \u0432 \u0441\u0435\u0441\u0441\u0438\u0438 (\u0432\u0441\u0435 \u0448\u0435\u0441\u0442\u044c\\n   \u0444\u0430\u0439\u043b\u043e\u0432 \u0441\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u2014 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0432 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u0442\u0435\u043a\u0443\u0449\u0438\u043c\u0438\\n   `prompts/*.md`);\\n3. \u043f\u0440\u0430\u0432\u0438\u043b governance (Creative-mode: \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0431\u0445\u043e\u0434 scope \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c, \u0435\u0441\u043b\u0438\\n   \u043e\u043f\u0438\u0441\u0430\u043d \u0432 PR; \u043f\u0440\u0430\u0432\u043e \u043e\u0441\u043f\u0430\u0440\u0438\u0432\u0430\u0442\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0411\u0410, \u0435\u0441\u043b\u0438 \u043a\u043e\u0440\u0435\u043d\u044c \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u2014 \u0434\u0430\u043d\u043d\u044b\u0435 \u0438\u043b\u0438\\n   \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043f\u0440\u043e\u043c\u043f\u0442).\\n\\n\u041a\u0430\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u043b\u0438\u0441\u044c \u0432 \u0441\u0435\u0441\u0441\u0438\u0438:\\n\\n| \u0420\u0430\u0437\u0434\u0435\u043b \u0441\u0435\u0441\u0441\u0438\u0438 | \u0417\u0430\u043f\u0443\u0449\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 | \u0427\u0442\u043e \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u043e\u0441\u044c |\\n| --- | --- | --- |\\n| 1.1 | [`glossary-context-understanding-stepwise.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/glossary-context-understanding-stepwise.md) | \u0420\u0430\u0437\u0434\u0435\u043b\u044b 1 (\u0422\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u044f) \u0438 2 (\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0446\u0435\u043b\u044c, \u0437\u0430\u0434\u0430\u0447\u0438) |\\n| 1.2 | [`fr-documentation-stepwise.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/fr-documentation-stepwise.md) | \u0420\u0430\u0437\u0434\u0435\u043b 4 (\u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f) |\\n| 1.3 | [`constraints-documentation-oneshot.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/constraints-documentation-oneshot.md) | \u0420\u0430\u0437\u0434\u0435\u043b 6 (\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f) \u2014 \u00ab\u044d\u043a\u0441\u043f\u0440\u0435\u0441\u0441-\u0440\u0435\u0436\u0438\u043c\u00bb |\\n\\n> \u0412\u0430\u0436\u043d\u043e \u0434\u043b\u044f \u0442\u0440\u0430\u043a\u0442\u043e\u0432\u043a\u0438: \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 6 \u0432 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0435 (\u0440\u0430\u0437\u0434\u0435\u043b 1.3)\\n> \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 `constraints-documentation-oneshot.md` (oneshot \u2014\\n> \u00ab\u0437\u0430 \u043e\u0434\u0438\u043d \u043e\u0442\u0432\u0435\u0442\u00bb). \u0411\u0410 \u0432 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0435\u0433\u043e \u00ab\u044d\u043a\u0441\u043f\u0440\u0435\u0441\u0441-\u0440\u0435\u0436\u0438\u043c\u00bb; \u0432\\n> \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f `express` \u0437\u0430\u043c\u0435\u043d\u0451\u043d \u043d\u0430 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0442\u043e\u043a\u0435\u043d `oneshot`\\n> (\u0441\u043c. [`prompts/README.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/README.md#\u0440\u0435\u0436\u0438\u043c\u044b-stepwise-oneshot-legacy)).\\n> \u041f\u0440\u0430\u0432\u043a\u0438 \u043f\u043e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0435 3 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u0438\u043c\u0435\u043d\u043d\u043e \u043a `oneshot`-\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0443.\\n\\n\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u043c\u0435\u0442\u043e\u0434\u0430: \u0441\u0435\u0441\u0441\u0438\u044f 1027 **\u043d\u0435** \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0430 \u043d\u0435\u0441\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438\\n\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `stepwise`/`oneshot`. \u041f\u0440\u043e\u043c\u043f\u0442\u044b \u0432 \u0446\u0435\u043b\u043e\u043c \u043e\u0442\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438 \u043f\u043e \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044e (\u0411\u0410\\n\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u00ab\u0445\u043e\u0440\u043e\u0448\u0438\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u00bb, \u00ab\u0432\u0435\u0440\u0441\u0438\u044f \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u00bb, \u00ab\u043e\u0442\u043b\u0438\u0447\u043d\u043e\u00bb). \u041f\u0440\u0430\u0432\u043e\\n\u043d\u0430 \u0440\u0430\u0434\u0438\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441 \u043d\u0443\u043b\u044f (\u0437\u043e\u043d\u0430 \u0441\u0432\u043e\u0431\u043e\u0434\u044b \u21163 issue) \u043d\u0435\\n\u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u2014 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0439 \u043d\u0435\u0442. \u0412\u0441\u0435 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u043f\u0440\u0430\u0432\u043a\u0438 \u0442\u043e\u0447\u0435\u0447\u043d\u044b\u0435.\\n\\n---\\n\\n## \u0424\u0422-1. \u0412\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043f\u043e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c \u0411\u0410 (\u0441 \u0446\u0438\u0442\u0430\u0442\u0430\u043c\u0438)\\n\\n\u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u0438\u0437 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u044b \u043a\u0430\u043a\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c (\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 issue: \u00ab\u041e\u0411\u042f\u0417\u0410\u0422\u0415\u041b\u042c\u041d\u041e \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u0446\u0438\u0442\u0430\u0442\u044b\u00bb).\\n\\n### \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 1 \u2014 \u00ab\u0418\u0418 \u0432\u043e\u0441\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0437\u0430\u0434\u0430\u0447\u0438; \u043d\u0443\u0436\u0435\u043d \u044f\u0432\u043d\u044b\u0439 \u0448\u0430\u0433 \u0437\u0430\u043f\u0440\u043e\u0441\u0430/\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0444\u0430\u043a\u0442\u043e\u0432 \u0438\u0437 \u0411\u0417\u00bb\\n\\n**\u0426\u0438\u0442\u0430\u0442\u0430 \u0411\u0410 (\u0440\u0430\u0437\u0434\u0435\u043b 1.4):**\\n> \u00ab(\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430) \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u044f\u0432\u043d\u044b\u0439 \u0448\u0430\u0433 \u0437\u0430\u043f\u0440\u043e\u0441\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0443 (\u0441\u0441\u044b\u043b\u043e\u043a,\\n> \u0434\u043e\u043a\u043e\u0432, \u0434\u0440.); \u0446\u0435\u043b\u044c \u2014 \u0434\u043b\u044f \u043c\u0438\u043d\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0440\u0438\u0441\u043a\u0430 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0438 \u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\\n> \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c, \u0438\u043d\u0430\u0447\u0435 \u0418\u0418 \u0432\u043e\u0441\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a\\n> \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0437\u0430\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0412\u0435\u0440\u0434\u0438\u043a\u0442: \u041f\u041e\u0414\u0422\u0412\u0415\u0420\u0414\u0418\u0422\u042c \u0427\u0410\u0421\u0422\u0418\u0427\u041d\u041e** (\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u044f\u0432\u043d\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0438 \u044f\u0432\u043d\u043e\u0433\u043e\\n\u043f\u0440\u0430\u0432\u0438\u043b\u0430-\u0440\u0430\u0437\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f; \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c \u0442\u0435\u0437\u0438\u0441, \u0447\u0442\u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u043d\u0435\u0442).\\n\\n**\u0427\u0442\u043e \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0430.** \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 \u0432\\n`glossary-context-understanding-stepwise.md` **\u0443\u0436\u0435 \u0435\u0441\u0442\u044c** \u0438 \u0432 \u0441\u0435\u0441\u0441\u0438\u0438 1027\\n**\u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b \u0448\u0442\u0430\u0442\u043d\u043e**. \u041a\u043e\u0433\u0434\u0430 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c PDF-\u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e,\\n\u0430\u0433\u0435\u043d\u0442 \u043d\u0435 \u0441\u0442\u0430\u043b \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0422\u0417 \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0443, \u0430 \u0432\u044b\u0434\u0435\u043b\u0438\u043b \u0442\u043e\u043b\u044c\u043a\u043e \u0444\u0430\u043a\u0442\u044b As-Is:\\n\\n> \u00ab\u042f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u044e \u0435\u0433\u043e \u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0438 \u0441 \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439:\\n> \u0418\u0437\u0432\u043b\u0435\u043a\u0443 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0435 \u0444\u0430\u043a\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a \u0442\u0435\u043a\u0443\u0449\u0435\u043c\u0443 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n> \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 (As-Is). \u2026 \u041f\u043e\u043a\u0430\u0436\u0443 \u0432\u0430\u043c \u044d\u0442\u0443 \u0432\u044b\u0436\u0438\u043c\u043a\u0443 \u0434\u043b\u044f \u0441\u0432\u0435\u0440\u043a\u0438\u00bb (\u0440\u0430\u0437\u0434\u0435\u043b 1.1).\\n\\n\u0418 \u0434\u0430\u043b\u0435\u0435, \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 13.7 \u041c\u0411 PDF, \u0430\u0433\u0435\u043d\u0442 \u0438\u0437\u0432\u043b\u0451\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0444\u0430\u043a\u0442\u044b As-Is \u0441 \u044f\u0432\u043d\u044b\u043c\u0438\\n\u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u043f\u0443\u043d\u043a\u0442\u044b \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 (\u043f. 4.3.5, 7.4.2, 4.3.2) \u0438 \u0441\u043d\u043e\u0432\u0430 \u043f\u043e\u043f\u0440\u043e\u0441\u0438\u043b\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435. \u0422\u043e \u0435\u0441\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u00ab\u0418\u0418 \u0432\u043e\u0441\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a\\n\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0437\u0430\u0434\u0430\u0447\u0438\u00bb \u0432 \u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 **\u043d\u0435 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043b\u0441\u044f** \u2014 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439 \u00ab\u043f\u043e\\n\u0448\u0443\u043c\u0443\u00bb \u043d\u0435 \u0431\u044b\u043b\u043e. \u0412 \u044d\u0442\u043e\u043c \u0441\u043c\u044b\u0441\u043b\u0435 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0443 \u0432 \u0435\u0451 \u0436\u0451\u0441\u0442\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0435 \u043c\u043e\u0436\u043d\u043e \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c.\\n\\n**\u041d\u043e \u0440\u0430\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0437\u0435\u0440\u043d\u043e \u0435\u0441\u0442\u044c, \u0438 \u043e\u043d\u043e \u0432\u0430\u0436\u043d\u043e.** \u0422\u0440\u0438\u0433\u0433\u0435\u0440\u043e\u043c \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\n\u043f\u043e\u0441\u043b\u0443\u0436\u0438\u043b **\u0441\u0430\u043c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c**, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u0440\u043e\u0430\u043a\u0442\u0438\u0432\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b PDF:\\n\\n> \u00ab\u041c\u043e\u0433\u0443 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u041a\u0426 \u0434\u043b\u044f \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u0438\u0437 \u0411\u0417,\\n> \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043d\u043e \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f AsIs. \u0417\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c pdf \u0444\u0430\u0439\u043b \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430?\u00bb\\n> (\u0440\u0430\u0437\u0434\u0435\u043b 1.1).\\n\\n\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u0428\u0430\u0433 0 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 \u00ab\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u043e \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438\\n(As-Is): \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435, PDF, \u0441\u0441\u044b\u043b\u043a\u0438\u00bb, \u043d\u043e:\\n\\n- \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u044f\u0432\u043d\u043e **\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u043f\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0443 / \u0431\u0430\u0437\u0443 \u0437\u043d\u0430\u043d\u0438\u0439 (\u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430,\\n  \u0440\u0435\u0433\u043b\u0430\u043c\u0435\u043d\u0442\u044b)** \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439, \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430;\\n- \u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0436\u0451\u0441\u0442\u043a\u043e \u0440\u043e\u043b\u044c \u0442\u0430\u043a\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430: \u043e\u043d \u2014 **\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438\\n  \u0444\u0430\u043a\u0442\u043e\u0432 As-Is**, \u0430 \u043d\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043d\u043e\u0432\u043e\u0433\u043e \u0441\u043a\u043e\u0443\u043f\u0430/\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n\u0415\u0441\u043b\u0438 \u0431\u044b \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043d\u0435 \u0434\u043e\u0433\u0430\u0434\u0430\u043b\u0441\u044f \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c PDF, \u0430\u0433\u0435\u043d\u0442 \u0431\u044b \u0435\u0433\u043e \u0438 \u043d\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u0438\u043b.\",\n[2026-09-29T07:46:25.912Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:25.912Z] [INFO]       }\n[2026-09-29T07:46:25.912Z] [INFO]     ]\n[2026-09-29T07:46:25.912Z] [INFO]   },\n[2026-09-29T07:46:25.912Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"uuid\": \"d8ab0dc8-9e26-4a62-abdd-cdd386cb00f6\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:25.906Z\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:25.912Z] [INFO] }\n[2026-09-29T07:46:25.946Z] [STDOUT] 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\"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:27.899Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:27.908Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2050\",\n[2026-09-29T07:46:27.911Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:27.914Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:27.917Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:27.925Z] [STDOUT]     \"x-client-request-id\": \"9339a287-7fe0-4343-9ea5-abb3058e8d59\",\n[2026-09-29T07:46:27.931Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:27.935Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:27.941Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:27.946Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:27.954Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:27.962Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:27.964Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:27.966Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:27.972Z] [STDOUT]   },\n[2026-09-29T07:46:27.975Z] [STDOUT] }\n[2026-09-29T07:46:28.131Z] [INFO] {\n[2026-09-29T07:46:28.131Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"message\": {\n[2026-09-29T07:46:28.131Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:28.131Z] [INFO]     \"content\": [\n[2026-09-29T07:46:28.131Z] [INFO]       {\n[2026-09-29T07:46:28.131Z] [INFO]         \"tool_use_id\": \"toolu_012XzcakCbwhC3WWH1TuVwXn\",\n[2026-09-29T07:46:28.131Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:28.131Z] [INFO]         \"content\": \"> \u0424\u0430\u0439\u043b \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0424\u0422-3 issue #557: \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\\n> (Skills) \u0441 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0435 Claude Code / GigaCode, \u0432\u043a\u043b\u044e\u0447\u0430\u044f\\n> \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043d\u0430\u0432\u044b\u043a\u0430 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c.\\n>\\n> **\u0421\u0441\u044b\u043b\u043a\u0438.** \u0412\u043d\u0435\u0448\u043d\u0438\u0435 \u2014 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 (\u041d\u0424\u0422-2). \u0421\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0444\u0430\u0439\u043b\u044b **\u044d\u0442\u043e\u0433\u043e \u0436\u0435 \u043c\u043e\u0434\u0443\u043b\u044f**\\n> \u0434\u0430\u043d\u044b \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438: \u043f\u0440\u0430\u0432\u0438\u043b\u043e `P2` Reference Research Pattern \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n> \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0432\u044f\u0437\u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0435\u0451 \u043c\u0430\u0448\u0438\u043d\u043d\u043e.\\n> \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438: [`10-theory.md`](10-theory.md) \u2014 \u0434\u0432\u0443\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u0440\u0430\u043c\u043a\u0430 \u0438\\n> \u0442\u0435\u043e\u0440\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432, [`20-taxonomy.md`](20-taxonomy.md) \u2014 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438\\n> \u0441\u0440\u0435\u0434, [`30-decision-framework.md`](30-decision-framework.md) \u2014 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n> `GATE-1`\u2026`GATE-6` \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044f.\\n\\n## 1. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u041a\u0435\u0439\u0441\u044b \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\n[`mango_ba_prompts/runs/`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n(67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`), \u0430 \u043d\u0435 \u0441\u043a\u043e\u043d\u0441\u0442\u0440\u0443\u0438\u0440\u043e\u0432\u0430\u043d\u044b. \u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435\\n\u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430, \u0437\u0430\u0434\u0430\u044e\u0449\u0435\u0435 \u0431\u0430\u0437\u043e\u0432\u0443\u044e \u043b\u0438\u043d\u0438\u044e:\\n\\n**\u0427\u0442\u043e \u043a\u0435\u0439\u0441 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442.** \u041d\u043e\u0440\u043c\u0430, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u0432\u0438\u0434\u0435 \u0442\u0435\u043a\u0441\u0442\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430,\\n\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c \u0436\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u043c, \u0447\u0442\u043e \u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442\u0441\u044f, \u2014 \u043c\u043e\u0434\u0435\u043b\u044c\u044e. \u042d\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442 \u0435\u0451\\n\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438, \u0430 \u043d\u0435 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u043e\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0439. \u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u0431\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\\n\u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b \u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e `\u041a` ([`10-theory.md`](10-theory.md), \u00a75): \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u0435\\n\u0446\u0438\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 URL \u0432 \u0441\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u043c \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u2014 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0441 \u0444\u0430\u043a\u0442\u043e\u043c\\n\u0432\u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n**\u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442.** \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u0430 `G-13`: \u043c\u0435\u0436\u0434\u0443 \u00ab\u0435\u0441\u0442\u044c\\n\u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u00bb \u0438 \u00ab\u0435\u0441\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u044b\u0439 \u043d\u0430\u0432\u044b\u043a \u0441 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c\u00bb \u043b\u0435\u0436\u0438\u0442 \u0440\u0430\u0431\u043e\u0442\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e\\n\u043d\u0438\u043a\u0442\u043e \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043e\u043d\u0430 \u043d\u0435 \u0431\u044b\u043b\u0430 \u043d\u0438\u0447\u044c\u0435\u0439 \u0437\u0430\u0434\u0430\u0447\u0435\u0439. \u0417\u0430\u0434\u0430\u0447\u0438 `B-126` \u0438\\n`B-128` \u043a\u0430\u0441\u043a\u0430\u0434\u0430 \u0434\u0435\u043b\u0430\u044e\u0442 \u0435\u0451 \u044f\u0432\u043d\u043e\u0439.\\n\\n## 5. \u0414\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 BCREQ \u043d\u0430 \u043d\u0430\u0432\u044b\u043a\u0438\\n\\n\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 `H-4`: \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 `\u041f1`\u2013`\u041f6`\\n[`bcreq-process-standard.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/standards/bcreq-process-standard.md)\\n\u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u043e\u0441\u0435\u043c\u044c \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043d\u0430\u0432\u044b\u043a\u043e\u0432. \u041d\u043e\u0441\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0432\u044b\u043a\u0430 \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\\n(\u043f\u0440\u0430\u0432\u0438\u043b\u043e `M-1` \u0432 [`20-taxonomy.md`](20-taxonomy.md)), \u0430 \u043d\u0435 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441.\\n\\n| \u041d\u0430\u0432\u044b\u043a | \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 | \u0412\u044b\u0445\u043e\u0434 | \u0413\u0435\u0439\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 |\\n| --- | --- | --- | --- | --- |\\n| `context-intake` | `ingestion` | `\u041f1` | \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441 \u043f\u0435\u0440\u0435\u0447\u043d\u0435\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 | `G-self` \u0444\u043e\u0440\u043c\u0430 + `G-mach` \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442 |\\n| `delta-baseline` | `understanding` | `\u041f1`/`\u041f2` | \u041c\u0430\u0442\u0440\u0438\u0446\u0430 `SSOT \u2192 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u2192 \u0434\u0435\u043b\u044c\u0442\u0430` (\u043a\u0435\u0439\u0441 `C-2`) | `G-mach` fail-closed \u043d\u0430 \u043f\u0443\u0441\u0442\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435 |\\n| `bcreq-decompose` | `understanding` | `\u041f2` | \u0414\u0435\u0440\u0435\u0432\u043e BCREQ \u0441 dotted-\u043d\u043e\u0442\u0430\u0446\u0438\u0435\u0439 | **`G-human` `G1`**: \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u0430 |\\n| `scenario-model` | `modeling` | `\u041f3` | US / UC / AC | `G-self`: actor, \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043d\u0435 \u0441\u043c\u0435\u0448\u0430\u043d\u044b |\\n| `fr-draft` | `documentation`, `solution_design` | `\u041f4` | \u0427\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0424\u0422 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u0448\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 | `G-self` \u0444\u043e\u0440\u043c\u0430 + `G-mach` \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f \u0438 \u0446\u0438\u0442\u0430\u0442\u044b |\",\n[2026-09-29T07:46:28.131Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:28.131Z] [INFO]       }\n[2026-09-29T07:46:28.131Z] [INFO]     ]\n[2026-09-29T07:46:28.131Z] [INFO]   },\n[2026-09-29T07:46:28.131Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"uuid\": \"6f971c11-87d3-419d-ab32-bcb51de9d2c1\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:28.125Z\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:28.131Z] [INFO] }\n[2026-09-29T07:46:28.159Z] [STDOUT] [log_22dfd6] sending request {\n[2026-09-29T07:46:28.168Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:28.170Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:28.172Z] [STDOUT]   options: {\n[2026-09-29T07:46:28.174Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:28.176Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:28.180Z] [STDOUT]     body: {\n[2026-09-29T07:46:28.184Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:28.187Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:28.190Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:28.193Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:28.196Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:28.200Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:28.203Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:28.206Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:28.211Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:28.218Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:28.220Z] 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\"1790679600\",\n[2026-09-29T07:46:29.206Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:29.211Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.214Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:29.218Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:29.222Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:29.225Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:29.227Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.232Z] [STDOUT]   \"request-id\": \"req_011CfXMqQUHcS4SBcXYJQx14\",\n[2026-09-29T07:46:29.237Z] [STDOUT]   \"traceresponse\": \"00-f2c5fdbc0ec9b6795ad59b07add6cd83-c29a1edbd9b595c5-01\",\n[2026-09-29T07:46:29.244Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:29.247Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:29.251Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:29.255Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:29.260Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:29.263Z] [STDOUT]   \"cf-ray\": \"a4295fca8fe94d8b-FRA\",\n[2026-09-29T07:46:29.267Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:29.270Z] [STDOUT] [log_7483b7] response parsed {\n[2026-09-29T07:46:29.276Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:29.279Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:29.281Z] [STDOUT]   body: X {\n[2026-09-29T07:46:29.287Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:29.292Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:29.295Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:29.298Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:29.303Z] [STDOUT]     },\n[2026-09-29T07:46:29.307Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:29.310Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:29.316Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:29.319Z] [STDOUT]   },\n[2026-09-29T07:46:29.324Z] [STDOUT]   durationMs: 1131,\n[2026-09-29T07:46:29.327Z] [STDOUT] }\n[2026-09-29T07:46:29.330Z] [INFO] {\n[2026-09-29T07:46:29.330Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"message\": {\n[2026-09-29T07:46:29.330Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:29.330Z] [INFO]     \"id\": \"msg_011CfXMqGzLFzrEUeLxy2aXB\",\n[2026-09-29T07:46:29.330Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:29.330Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:29.330Z] [INFO]     \"content\": [\n[2026-09-29T07:46:29.330Z] [INFO]       {\n[2026-09-29T07:46:29.330Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:29.330Z] [INFO]         \"id\": \"toolu_01NTGCMNb82N7odTSiRkBsMJ\",\n[2026-09-29T07:46:29.330Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:29.330Z] [INFO]         \"input\": {\n[2026-09-29T07:46:29.330Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && grep -n \\\"^## \\\\|^### \\\" CHANGELOG.md | head -150\",\n[2026-09-29T07:46:29.330Z] [INFO]           \"description\": \"CHANGELOG headings\"\n[2026-09-29T07:46:29.330Z] [INFO]         },\n[2026-09-29T07:46:29.330Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:29.330Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:29.330Z] [INFO]         }\n[2026-09-29T07:46:29.330Z] [INFO]       }\n[2026-09-29T07:46:29.330Z] [INFO]     ],\n[2026-09-29T07:46:29.330Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:29.330Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:29.330Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:29.330Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:29.330Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:29.330Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:29.330Z] [INFO]       \"cache_creation_input_tokens\": 3164,\n[2026-09-29T07:46:29.330Z] [INFO]       \"cache_read_input_tokens\": 103011,\n[2026-09-29T07:46:29.330Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:29.330Z] [INFO]         \"ephemeral_5m_input_tokens\": 3164,\n[2026-09-29T07:46:29.330Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:29.330Z] [INFO]       },\n[2026-09-29T07:46:29.330Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:46:29.330Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:29.330Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:29.330Z] [INFO]     },\n[2026-09-29T07:46:29.330Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:29.330Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:29.330Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:29.330Z] [INFO]   },\n[2026-09-29T07:46:29.330Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"uuid\": \"9e8f1e77-2db1-4888-b4d9-7db43d07c83d\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:28.784Z\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"request_id\": \"req_011CfXMqGVouV49AmmrwkWRh\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:29.330Z] [INFO] }\n[2026-09-29T07:46:29.334Z] [INFO] {\n[2026-09-29T07:46:29.334Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"description\": \"Running CHANGELOG headings\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:29.334Z] [INFO]     \"total_tokens\": 106855,\n[2026-09-29T07:46:29.334Z] [INFO]     \"tool_uses\": 26,\n[2026-09-29T07:46:29.334Z] [INFO]     \"duration_ms\": 126491\n[2026-09-29T07:46:29.334Z] [INFO]   },\n[2026-09-29T07:46:29.334Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"uuid\": \"73800061-bd48-46fc-8051-92991bbc67db\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:29.334Z] [INFO] }\n[2026-09-29T07:46:29.338Z] [STDOUT] [log_22dfd6, request-id: \"req_011CfXMqRqeXnqkkEEUB9N7y\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 854ms\n[2026-09-29T07:46:29.343Z] [STDOUT] [log_22dfd6] response start {\n[2026-09-29T07:46:29.347Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:29.350Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:29.352Z] [STDOUT]   headers: {\n[2026-09-29T07:46:29.354Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:29.360Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:29.363Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:29.367Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:29.369Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:29.371Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.374Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:29.377Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:29.379Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:29.382Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:29.390Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:29.395Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:29.397Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:29.404Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.407Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:29.409Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:29.413Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:29.423Z] [STDOUT]     \"cf-ray\": \"a4295fce0d26dbb5-FRA\",\n[2026-09-29T07:46:29.427Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:29.432Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:29.446Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:29.452Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:29.457Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:29 GMT\",\n[2026-09-29T07:46:29.470Z] [STDOUT]     \"request-id\": \"req_011CfXMqRqeXnqkkEEUB9N7y\",\n[2026-09-29T07:46:29.475Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:29.478Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:29.492Z] [STDOUT]     traceresponse: \"00-0499271f37904cf7a93082a32c93e5df-3574194bcab9b7eb-01\",\n[2026-09-29T07:46:29.506Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:29.511Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:29.519Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:29.527Z] [STDOUT]   },\n[2026-09-29T07:46:29.540Z] [STDOUT]   durationMs: 854,\n[2026-09-29T07:46:29.593Z] [STDOUT] }\n[2026-09-29T07:46:29.608Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:29.616Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:29 GMT\",\n[2026-09-29T07:46:29.619Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:29.629Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:29.641Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:29.644Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:29.652Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:29.655Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:29.665Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:29.668Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:29.672Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:29.684Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:29.691Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:29.694Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:29.698Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:29.701Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:29.705Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:29.709Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.712Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:29.715Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:29.720Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:29.723Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:29.726Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.732Z] [STDOUT]   \"request-id\": \"req_011CfXMqRqeXnqkkEEUB9N7y\",\n[2026-09-29T07:46:29.736Z] [STDOUT]   \"traceresponse\": \"00-0499271f37904cf7a93082a32c93e5df-3574194bcab9b7eb-01\",\n[2026-09-29T07:46:29.739Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:29.742Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:29.753Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:29.758Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:29.761Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:29.765Z] [STDOUT]   \"cf-ray\": \"a4295fce0d26dbb5-FRA\",\n[2026-09-29T07:46:29.775Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:29.783Z] [STDOUT] [log_22dfd6] response parsed {\n[2026-09-29T07:46:29.786Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:29.789Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:29.795Z] [STDOUT]   body: X {\n[2026-09-29T07:46:29.801Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:29.808Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:29.822Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:29.826Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:29.829Z] [STDOUT]     },\n[2026-09-29T07:46:29.833Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:29.840Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:29.845Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:29.849Z] [STDOUT]   },\n[2026-09-29T07:46:29.863Z] [STDOUT]   durationMs: 854,\n[2026-09-29T07:46:29.869Z] [STDOUT] }\n[2026-09-29T07:46:29.888Z] [INFO] {\n[2026-09-29T07:46:29.888Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:29.888Z] [INFO]   \"message\": {\n[2026-09-29T07:46:29.888Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:29.888Z] [INFO]     \"id\": \"msg_011CfXMqQuLPJBy6PEY2Jueb\",\n[2026-09-29T07:46:29.888Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:29.888Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:29.888Z] [INFO]     \"content\": [\n[2026-09-29T07:46:29.888Z] [INFO]       {\n[2026-09-29T07:46:29.888Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:29.888Z] [INFO]         \"id\": \"toolu_016qgi6X3y1orwN361mQuE9c\",\n[2026-09-29T07:46:29.888Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:29.888Z] [INFO]         \"input\": {\n[2026-09-29T07:46:29.888Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 40,100p tools/validate-repository-structure.sh; grep -n \\\"^type\\\\|  - \\\\|allowed.*type\\\" tools/validate-frontmatter.sh | head -40\",\n[2026-09-29T07:46:29.888Z] [INFO]           \"description\": \"Read structure validator and frontmatter types\"\n[2026-09-29T07:46:29.888Z] [INFO]         },\n[2026-09-29T07:46:29.888Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:29.888Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:29.888Z] [INFO]         }\n[2026-09-29T07:46:29.888Z] [INFO]       }\n[2026-09-29T07:46:29.888Z] [INFO]     ],\n[2026-09-29T07:46:29.888Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:29.888Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:29.888Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:29.888Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:29.888Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:29.888Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:29.888Z] [INFO]       \"cache_creation_input_tokens\": 2021,\n[2026-09-29T07:46:29.888Z] [INFO]       \"cache_read_input_tokens\": 31569,\n[2026-09-29T07:46:29.888Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:29.888Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:29.888Z] [INFO]         \"ephemeral_1h_input_tokens\": 2021\n[2026-09-29T07:46:29.888Z] [INFO]       },\n[2026-09-29T07:46:29.888Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:46:29.888Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:29.888Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:29.888Z] [INFO]     },\n[2026-09-29T07:46:29.888Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:29.888Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:29.888Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:29.888Z] [INFO]   },\n[2026-09-29T07:46:29.888Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:29.888Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:29.888Z] [INFO]   \"uuid\": \"a2401b6e-f18a-4aff-ac38-f1e5001da9a8\",\n[2026-09-29T07:46:29.888Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:29.795Z\",\n[2026-09-29T07:46:29.888Z] [INFO]   \"request_id\": \"req_011CfXMqQUHcS4SBcXYJQx14\",\n[2026-09-29T07:46:29.888Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:46:29.888Z] [INFO]     \"toolu_016qgi6X3y1orwN361mQuE9c\": {\n[2026-09-29T07:46:29.888Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 40,100p tools/validate-repository-structure.sh; grep -n \\\"^type\\\\|  - \\\\|allowed.*type\\\" tools/validate-frontmatter.sh | head -40\",\n[2026-09-29T07:46:29.888Z] [INFO]       \"description\": \"Read structure validator and frontmatter types\"\n[2026-09-29T07:46:29.888Z] [INFO]     }\n[2026-09-29T07:46:29.888Z] [INFO]   }\n[2026-09-29T07:46:29.888Z] [INFO] }\n[2026-09-29T07:46:30.255Z] [INFO] {\n[2026-09-29T07:46:30.255Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"message\": {\n[2026-09-29T07:46:30.255Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:30.255Z] [INFO]     \"content\": [\n[2026-09-29T07:46:30.255Z] [INFO]       {\n[2026-09-29T07:46:30.255Z] [INFO]         \"tool_use_id\": \"toolu_01NTGCMNb82N7odTSiRkBsMJ\",\n[2026-09-29T07:46:30.255Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:30.255Z] [INFO]         \"content\": \"14:## Unreleased\\n16:### Added \u2014 Issue #365: L0-\u043e\u0446\u0435\u043d\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 BCREQ-1114v2 (RUN-0069)\\n26:### Added \u2014 Issue #363: L0-\u043e\u0446\u0435\u043d\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 BCREQ-1114 (RUN-0068)\\n36:### Changed \u2014 Issue #361: \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\n46:### Added \u2014 Issue #357: \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u043f\u0440\u0438\u043d\u0442\u043e\u0432 \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0425\u0430\u0431\u0430\\n62:### Changed \u2014 Issue #357\\n67:### Added \u2014 Issue #355: \u041f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0424\u0422 BCREQ-1074 (RUN-0067)\\n77:### Changed \u2014 Issue #355\\n82:### Fixed \u2014 Issue #355\\n88:### Added \u2014 Issue #353: A/B-RCA \u043f\u0430\u0433\u0438\u043d\u0430\u0446\u0438\u0438 RUN-0065 \u0438 RUN-0066\\n99:### Added \u2014 Issue #351: RUN-0066, \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0422\u0417 task-1099 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u043e\u0439 LLM\\n115:### Added \u2014 Issue #347: RUN-0065, L0-\u0430\u0443\u0434\u0438\u0442 \u0422\u0417 \u00ab\u0422\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u044f\u00bb\\n127:### Added \u2014 Issue #345: RUN-0064, RCA \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0432\u0438\u0434\u0430 \u043e\u0442\u0447\u0435\u0442\u0430 BCREQ-1074\\n137:### Added \u2014 Issue #343: RUN-0063, \u0424\u0422 \u043f\u043e BCREQ-1074\\n148:### Added \u2014 Issue #339: RUN-0062, \u043e\u0446\u0435\u043d\u043a\u0430 \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u2116 5\u20137\\n160:### Added \u2014 Issue #335: \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u0432\u0435\u0431-\u043e\u0442\u0447\u0451\u0442 RUN-0060\\n186:### Changed \u2014 Issue #335\\n194:### Added \u2014 Issue #333: \u043f\u0440\u043e\u0433\u043e\u043d RUN-0060, \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442 gap-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0443\u0440\u043e\u0432\u043d\u044f L4\\n218:### Added \u2014 Issue #331: \u043f\u0440\u043e\u0433\u043e\u043d RUN-0059, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u0439 \u0441\u043f\u0430\u0439\u043a \u0438 \u043c\u0430\u043f\u043f\u0438\u043d\u0433 \u0434\u0430\u043d\u043d\u044b\u0445 HH.ru \u2194 \u041a\u0426 Mango\\n251:### Added \u2014 Issue #329: \u043f\u0440\u043e\u0433\u043e\u043d RUN-0058, \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0447\u0430\u0442\u043e\u0432 HH.ru\\n279:### Added \u2014 Issue #323: \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0437\u0430\u0434\u0430\u0447 (Issue Forms) \u0434\u043b\u044f \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 `runs`\\n308:### Fixed \u2014 Issue #273: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `runs/README.md`\\n328:### Added \u2014 Issue #319: RUN-0057, \u043e\u0446\u0435\u043d\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 (\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u2116 1\u20134)\\n369:### Added \u2014 Issue #320: \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0411\u0417 + \u0430\u043d\u0430\u043b\u0438\u0437 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `kb/`\\n414:### Added \u2014 Issue #317: \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0411\u0417 + \u0440\u0435\u0432\u0438\u0437\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `kb/`\\n435:### Fixed \u2014 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f PDF \u0431\u0435\u0437 \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f\\n444:### Added \u2014 Issue #315 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0056: gap-\u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0447\u0430\u0442\u043e\u0432 HH.ru \u0441 \u041a\u0426 Mango Office\\n472:### Added \u2014 Issue #313 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0055: \u043e\u0446\u0435\u043d\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 Utair.Chat \u2194 Mango Office\\n511:### Added \u2014 Issue #310 \u0447\u0435\u0442\u044b\u0440\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0432 \u0411\u0417 \u0438 \u0437\u0430\u0449\u0438\u0442\u0430 \u043e\u0442 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439\\n542:### Removed \u2014 Issue #310 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `contact-center-manual-sample`\\n561:### Added \u2014 Issue #309 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f 25 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432 \u0447\u0430\u0442\u043e\u0432 \u043a\u0430\u043a \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 (RUN-0030\u2014RUN-0054)\\n571:### Changed \u2014 Issue #291 \u0448\u0430\u0433 2: \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u043e\u043c\u0430\u0445\\n607:### Changed \u2014 Issue #291 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f: \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u0435\u043d\u044c \u0438 \u0441\u043a\u0440\u044b\u0442\u044b\u0439 \u0430\u0440\u0445\u0438\u0432\\n634:### Added \u2014 Issue #291 \u0437\u0430\u043c\u043e\u043a \u043d\u0430 \u0431\u0430\u0437\u043e\u0432\u0443\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n651:### Added \u2014 Issue #281 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 58093 (RUN-0016) \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\\n681:### Added \u2014 Issue #272 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 RUN-0019 (\u043a\u0435\u0439\u0441 1064)\\n719:### Added \u2014 Issue #279 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 994 (RUN-0029) \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\\n759:### Changed \u2014 Issue #299 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432 \u0434\u043b\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n799:### Added \u2014 Issue #282 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 57204 (RUN-0015): \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422 \u043d\u0430 \u0432\u044b\u0431\u043e\u0440 IVR-\u0441\u0445\u0435\u043c\u044b \u0432 \u041f\u0440\u0430\u0432\u0438\u043b\u0435 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 AMO CRM\\n822:### Added \u2014 Issue #284 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 978 (RUN-0027) \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\\n854:### Added \u2014 Issue #280 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 997 (RUN-0025) \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\\n878:### Added \u2014 Issue #283 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 1007 (RUN-0026): \u0424\u0422 \u043d\u0430 \u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0421\u0434\u0435\u043b\u043a\u0438 \u0432 \u0410\u041c\u041e CRM \u043f\u043e \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u043c\u0443 \u0434\u043e\u0437\u0432\u043e\u043d\u0443\\n914:### Added \u2014 Issue #277 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 1020 (RUN-0024): \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u0443 \u043f\u043e \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 OkDesk \u2194 MANGO OFFICE\\n941:### Added \u2014 Issue #278 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0023: \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0411\u0410 \u0441 LLM \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 59295\\n972:### Added \u2014 Issue #273 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0020: \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0411\u0410 \u0441 LLM \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 1065\\n995:### Added \u2014 Issue #274 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 975 (RUN-0021) \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\\n1032:### Added \u2014 Issue #275 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 1040 (RUN-0028) \u043a\u0430\u043a Proof of Execution\\n1063:### Added \u2014 Issue #276 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 765 (RUN-0022) \u043a\u0430\u043a Proof of Execution\\n1093:### Added \u2014 Issue #271 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 1079 (RUN-0018) \u043a\u0430\u043a Proof of Execution\\n1122:### Changed \u2014 Issue #271 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 runs \u043f\u043e\u043b\u0435\u043c `metrics`\\n1142:### Changed \u2014 Issue #293 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432: \u044f\u0432\u043d\u043e\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0442\u0438\u043f\u043e\u0432 (\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 vs \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438)\\n1189:### Added \u2014 Issue #269 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430 RUN-0014 (\u0437\u0430\u0434\u0430\u0447\u0430 1075, \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0441\u0434\u0435\u043b\u043a\u0438 \u0432 amoCRM \u043f\u0440\u0438 \u0437\u0432\u043e\u043d\u043a\u0435)\\n1215:### Added \u2014 Issue #268 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 (BCREQ-1059, \u043b\u0438\u043c\u0438\u0442\u044b \u0438 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u044b \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439)\\n1244:### Changed \u2014 Issue #267 \u0430\u043a\u0442\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f onboarding-\u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 \u0434\u043e v1.5 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u0444\u0430\u0439\u043b\u043e\u0432\\n1262:### Added \u2014 Issue #267 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0425\u0430\u0431\u0430\\n1281:### Fixed \u2014 Issue #267 frontmatter \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u0444\u0430\u0439\u043b\u043e\u0432\\n1295:### Added \u2014 Issue #270 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430 RUN-0017 (\u0437\u0430\u0434\u0430\u0447\u0430 1076)\\n1340:### Changed \u2014 Issue #265 \u0440\u0435-\u0441\u0438\u043d\u043a \u0431\u0430\u0437\u043e\u0432\u044b\u0445 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0425\u0430\u0431\u0430 (T-01)\\n1413:### Changed \u2014 Issue #263 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u043a\u0430 \u0432\u0438\u0434\u0435\u043d\u0438\u044f \u0438 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430\\n1461:### Added \u2014 Issue #261 \u0424\u0422 \u043f\u043e BCREQ-1069 (\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u0439 API-\u043a\u043b\u044e\u0447)\\n1475:### Added \u2014 Issue #125 cascading context loading\\n1494:### Added \u2014 Issue #123 \u0435\u0434\u0438\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/`\\n1510:### Added \u2014 Issue #121 KB pipeline: multi-file \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432\\n1531:### Fixed \u2014 Issue #119 KB pipeline: multi-part PDF \u0438 Git LFS\\n1543:### Fixed \u2014 Issue #117 KB pipeline: \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0438 multi-part PDF\\n1560:### Fixed \u2014 Issue #115 KB pipeline: \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u043b\u043e \u0432 `kb/processed/`\\n1579:### Added \u2014 Issue #111 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u0430\u044f \u0411\u0417 \u0438\u0437 PDF: \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442 + \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 + \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f (Creative)\\n1618:### Added \u2014 Issue #109 dogfooding-\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442 \u00ab\u041c\u043d\u043e\u0433\u043e\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u0430\u044f \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0430\u0433\u0435\u043d\u0442\u0430\u00bb (Creative + Structured)\\n1640:### Added \u2014 Issue #105 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0441 \u0425\u0430\u0431\u043e\u043c (Research + Structured)\\n1667:### Added \u2014 Issue #101 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\u00bb \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432\\n1693:### Added \u2014 Issue #97 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u0411\u0410 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 (Creative + Research)\\n1738:### Fixed \u2014 Issue #103 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u043a\u0438 UI \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n1756:### Added \u2014 Issue #99 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f GitHub Pages (\u043c\u043d\u043e\u0433\u043e\u0441\u0442\u0440\u0430\u043d\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u0438 UX)\\n1786:### Fixed \u2014 Issue #95 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c ID \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0432 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442\\n1798:### Changed \u2014 Issue #92 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (`id` + `title`), \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 EXPERIMENTAL\\n1820:### Changed \u2014 Issue #91 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 GitHub Pages (\u043f\u043e\u0440\u044f\u0434\u043e\u043a, \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430)\\n1850:### Added \u2014 Issue #86 Mango Office Multichannel widget\\n1862:### Added \u2014 Issue #85 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 MVP-\u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432 \u0411\u0410\\n1882:### Added \u2014 Issue #83 \u043a\u0430\u0440\u0442\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410\\n1896:### Added \u2014 Issue #78 \u043f\u0440\u043e\u043c\u043f\u0442-\u0441\u0443\u043c\u043c\u0430\u0440\u0438\u0437\u0430\u0442\u043e\u0440 \u0441\u0435\u0441\u0441\u0438\u0439 \u0411\u0410\\n1920:### Added \u2014 Issue #74 GitHub Pages interface\\n1943:### Added \u2014 Issue #76 \u0441\u0443\u043c\u043c\u0430\u0440\u0438\u044f \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u0435\u0441\u0441\u0438\u0439 \u0425\u0430\u0431\u0430\\n1953:### Changed \u2014 Issue #72 Smart Sync \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0445 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u0425\u0430\u0431\u0430\\n1991:### Added \u2014 Issue #65 README \u0434\u043b\u044f `prompts/`\\n1999:### Added \u2014 Issue #64 ADR \u043d\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432\\n2017:### Added \u2014 Issue #66 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0411\u0410 \u0441 \u0433\u0440\u0430\u0444\u0430\u043c\u0438 \u0441\u0432\u044f\u0437\u0435\u0439 \u0438 \u043a\u0430\u0440\u0442\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n2038:### Added \u2014 Issue #63 ADR \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n2047:### Changed \u2014 Issue #61 Creative-mode governance \u0431\u0435\u0437 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0434\u043e\u043b\u0433\u0430\\n2066:### Added \u2014 Issue #52 \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442: \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f, RFC \u0425\u0430\u0431\u0430 \u0438 \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\\n2105:### Changed \u2014 Issue #56 \u0440\u0430\u0437\u0431\u0438\u0435\u043d\u0438\u0435 draft-\u0444\u0430\u0439\u043b\u0430 \u043d\u0430 23 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u043e\u0439 \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f\\n2135:### Added \u2014 Issue #54 \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0432 `prompts/drafts/`\\n2149:### Changed \u2014 Issue #48 \u043e\u0431\u043e\u0433\u0430\u0449\u0435\u043d\u0438\u0435 `AI_SESSION_HANDOVER_PROMPT.md` (\u0440\u043e\u043b\u044c \u0447\u043b\u0435\u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432)\\n2171:### Added \u2014 Issue #46 governance sync with Hub (PR #208)\\n2197:### Changed \u2014 sync `AI_GOVERNANCE.md` / `AI_QUICK_RULES.md` from `templates/htom/`\\n2213:### Added \u2014 M-009 migration manifest\\n2224:### Added \u2014 M-007 hub research dependency registry\\n2237:### Added \u2014 M-006 prompt frontmatter normalization\\n2251:### Added \u2014 M-004 product classification contract\\n2261:### Added \u2014 Phase 1 migration scaffold\\n2276:### Added \u2014 Initial repository structure based on hybrid-Intelligence-lab templates\\n2290:### Changed\\n2338:### Removed\",\n[2026-09-29T07:46:30.255Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:30.255Z] [INFO]       }\n[2026-09-29T07:46:30.255Z] [INFO]     ]\n[2026-09-29T07:46:30.255Z] [INFO]   },\n[2026-09-29T07:46:30.255Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"uuid\": \"2b03ecdc-d992-4501-86f6-226f1dc870b1\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:30.250Z\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:30.255Z] [INFO] }\n[2026-09-29T07:46:30.288Z] [STDOUT] [log_3bd3cc] sending request {\n[2026-09-29T07:46:30.291Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:30.294Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:30.299Z] [STDOUT]   options: {\n[2026-09-29T07:46:30.302Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:30.307Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:30.311Z] [STDOUT]     body: {\n[2026-09-29T07:46:30.315Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:30.321Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:30.325Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:30.329Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:30.332Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:30.337Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:30.342Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:30.346Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:30.351Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:30.355Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:30.357Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:30.359Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:30.364Z] [STDOUT]     },\n[2026-09-29T07:46:30.366Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:30.369Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:30.374Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:30.377Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:30.381Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:30.383Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:30.387Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:30.391Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:30.395Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:30.398Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:30.401Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:30.408Z] [STDOUT]     },\n[2026-09-29T07:46:30.412Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:30.416Z] [STDOUT]   },\n[2026-09-29T07:46:30.421Z] [STDOUT]   headers: {\n[2026-09-29T07:46:30.424Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:30.428Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:30.432Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:30.439Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:30.444Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:30.448Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:30.452Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:30.456Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:30.459Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:30.467Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:30.470Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:30.473Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1422\",\n[2026-09-29T07:46:30.476Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:30.479Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:30.481Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:30.484Z] [STDOUT]     \"x-client-request-id\": \"db8b16b7-3460-4029-9d1e-01bf2f476b95\",\n[2026-09-29T07:46:30.487Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:30.491Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:30.495Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:30.498Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:30.500Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:30.503Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:30.505Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:30.508Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:30.515Z] [STDOUT]   },\n[2026-09-29T07:46:30.519Z] [STDOUT] }\n[2026-09-29T07:46:30.820Z] [INFO] {\n[2026-09-29T07:46:30.820Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"message\": {\n[2026-09-29T07:46:30.820Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:30.820Z] [INFO]     \"id\": \"msg_011CfXMqSJvRDDuXyZUQXzzG\",\n[2026-09-29T07:46:30.820Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:30.820Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:30.820Z] [INFO]     \"content\": [\n[2026-09-29T07:46:30.820Z] [INFO]       {\n[2026-09-29T07:46:30.820Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:30.820Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:30.820Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:46:30.820Z] [INFO]     ],\n[2026-09-29T07:46:30.820Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:30.820Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:30.820Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:30.820Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:30.820Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:30.820Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:30.820Z] [INFO]       \"cache_creation_input_tokens\": 1554,\n[2026-09-29T07:46:30.820Z] [INFO]       \"cache_read_input_tokens\": 95317,\n[2026-09-29T07:46:30.820Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:30.820Z] [INFO]         \"ephemeral_5m_input_tokens\": 1554,\n[2026-09-29T07:46:30.820Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:30.820Z] [INFO]       },\n[2026-09-29T07:46:30.820Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:30.820Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:30.820Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:30.820Z] [INFO]     },\n[2026-09-29T07:46:30.820Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:30.820Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:30.820Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:30.820Z] [INFO]   },\n[2026-09-29T07:46:30.820Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"uuid\": \"f933927b-ef86-4d77-a86a-1e6cbaae8541\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:30.816Z\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"request_id\": \"req_011CfXMqRqeXnqkkEEUB9N7y\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:30.820Z] [INFO] }\n[2026-09-29T07:46:30.993Z] [INFO] {\n[2026-09-29T07:46:30.993Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:30.993Z] [INFO]   \"message\": {\n[2026-09-29T07:46:30.993Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:30.993Z] [INFO]     \"content\": [\n[2026-09-29T07:46:30.993Z] [INFO]       {\n[2026-09-29T07:46:30.993Z] [INFO]         \"tool_use_id\": \"toolu_016qgi6X3y1orwN361mQuE9c\",\n[2026-09-29T07:46:30.993Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:30.993Z] [INFO]         \"content\": \"  if [[ -f \\\"$path\\\" ]] && ! grep -Fq -e \\\"$text\\\" \\\"$path\\\"; then\\n    fail \\\"$path must contain: $text\\\"\\n  fi\\n}\\n\\nreject_text() {\\n  local path=\\\"$1\\\"\\n  local text=\\\"$2\\\"\\n  if [[ -f \\\"$path\\\" ]] && grep -Fq -e \\\"$text\\\" \\\"$path\\\"; then\\n    fail \\\"$path must not contain: $text\\\"\\n  fi\\n}\\n\\nis_active_file() {\\n  case \\\"$1\\\" in\\n    # Project documentation is an inherited canonical home defined by\\n    # standards/project-structure-inheritance.md. Its internal shape belongs to\\n    # the project; document-class validators still enforce known subtypes.\\n    projects/*/docs/*)\\n      return 0\\n      ;;\\n    # \u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c, \u0430 \u043d\u0435 \u043f\u043e\u0444\u0430\u0439\u043b\u043e\u0432\u043e: \u0435\u0433\u043e \u0441\u043e\u0441\u0442\u0430\u0432\\n    # \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439 \u0438 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u0430 \u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u0441\u043e\u0441\u0442\u0430\u0432\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\\n    # \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 (tools/validate-package.py).\\n    projects/ba-ai-process/dist/execution-package-gigacode-cli/*)\\n      return 0\\n      ;;\\n    # Cline pilot Source and compiled Distribution are validated together by\\n    # tools/test-cline-package.sh; the runtime package is checked by its manifest.\\n    projects/ba-ai-process/build/common/* | \\\\\\n    projects/ba-ai-process/build/adapters/cline-vscode/* | \\\\\\n    projects/ba-ai-process/build/compile-cline-package.py | \\\\\\n    projects/ba-ai-process/dist/execution-package-cline-vscode/* | \\\\\\n    projects/ba-ai-process/tests/cline-package/*)\\n      return 0\\n      ;;\\n    projects/ba-ai-process/ba-meta-model/product-taxonomy/* | \\\\\\n    projects/ba-ai-process/build/compiler/*)\\n      return 0\\n      ;;\\n    projects/ba-ai-process/meta-model-guides/* | \\\\\\n    projects/ba-ai-process/tests/execution-package/* | \\\\\\n    projects/ba-ai-process/experiments/*)\\n      return 0\\n      ;;\\n    README.md | \\\\\\n    AGENTS.md | \\\\\\n    .hub-profile.json | \\\\\\n    .gitignore | \\\\\\n    docs/concept.md | \\\\\\n    docs/ba-meta-model-overview.md | \\\\\\n    docs/superpowers/plans/2026-09-09-agents-md-physical-integration.md | \\\\\\n    CONTRIBUTING.md | \\\\\\n    GOVERNANCE.md | \\\\\\n    ai-governance/README.md | \\\\\\n    ai-governance/ai-governance.md | \\\\\\n    ai-governance/agent-security-checklist.md | \\\\\\n    ai-rules/README.md | \\\\\\n    ai-rules/agent-work-rules.md | \\\\\\n    ai-rules/agent-onboarding-protocol.md | \\\\\\n    ai-rules/adversarial-stress-testing.md | \\\\\",\n[2026-09-29T07:46:30.993Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:30.993Z] [INFO]       }\n[2026-09-29T07:46:30.993Z] [INFO]     ]\n[2026-09-29T07:46:30.993Z] [INFO]   },\n[2026-09-29T07:46:30.993Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:30.993Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:30.993Z] [INFO]   \"uuid\": \"31fca2b9-1b49-403a-8d24-613436de1dfd\",\n[2026-09-29T07:46:30.993Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:30.986Z\",\n[2026-09-29T07:46:30.993Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:30.993Z] [INFO]     \"stdout\": \"  if [[ -f \\\"$path\\\" ]] && ! grep -Fq -e \\\"$text\\\" \\\"$path\\\"; then\\n    fail \\\"$path must contain: $text\\\"\\n  fi\\n}\\n\\nreject_text() {\\n  local path=\\\"$1\\\"\\n  local text=\\\"$2\\\"\\n  if [[ -f \\\"$path\\\" ]] && grep -Fq -e \\\"$text\\\" \\\"$path\\\"; then\\n    fail \\\"$path must not contain: $text\\\"\\n  fi\\n}\\n\\nis_active_file() {\\n  case \\\"$1\\\" in\\n    # Project documentation is an inherited canonical home defined by\\n    # standards/project-structure-inheritance.md. Its internal shape belongs to\\n    # the project; document-class validators still enforce known subtypes.\\n    projects/*/docs/*)\\n      return 0\\n      ;;\\n    # \u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c, \u0430 \u043d\u0435 \u043f\u043e\u0444\u0430\u0439\u043b\u043e\u0432\u043e: \u0435\u0433\u043e \u0441\u043e\u0441\u0442\u0430\u0432\\n    # \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439 \u0438 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u0430 \u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u0441\u043e\u0441\u0442\u0430\u0432\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\\n    # \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 (tools/validate-package.py).\\n    projects/ba-ai-process/dist/execution-package-gigacode-cli/*)\\n      return 0\\n      ;;\\n    # Cline pilot Source and compiled Distribution are validated together by\\n    # tools/test-cline-package.sh; the runtime package is checked by its manifest.\\n    projects/ba-ai-process/build/common/* | \\\\\\n    projects/ba-ai-process/build/adapters/cline-vscode/* | \\\\\\n    projects/ba-ai-process/build/compile-cline-package.py | \\\\\\n    projects/ba-ai-process/dist/execution-package-cline-vscode/* | \\\\\\n    projects/ba-ai-process/tests/cline-package/*)\\n      return 0\\n      ;;\\n    projects/ba-ai-process/ba-meta-model/product-taxonomy/* | \\\\\\n    projects/ba-ai-process/build/compiler/*)\\n      return 0\\n      ;;\\n    projects/ba-ai-process/meta-model-guides/* | \\\\\\n    projects/ba-ai-process/tests/execution-package/* | \\\\\\n    projects/ba-ai-process/experiments/*)\\n      return 0\\n      ;;\\n    README.md | \\\\\\n    AGENTS.md | \\\\\\n    .hub-profile.json | \\\\\\n    .gitignore | \\\\\\n    docs/concept.md | \\\\\\n    docs/ba-meta-model-overview.md | \\\\\\n    docs/superpowers/plans/2026-09-09-agents-md-physical-integration.md | \\\\\\n    CONTRIBUTING.md | \\\\\\n    GOVERNANCE.md | \\\\\\n    ai-governance/README.md | \\\\\\n    ai-governance/ai-governance.md | \\\\\\n    ai-governance/agent-security-checklist.md | \\\\\\n    ai-rules/README.md | \\\\\\n    ai-rules/agent-work-rules.md | \\\\\\n    ai-rules/agent-onboarding-protocol.md | \\\\\\n    ai-rules/adversarial-stress-testing.md | \\\\\",\n[2026-09-29T07:46:30.993Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:30.993Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:30.993Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:30.993Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:30.993Z] [INFO]   }\n[2026-09-29T07:46:30.993Z] [INFO] }\n[2026-09-29T07:46:31.026Z] [STDOUT] [log_a5a6cf] sending request {\n[2026-09-29T07:46:31.029Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:31.032Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:31.036Z] [STDOUT]   options: {\n[2026-09-29T07:46:31.039Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:31.042Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:31.045Z] [STDOUT]     body: {\n[2026-09-29T07:46:31.049Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:31.053Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:31.058Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:31.061Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:31.064Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:31.070Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:31.073Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:31.076Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:31.082Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:31.085Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:31.097Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:31.100Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:31.103Z] [STDOUT]     },\n[2026-09-29T07:46:31.107Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:31.110Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:31.113Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:31.119Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:31.124Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:31.132Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:31.136Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:31.139Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:31.145Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:31.151Z] [STDOUT]     },\n[2026-09-29T07:46:31.154Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:31.157Z] [STDOUT]   },\n[2026-09-29T07:46:31.159Z] [STDOUT]   headers: {\n[2026-09-29T07:46:31.162Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:31.167Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:31.170Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:31.173Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:31.177Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:31.187Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:31.193Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:31.200Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:31.204Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:31.209Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1164\",\n[2026-09-29T07:46:31.214Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:31.219Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:31.223Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:31.229Z] [STDOUT]     \"x-client-request-id\": \"84421dae-7642-494e-87e1-0c8fee18a37f\",\n[2026-09-29T07:46:31.234Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:31.238Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:31.244Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:31.251Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:31.262Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:31.266Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:31.269Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:31.273Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:31.278Z] [STDOUT]   },\n[2026-09-29T07:46:31.281Z] [STDOUT] }\n[2026-09-29T07:46:31.285Z] [STDOUT] [log_3bd3cc, request-id: \"req_011CfXMqax5aBrQgJoBkA54c\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 856ms\n[2026-09-29T07:46:31.289Z] [STDOUT] [log_3bd3cc] response start {\n[2026-09-29T07:46:31.293Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:31.297Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:31.299Z] [STDOUT]   headers: {\n[2026-09-29T07:46:31.301Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:31.308Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:31.311Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:31.315Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:31.320Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:31.323Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:31.326Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:31.329Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:31.334Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:31.339Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:31.342Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:31.344Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:31.347Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:31.350Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:31.355Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:31.361Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:31.363Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:31.368Z] [STDOUT]     \"cf-ray\": \"a4295fdb5bb029ad-FRA\",\n[2026-09-29T07:46:31.376Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:31.379Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:31.381Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:31.385Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:31.387Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:31 GMT\",\n[2026-09-29T07:46:31.389Z] [STDOUT]     \"request-id\": \"req_011CfXMqax5aBrQgJoBkA54c\",\n[2026-09-29T07:46:31.399Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:31.407Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:31.415Z] [STDOUT]     traceresponse: \"00-6e130c73efc8734594cf7b4451fdb26f-411ef783d68c1980-01\",\n[2026-09-29T07:46:31.422Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:31.430Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:31.438Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:31.446Z] [STDOUT]   },\n[2026-09-29T07:46:31.449Z] [STDOUT]   durationMs: 856,\n[2026-09-29T07:46:31.451Z] [STDOUT] }\n[2026-09-29T07:46:31.454Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:31.457Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:31 GMT\",\n[2026-09-29T07:46:31.460Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:31.462Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:31.467Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:31.470Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:31.475Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:31.480Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:31.484Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:31.486Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:31.496Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:31.500Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:31.504Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:31.506Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:31.508Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:31.510Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:31.515Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:31.521Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:31.527Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:31.531Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:31.533Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:31.537Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:31.540Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:31.542Z] [STDOUT]   \"request-id\": \"req_011CfXMqax5aBrQgJoBkA54c\",\n[2026-09-29T07:46:31.546Z] [STDOUT]   \"traceresponse\": \"00-6e130c73efc8734594cf7b4451fdb26f-411ef783d68c1980-01\",\n[2026-09-29T07:46:31.549Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:31.553Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:31.558Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:31.561Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:31.563Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:31.566Z] [STDOUT]   \"cf-ray\": \"a4295fdb5bb029ad-FRA\",\n[2026-09-29T07:46:31.569Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:31.573Z] [STDOUT] [log_3bd3cc] response parsed {\n[2026-09-29T07:46:31.577Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:31.581Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:31.584Z] [STDOUT]   body: X {\n[2026-09-29T07:46:31.587Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:31.595Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:31.598Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:31.601Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:31.602Z] [STDOUT]     },\n[2026-09-29T07:46:31.605Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:31.606Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:31.612Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:31.617Z] [STDOUT]   },\n[2026-09-29T07:46:31.621Z] [STDOUT]   durationMs: 858,\n[2026-09-29T07:46:31.626Z] [STDOUT] }\n[2026-09-29T07:46:31.977Z] [INFO] {\n[2026-09-29T07:46:31.977Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"message\": {\n[2026-09-29T07:46:31.977Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:31.977Z] [INFO]     \"id\": \"msg_011CfXMqSJvRDDuXyZUQXzzG\",\n[2026-09-29T07:46:31.977Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:31.977Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:31.977Z] [INFO]     \"content\": [\n[2026-09-29T07:46:31.977Z] [INFO]       {\n[2026-09-29T07:46:31.977Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:31.977Z] [INFO]         \"id\": \"toolu_01E2WbdYSobpTFSLYiaZvxeN\",\n[2026-09-29T07:46:31.977Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:31.977Z] [INFO]         \"input\": {\n[2026-09-29T07:46:31.977Z] [INFO]           \"command\": \"f=projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md; ls -la $f; grep -n '^#' $f; sed -n 1,90p $f\",\n[2026-09-29T07:46:31.977Z] [INFO]           \"description\": \"Read runtime options doc head\"\n[2026-09-29T07:46:31.977Z] [INFO]         },\n[2026-09-29T07:46:31.977Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:31.977Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:31.977Z] [INFO]         }\n[2026-09-29T07:46:31.977Z] [INFO]       }\n[2026-09-29T07:46:31.977Z] [INFO]     ],\n[2026-09-29T07:46:31.977Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:31.977Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:31.977Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:31.977Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:31.977Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:31.977Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:31.977Z] [INFO]       \"cache_creation_input_tokens\": 1554,\n[2026-09-29T07:46:31.977Z] [INFO]       \"cache_read_input_tokens\": 95317,\n[2026-09-29T07:46:31.977Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:31.977Z] [INFO]         \"ephemeral_5m_input_tokens\": 1554,\n[2026-09-29T07:46:31.977Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:31.977Z] [INFO]       },\n[2026-09-29T07:46:31.977Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:31.977Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:31.977Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:31.977Z] [INFO]     },\n[2026-09-29T07:46:31.977Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:31.977Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:31.977Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:31.977Z] [INFO]   },\n[2026-09-29T07:46:31.977Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"uuid\": \"dd0884eb-94f3-409a-8dbd-b5ab9649feff\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:31.961Z\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"request_id\": \"req_011CfXMqRqeXnqkkEEUB9N7y\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:31.977Z] [INFO] }\n[2026-09-29T07:46:31.991Z] [INFO] {\n[2026-09-29T07:46:31.991Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"description\": \"Running Read runtime options doc head\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:31.991Z] [INFO]     \"total_tokens\": 97524,\n[2026-09-29T07:46:31.991Z] [INFO]     \"tool_uses\": 29,\n[2026-09-29T07:46:31.991Z] [INFO]     \"duration_ms\": 122692\n[2026-09-29T07:46:31.991Z] [INFO]   },\n[2026-09-29T07:46:31.991Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"uuid\": \"3ace4bc3-2272-4b60-bb73-26a0863e5b31\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:31.991Z] [INFO] }\n[2026-09-29T07:46:32.022Z] [STDOUT] [log_a5a6cf, request-id: \"req_011CfXMqe7pqmcgzYGGdD6ES\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 996ms\n[2026-09-29T07:46:32.027Z] [STDOUT] [log_a5a6cf] response start {\n[2026-09-29T07:46:32.035Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:32.043Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:32.047Z] [STDOUT]   headers: {\n[2026-09-29T07:46:32.049Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:32.052Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:32.055Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:32.059Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:32.062Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:32.066Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:32.070Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:32.079Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:32.089Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:32.093Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:32.103Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:32.109Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:32.114Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:32.118Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:32.126Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:32.131Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:32.135Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:32.140Z] [STDOUT]     \"cf-ray\": \"a4295fdff8164d8b-FRA\",\n[2026-09-29T07:46:32.143Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:32.146Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:32.153Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:32.157Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:32.163Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:31 GMT\",\n[2026-09-29T07:46:32.171Z] [STDOUT]     \"request-id\": \"req_011CfXMqe7pqmcgzYGGdD6ES\",\n[2026-09-29T07:46:32.177Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:32.182Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:32.186Z] [STDOUT]     traceresponse: \"00-d6f91a1c8ca18f737aba6915aab400b0-fafe805587f6ce65-01\",\n[2026-09-29T07:46:32.195Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:32.201Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:32.217Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:32.227Z] [STDOUT]   },\n[2026-09-29T07:46:32.244Z] [STDOUT]   durationMs: 996,\n[2026-09-29T07:46:32.254Z] [STDOUT] }\n[2026-09-29T07:46:32.270Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:32.273Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:31 GMT\",\n[2026-09-29T07:46:32.282Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:32.294Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:32.305Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:32.310Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:32.315Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:32.321Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:32.324Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:32.329Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:32.333Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:32.347Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:32.433Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:32.449Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:32.468Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:32.474Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:32.483Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:32.489Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:32.496Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:32.500Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:32.508Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:32.512Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:32.523Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:32.528Z] [STDOUT]   \"request-id\": \"req_011CfXMqe7pqmcgzYGGdD6ES\",\n[2026-09-29T07:46:32.530Z] [STDOUT]   \"traceresponse\": \"00-d6f91a1c8ca18f737aba6915aab400b0-fafe805587f6ce65-01\",\n[2026-09-29T07:46:32.549Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:32.568Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:32.578Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:32.584Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:32.597Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:32.607Z] [STDOUT]   \"cf-ray\": \"a4295fdff8164d8b-FRA\",\n[2026-09-29T07:46:32.612Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:32.619Z] [STDOUT] [log_a5a6cf] response parsed {\n[2026-09-29T07:46:32.622Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:32.628Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:32.632Z] [STDOUT]   body: X {\n[2026-09-29T07:46:32.639Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:32.648Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:32.652Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:32.665Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:32.675Z] [STDOUT]     },\n[2026-09-29T07:46:32.693Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:32.710Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:32.740Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:32.755Z] [STDOUT]   },\n[2026-09-29T07:46:32.766Z] [STDOUT]   durationMs: 997,\n[2026-09-29T07:46:32.771Z] [STDOUT] }\n[2026-09-29T07:46:32.778Z] [INFO] {\n[2026-09-29T07:46:32.778Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:32.778Z] [INFO]   \"message\": {\n[2026-09-29T07:46:32.778Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:32.778Z] [INFO]     \"id\": \"msg_011CfXMqbMt1iJxP7E3njG1m\",\n[2026-09-29T07:46:32.778Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:32.778Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:32.778Z] [INFO]     \"content\": [\n[2026-09-29T07:46:32.778Z] [INFO]       {\n[2026-09-29T07:46:32.778Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:32.778Z] [INFO]         \"id\": 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{\n[2026-09-29T07:46:33.325Z] [INFO]     \"toolu_01M4jAFx9qrtRpxzhWwNZqoW\": {\n[2026-09-29T07:46:33.325Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n \\\"type\\\\|temperature\\\\|status\\\" tools/validate-frontmatter.sh | head -40; head -30 projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\",\n[2026-09-29T07:46:33.325Z] [INFO]       \"description\": \"Check frontmatter rules and example\"\n[2026-09-29T07:46:33.325Z] [INFO]     }\n[2026-09-29T07:46:33.325Z] [INFO]   }\n[2026-09-29T07:46:33.325Z] [INFO] }\n[2026-09-29T07:46:33.860Z] [INFO] {\n[2026-09-29T07:46:33.860Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"message\": {\n[2026-09-29T07:46:33.860Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:33.860Z] [INFO]     \"content\": [\n[2026-09-29T07:46:33.860Z] [INFO]       {\n[2026-09-29T07:46:33.860Z] [INFO]         \"tool_use_id\": \"toolu_01E2WbdYSobpTFSLYiaZvxeN\",\n[2026-09-29T07:46:33.860Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:33.860Z] [INFO]         \"content\": \"-rw-r--r-- 1 box box 77050 Sep 29 07:43 projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\n19:# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n33:## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n73:## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n96:## \u041c\u0435\u0442\u043e\u0434\\n126:## \u0421\u043b\u043e\u0439 1. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n149:## \u0421\u043b\u043e\u0439 2. \u0421\u0440\u0435\u0434\u044b: \u043a\u0442\u043e \u043a\u0430\u043a\u0443\u044e \u0440\u043e\u043b\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n170:## \u0421\u043b\u043e\u0439 3. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n172:### \u041f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440 \u043f\u0440\u0435\u0436\u043d\u0438\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439\\n203:### \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n234:## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n243:### \u0415. \u0421\u043b\u043e\u0439 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0435\u0451 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n259:### \u0416. \u0421\u043b\u043e\u0439 2: \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442, \u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a)\\n271:### \u0417. \u0421\u043b\u043e\u0439 3: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n287:## \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0445\u0435\u043c\u0430\\n310:## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410\\n340:## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4\\n374:## \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 \u0438\u0445 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\\n386:## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n408:## \u041a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b: \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\\n426:## \u041a\u0430\u043a \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443: \u0432\u044b\u0431\u043e\u0440 \u0441\u0440\u0435\u0434\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\\n450:## \u0412\u044b\u0432\u043e\u0434: \u0432\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435\\n467:## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430\\n486:## \u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435\\n499:## Related Artifacts\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\u0417\u0434\u0435\u0441\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0441 \u0413-26.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043b\u0435\u0436\u0438\u0442 \u043d\u0435 \u0432 Cline \u0438 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0443 \u0440\u043e\u043b\u0438\\n\u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443 \u0447\u0438\u0442\u0430\u0442\u044c\\n\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u043e \u0441\u0440\u0435\u0434\u0438 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n\u0435\u0433\u043e \u043d\u0435\u0442, \u0430 `Actor` \u2014 \u044d\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a ([\u0413-26](#\u0433-26)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\\n\u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043c\u043e\u043b\u0447\u0430 \u0432\u0437\u044f\u043b \u043d\u0430 \u0441\u0435\u0431\u044f \u043a\u0442\u043e-\u0442\u043e \u0434\u0440\u0443\u0433\u043e\u0439: \u0432 GigaCode CLI \u2014\\n\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b. \u041e\u0442\u0441\u044e\u0434\u0430 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b: \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437 YAML\\n\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f ([\u0413-28](#\u0433-28)), \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0433\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 ([\u0413-29](#\u0433-29)), \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\\n\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 ([\u0413-31](#\u0433-31)), \u0430 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u043d\u0430\u0432\u0441\u0435\u0433\u0434\u0430 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442\\n\u0437\u0430\u0434\u0430\u0447\u0443 ([\u0413-32](#\u0433-32)).\\n\\n**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0434\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u044f\u0434\u0440\u0435.**\\n\\n1. **\u0420\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410 (\u0441\u0440\u0435\u0434\u044b 1 \u0438 2).** \u041f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u0442\u044c `tools/run-task` \u0438\u0437\\n   \u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a\u0430 \u0432 \u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e: runner \u0441\u0430\u043c \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444 \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0438\u0437 Source,\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0442\u044c, \u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\\n   \u00ab\u0447\u0442\u043e \u0434\u0430\u043b\u044c\u0448\u0435\u00bb \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u044f\u0437\u044b\u043a\u043e\u043c. GigaCode CLI \u0438 Cline \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n   \u0442\u0435\u043c, \u0447\u0435\u043c \u043e\u043d\u0438 \u0441\u0438\u043b\u044c\u043d\u044b, \u2014 \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435\\n   \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440,\\n   \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0438 \u0442\u0435\u0441\u0442\u044b ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-1-\u0440\u0430\u0431\u043e\u0447\u0435\u0435-\u043c\u0435\u0441\u0442\u043e-\u0431\u0430)).\\n2. **\u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430: \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\\n   \u0432 Postgres, \u0432\u044b\u0437\u043e\u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435\\n   \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 \u0447\u0430\u0442 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0443, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438. \u0414\u0432\u0438\u0436\u043e\u043a \u2014\\n   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n   \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438. \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0434\u043b\u044f \u0411\u0410 \u2014 \u0442\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API\\n   runner ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-2-\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f-\u0441\u0440\u0435\u0434\u0430-4)).\\n\\n**\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u0440\u043e n8n \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e** ([\u0413-44](#\u0433-44)). n8n \u0445\u043e\u0440\u043e\u0448 \u043a\u0430\u043a\\n\u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0444\u043e\u0440\u043c\u044b, \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira, \u0432\u044b\u0437\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u0447\u0435\u0440\u0435\u0437\\nOpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d \u0445\u0443\u0436\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e runner:\\n\u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432 n8n \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b\\n\u0440\u044f\u0434\u043e\u043c \u0441 Source; \u0443\u0437\u0435\u043b AI Agent \u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442, \u043a\u0430\u043a\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c, \u2014 \u0442\u0430\\n\u0436\u0435 \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c, \u0447\u0442\u043e \u0432 Cline; \u0430 \u043f\u043e\u0442\u043e\u043a \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n2026 \u0433\u043e\u0434\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u0438 \u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u044b \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439. \u0412\\n\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u043a\u0430\u043a \u0441\u043b\u043e\u0439 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u043f\u043e\u0432\u0435\u0440\u0445 API runner, \u043d\u043e \u043d\u0435\\n\u0432\u043c\u0435\u0441\u0442\u043e \u043d\u0435\u0433\u043e.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n- **\u0427\u0442\u043e \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n  [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n  \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n  [GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n  \u0438\\n  [Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-cline-vscode);\\n  \u0441\u0440\u0435\u0434\u044b 1\u20134 \u0438\u0437\\n  [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)\\n  \u0438 [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96);\\n  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n  \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.\\n- **\u0427\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439,\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u044b\u0434\u0430\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Mango: \u0441\u0435\u0442\u044c,\\n  \u043f\u0440\u0430\u0432\u0430, \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence. \u0416\u0438\u0432\u043e\u0439 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f \u043d\u0430 n8n \u0438\u043b\u0438 LangGraph\\n  \u043d\u0435 \u0441\u043e\u0431\u0438\u0440\u0430\u043b\u0441\u044f; \u0432\u044b\u0432\u043e\u0434\u044b \u043e \u043d\u0438\u0445 \u043e\u043f\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434.\",\n[2026-09-29T07:46:33.860Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:33.860Z] [INFO]       }\n[2026-09-29T07:46:33.860Z] [INFO]     ]\n[2026-09-29T07:46:33.860Z] [INFO]   },\n[2026-09-29T07:46:33.860Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"uuid\": \"720f9f78-8ab7-42c3-82b5-2689b57e7f0c\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:33.837Z\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:33.860Z] [INFO] }\n[2026-09-29T07:46:33.884Z] [STDOUT] [log_6bf8e0] sending request {\n[2026-09-29T07:46:33.888Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:33.891Z] [STDOUT]   url: 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\"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:34.120Z] [STDOUT]     \"x-client-request-id\": \"974d5dcb-e837-49ab-b380-9d6d3e1701e0\",\n[2026-09-29T07:46:34.125Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:34.128Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:34.134Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:34.140Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:34.143Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:34.164Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:34.171Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:34.180Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:34.187Z] [STDOUT]   },\n[2026-09-29T07:46:34.191Z] [STDOUT] }\n[2026-09-29T07:46:34.196Z] [INFO] {\n[2026-09-29T07:46:34.196Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"message\": {\n[2026-09-29T07:46:34.196Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:34.196Z] [INFO]     \"content\": [\n[2026-09-29T07:46:34.196Z] [INFO]       {\n[2026-09-29T07:46:34.196Z] [INFO]         \"tool_use_id\": \"toolu_01Px5oxRHHjcmhFhM6xWqKAS\",\n[2026-09-29T07:46:34.196Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:34.196Z] [INFO]         \"content\": \"- `README.md` (v2.1): \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0440\u0430\u0437\u0434\u0435\u043b \u00ab\u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f \u0438 \u0442\u0430\u043a\u0442\u0438\u043a\u0430\u00bb (\u0446\u0435\u043b\u044c \u2014\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u0411\u0410 Mango; \u0442\u0430\u043a\u0442\u0438\u043a\u0430 \u2014 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432; \u0441\u0441\u044b\u043b\u043a\u0430\\n  \u043d\u0430 RFC), \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0430 \u043f\u043e\u0432\u0440\u0435\u0436\u0434\u0451\u043d\u043d\u0430\u044f \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0442\u0430\u0431\u043b\u0438\u0446\u0430 frontmatter\\n  \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0430 \u043a 4 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u043e\u043b\u044f\u043c, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0430 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f.\\n\\n### Changed \u2014 Issue #56 \u0440\u0430\u0437\u0431\u0438\u0435\u043d\u0438\u0435 draft-\u0444\u0430\u0439\u043b\u0430 \u043d\u0430 23 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u043e\u0439 \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f\\n\\n- \u0424\u0430\u0439\u043b `prompts/drafts/\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).md` (\u0441\u043e\u0437\u0434\u0430\u043d\u043d\u044b\u0439 \u0432 issue #54 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u044b\u0439\\n  draft) \u0440\u0430\u0437\u0431\u0438\u0442 \u043d\u0430 **23 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u0430** \u043f\u043e \u0441\u0445\u0435\u043c\u0435 `[\u0434\u043e\u043c\u0435\u043d]-[\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f]-[\u0440\u0435\u0436\u0438\u043c].md`\\n  (kebab-case). **18 \u043d\u043e\u0432\u044b\u0445** \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u044b \u0432 [`prompts/`](prompts/)\\n  (`status: draft`, `version: 0.1`); **5 legacy-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438\u0437 PDF** \u0442\u0430\u043a\u0436\u0435 \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u044b\\n  \u0432 [`prompts/`](prompts/) \u0441 \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c `-legacy` (`status: draft`, `version: 1.0`),\\n  \u0442\u0430\u043a \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f; **6 \u0441\u0442\u0430\u0440\u044b\u0445 canonical-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432** \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u044b \u0432\\n  [`prompts/archive/`](prompts/archive/) \u0441 \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c `-legacy` (`status: archived`,\\n  `version: 1.0`). \u0422\u0435\u043a\u0441\u0442 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d **\u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e** (\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\\n  \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043f\u0440\u043e\u0442\u0438\u0432 \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430); \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 frontmatter (`status`,\\n  `version`, `updated: 2026-06-11`, `temperature: 0.1`) \u0438 experimental marker \u0441\u0440\u0430\u0437\u0443\\n  \u043f\u043e\u0441\u043b\u0435 \u043d\u0435\u0433\u043e.\\n- **\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438** \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0411\u0410: `understanding`\\n  (\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442/\u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u00a72, \u0443\u0442\u043e\u0447\u043d\u044f\u044e\u0449\u0438\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u00a79.1), `documentation` (\u0424\u0422 \u00a73.1,\\n  \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u00a74, \u0440\u0435\u0437\u044e\u043c\u0435 \u0432\u0441\u0442\u0440\u0435\u0447 \u00a77\u20138, \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u043f\u0438\u0441\u044c\u043c\u043e \u00a79.2), `validation`\\n  (\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422 \u00a73.2), `solution-design` (\u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e-\u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u00a75),\\n  `modeling` (User Story \u00a76.1, Use Case \u00a76.2), `ingestion` (\u043f\u043e\u0441\u0442-\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 ASR \u00a710).\\n- **\u0420\u0435\u0436\u0438\u043c\u044b.** \u0422\u043e\u043a\u0435\u043d\u044b `stepwise` (\u042d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u044b\u0439, \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u043e\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435) / `oneshot`\\n  (\u042d\u043a\u0441\u043f\u0440\u0435\u0441\u0441, one-shot) / `legacy` (\u0430\u0440\u0445\u0438\u0432\u043d\u044b\u0439) \u0432\u044b\u0431\u0440\u0430\u043d\u044b \u043f\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c \u043c\u0435\u0436\u0434\u0443\u043d\u0430\u0440\u043e\u0434\u043d\u043e\u0433\u043e\\n  \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f (\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043b \u00ab\u0434\u0440\u0443\u0433\u043e\u0439 \u0440\u0435\u0436\u0438\u043c \u043f\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u00bb):\\n  `expert`/`express` \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0439 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0435\u0439, \u0430 \u00abexpert\u00bb \u043a\u043e\u043b\u043b\u0438\u0434\u0438\u0440\u0443\u0435\u0442\\n  \u0441 role-prompting-\u0438\u0434\u0438\u043e\u043c\u043e\u0439 \u00abact as an expert\u00bb; `stepwise` \u0443\u0436\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\\n  \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 (`usecase-stepwise-generator-simple.md`) \u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430\u043c\u0438\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 (\u00ab\u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439\u00bb / \u00abone-shot\u00bb). \u041e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0441\u0441\u044b\u043b\u043a\u0438 \u2014 \u0432 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0438 PR #57.\\n- **Removed.** \u0418\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u0444\u0430\u0439\u043b `prompts/drafts/\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).md` \u0443\u0434\u0430\u043b\u0451\u043d **\u0442\u043e\u043b\u044c\u043a\u043e\\n  \u043f\u043e\u0441\u043b\u0435** \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438 \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e\u0439 \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432\u0441\u0435\u0445 23 \u0444\u0430\u0439\u043b\u043e\u0432; \u043e\u043f\u0443\u0441\u0442\u0435\u0432\u0448\u0438\u0439\\n  \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `prompts/drafts/` \u0443\u0434\u0430\u043b\u0451\u043d. \u0417\u0430\u043f\u0438\u0441\u044c CHANGELOG issue #54 \u043e \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 draft\\n  \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0430 \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0444\u0430\u043a\u0442 \u2014 \u0434\u0430\u043d\u043d\u044b\u0439 \u0448\u0430\u0433 \u0435\u0451 \u0441\u043e\u0437\u043d\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0437\u0430\u043c\u0435\u0449\u0430\u0435\u0442.\\n\\n### Added \u2014 Issue #54 \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0432 `prompts/drafts/`\\n\\n- \u0421\u043e\u0437\u0434\u0430\u043d `prompts/drafts/\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).md` (\u043a\u0430\u0442\u0430\u043b\u043e\u0433 `prompts/drafts/` \u043f\u043e\u0437\u0436\u0435\\n  \u0440\u0430\u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d) \u2014 \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f\\n  \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430, \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u043a issue #54 (`\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).pdf`, \u0421\u041f\u0418\u0421\u041e\u041a\\n  \u041f\u0420\u041e\u041c\u041f\u0422\u041e\u0412 \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 \u0422\u0435\u043b\u0435\u043a\u043e\u043c SaaS). \u041f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0443 issue \u00ab\u043e\u0434\u0438\u043d \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u044b\u0439\\n  \u0444\u0430\u0439\u043b = \u043e\u0434\u0438\u043d \u0444\u0430\u0439\u043b \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\u00bb PDF \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u043d \u043a\u0430\u043a \u043e\u0434\u0438\u043d draft \u0431\u0435\u0437 \u0440\u0430\u0437\u0431\u0438\u0435\u043d\u0438\u044f \u043d\u0430\\n  \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b. \u0422\u0435\u043a\u0441\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d \u0438\u0437 PDF \u0431\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439; \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b\\n  \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 frontmatter (`status: draft`, `version: 0.1`, `updated: 2026-06-10`,\\n  `temperature: 0.1`) \u0438 experimental marker ``.\\n- \u0414\u043b\u044f draft-\u0444\u0430\u0439\u043b\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f issue `prompt:review` (labels `prompt:review`, `draft`).\\n  \u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0439\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u043e\u043c: \u0443 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043d\u0435\u0442 \u043f\u0440\u0430\u0432 `triage`/`push` \u043d\u0430\\n  upstream \u0434\u043b\u044f \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f labels (\u0437\u0430\u0433\u043e\u0442\u043e\u0432\u043a\u0430 issue \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0430 \u0432 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0438 PR).\\n\\n### Changed \u2014 Issue #48 \u043e\u0431\u043e\u0433\u0430\u0449\u0435\u043d\u0438\u0435 `AI_SESSION_HANDOVER_PROMPT.md` (\u0440\u043e\u043b\u044c \u0447\u043b\u0435\u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432)\\n\\n### Added \u2014 Issue #310 \u0447\u0435\u0442\u044b\u0440\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0432 \u0411\u0417 \u0438 \u0437\u0430\u0449\u0438\u0442\u0430 \u043e\u0442 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439\\n\\n- \u041a\u0430\u0436\u0434\u044b\u0439 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 PDF \u0437\u0430\u0434\u0430\u0447\u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d \u0432 **\u0441\u0432\u043e\u0439** \u0440\u0430\u0437\u0434\u0435\u043b \u0411\u0417 (\u043e\u0434\u0438\u043d \u0444\u0430\u0439\u043b = \u043e\u0434\u043d\u0430\\n  \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0441\u0435\u043a\u0446\u0438\u044f), \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u043c \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u043c `scripts/kb/process_sources.py`:\\n  | \u0420\u0430\u0437\u0434\u0435\u043b \u0411\u0417 | \u041a\u043e\u0434 | \u0421\u0442\u0440. | \u0420\u0430\u0437\u0434\u0435\u043b\u043e\u0432 | \u0422\u043e\u043a\u0435\u043d\u043e\u0432 | \u0414\u043e\u0432\u0435\u0440\u0438\u0435 |\\n  | --- | --- | ---: | ---: | ---: | --- |\\n  | [`kb/processed/vpbx-api/`](kb/processed/vpbx-api/index.md) | VPBXAPI | 367 | 255 | 261672 | requires_review |\\n  | [`kb/processed/rolevaya-model-vats/`](kb/processed/rolevaya-model-vats/index.md) | ROLES | 59 | 65 | 45383 | high |\\n  | [`kb/processed/integration-1c/`](kb/processed/integration-1c/index.md) | INT1C | 46 | 8 | 22181 | high |\\n  | [`kb/processed/lk-vats-sso/`](kb/processed/lk-vats-sso/index.md) | LKSSO | 22 | 10 | 10072 | high |\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c **\u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445**\\n  [`scripts/kb/verify_extraction.py`](scripts/kb/verify_extraction.py): \u0442\u0435 \u0436\u0435\\n  \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0435\u0440\u0435\u0447\u0438\u0442\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u0442\u043e\u0440\u044b\u043c \u0434\u0432\u0438\u0436\u043a\u043e\u043c (PyMuPDF) \u0438 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u043e\u043a\u0435\u043d\u044b\\n  (URL, \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b, \u043a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u044b, \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f, \u0442\u0435\u0440\u043c\u0438\u043d\u044b) \u0441\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0441\\n  \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435\u043c pdfplumber. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e 9531 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0442\u043e\u043a\u0435\u043d, \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0445 \u2014\\n  0. \u0418\u0442\u043e\u0433 \u043f\u043e \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0443 \u2014 \u0432 `kb/processed//verification.md` \u0438 \u0432\\n  \u0431\u043b\u043e\u043a\u0435 `verification` \u0444\u0430\u0439\u043b\u0430 `meta.json`.\\n- \u041d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435 \u043c\u0435\u0441\u0442\u0430 **\u043d\u0435 \u0434\u043e\u0434\u0443\u043c\u044b\u0432\u0430\u044e\u0442\u0441\u044f**, \u0430 \u0440\u0430\u0437\u043c\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c \u0441 \u0442\u043e\u0447\u043d\u043e\u0439\\n  \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u00ab\u0438\u043c\u044f PDF + \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430\u00bb:\\n  `> \u26a0\ufe0f **\u041f\u0420\u041e\u0411\u0415\u041b \u0418\u0417\u0412\u041b\u0415\u0427\u0415\u041d\u0418\u042f**: \u2026 (\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a: \\\\`<\u0444\u0430\u0439\u043b>.pdf\\\\`, \u0441\u0442\u0440. N)`.\\n  \u0412 VPBX API \u0442\u0430\u043a \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u044b 4 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0431\u0435\u0437 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0433\u043e \u0441\u043b\u043e\u044f (35, 47, 52, 54) \u2014\\n  \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u043e\u0432\u0435\u0440\u0438\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 `requires_review`.\\n- `index.md` \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043d\u0435\u0441\u0451\u0442 frontmatter \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438:\\n  `source_document`, `extraction_date`, `model_used`, `confidence_level`,\\n  `pages_covered`.\\n- Negative-\u0442\u0435\u0441\u0442\\n  [`experiments/kb-verify-detects-hallucination.py`](experiments/kb-verify-detects-hallucination.py)\\n  \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u00ab0 \u043d\u0430\u0445\u043e\u0434\u043e\u043a\u00bb \u2014 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043d\u0438\u0435 \u0434\u0435\u0442\u0435\u043a\u0442\u043e\u0440\u0430: \u0432 \u043a\u043e\u043f\u0438\u044e \u0440\u0430\u0437\u0434\u0435\u043b\u0430\\n  \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u044b\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440, URL, \u043b\u0438\u043c\u0438\u0442 \u0438 \u0438\u043c\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u0438 \u0432\u0441\u0435 \u0447\u0435\u0442\u044b\u0440\u0435\\n  \u043f\u043e\u043c\u0435\u0447\u0430\u044e\u0442\u0441\u044f, \u0430 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u2014 \u043d\u0435\u0442.\\n\\n### Removed \u2014 Issue #310 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `contact-center-manual-sample`\\n\\n- \u0423\u0434\u0430\u043b\u0451\u043d `kb/processed/contact-center-manual-sample` \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439\\n  \u0444\u0438\u043a\u0441\u0442\u0443\u0440\u044b, \u0430 \u043d\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430; \u0432 \u0411\u0417 \u0435\u043c\u0443 \u043d\u0435 \u043c\u0435\u0441\u0442\u043e. \u0421\u0442\u0435\u043d\u0434 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430\\n### Added \u2014 Issue #101 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\u00bb \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432\\n\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0430\u043d\u0430\u043b\u0438\u0437 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0411\u0410\\n  [`docs/analysis/experiment-1027-analysis.md`](docs/analysis/experiment-1027-analysis.md):\\n  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043f\u043e 4 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c \u0411\u0410 \u0441 \u0446\u0438\u0442\u0430\u0442\u0430\u043c\u0438 \u0438\u0437 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u044b, **\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f** \u043f\u0440\u0430\u0432\u043e\u043a\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (P1\u2013P5) \u043a\u0430\u043a \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u0432 RFC \u0438 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 (\u0431\u0435\u0437 \u0435\u0451\\n  \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f). \u0421\u0430\u043c\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0432 \u044d\u0442\u043e\u043c PR **\u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f** \u2014 \u043f\u0440\u0430\u0432\u043a\u0438 \u0432\u044b\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043e\u0442\u043b\u0430\u0434\u043a\u0438 (\u0441\u043c. \u043d\u0438\u0436\u0435).\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u043b\u0435\u0433\u043a\u043e\u0432\u0435\u0441\u043d\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 (Draft v0.1)\\n  [`standards/experiment-log-standard.md`](standards/experiment-log-standard.md):\\n  \u0434\u0432\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 (GitHub Issue / \u043b\u0451\u0433\u043a\u0438\u0439 Markdown) \u0438 \u044f\u0434\u0440\u043e \u0438\u0437 6 \u043c\u0435\u0442\u0440\u0438\u043a.\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u043f\u0435\u0440\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0443 (dogfood \u043d\u0430 \u0441\u0435\u0441\u0441\u0438\u0438 1027)\\n  [`runs/2026/RUN-0007/outputs/fr-generation-1027-live_2026-06-16.md`](runs/2026/RUN-0007/outputs/fr-generation-1027-live_2026-06-16.md).\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0430\u0443\u0434\u0438\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432\\n  [`docs/audit/audit-contracts-2026-06-17.md`](docs/audit/audit-contracts-2026-06-17.md):\\n  \u0440\u0435\u0432\u0438\u0437\u0438\u044f `AI_GOVERNANCE.md`, `CONTRIBUTING.md` \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u043b\u043e\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f,\\n  \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u0431\u0435\u043b\u044b (\u043d\u0435\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0442\u043b\u0430\u0434\u043a\u0438/RFC/\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432).\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0430\u0443\u0434\u0438\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n  [`docs/audit/audit-research-1027.md`](docs/audit/audit-research-1027.md):\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437 H1\u2013H4, \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u0438 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0439 O1\u2013O3 \u0438\\n  \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 (ADR #3\u2013#8).\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0442\u043b\u0430\u0434\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n  [`standards/prompt-debugging-process.md`](standards/prompt-debugging-process.md)\\n  \u0438 \u0440\u0435\u0435\u0441\u0442\u0440 RFC [`docs/rfc/rfc-register.md`](docs/rfc/rfc-register.md):\\n  \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u00ab\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442 \u2192 RFC \u2192 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0441 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c \u2192 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u00bb.\\n\\n### Added \u2014 Issue #97 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u0411\u0410 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 (Creative + Research)\\n\\n- \u0424\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u0430 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u0411\u0410 (\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u2194 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2194 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f) \u0438 \u0432\u044b\u043f\u0443\u0449\u0435\u043d \u043d\u0430\u0431\u043e\u0440\",\n[2026-09-29T07:46:34.196Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:34.196Z] [INFO]       }\n[2026-09-29T07:46:34.196Z] [INFO]     ]\n[2026-09-29T07:46:34.196Z] [INFO]   },\n[2026-09-29T07:46:34.196Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"uuid\": \"a097a58c-606e-41cf-9ce7-8e9ed26016b2\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:34.000Z\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:34.196Z] [INFO] }\n[2026-09-29T07:46:34.205Z] [STDOUT] [log_0be5d3] sending request {\n[2026-09-29T07:46:34.210Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:34.216Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:34.219Z] [STDOUT]   options: {\n[2026-09-29T07:46:34.225Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:34.229Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:34.236Z] [STDOUT]     body: {\n[2026-09-29T07:46:34.240Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:34.243Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:34.247Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:34.253Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:34.264Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:34.268Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:34.276Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:34.283Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:34.287Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:34.290Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:34.294Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:34.298Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:34.302Z] [STDOUT]     },\n[2026-09-29T07:46:34.304Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:34.308Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:34.313Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:34.318Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:34.323Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:34.327Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:34.331Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:34.336Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:34.341Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:34.344Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:34.348Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:34.354Z] [STDOUT]     },\n[2026-09-29T07:46:34.359Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:34.363Z] [STDOUT]   },\n[2026-09-29T07:46:34.365Z] [STDOUT]   headers: {\n[2026-09-29T07:46:34.367Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:34.373Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:34.378Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:34.382Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:34.384Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:34.390Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:34.395Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:34.410Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:34.413Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:34.422Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:34.428Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:34.433Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1775\",\n[2026-09-29T07:46:34.436Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:34.441Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:34.447Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:34.453Z] [STDOUT]     \"x-client-request-id\": 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[\n[2026-09-29T07:46:34.750Z] [INFO]       {\n[2026-09-29T07:46:34.750Z] [INFO]         \"tool_use_id\": \"toolu_01M4jAFx9qrtRpxzhWwNZqoW\",\n[2026-09-29T07:46:34.750Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:34.750Z] [INFO]         \"content\": \"11:  \\\"status\\\"\\n14:  \\\"temperature\\\"\\n150:    *:status | *:version | *:updated | *:temperature)\\n156:    knowledge:owner | knowledge:type | knowledge:context | knowledge:method | knowledge:scope | \\\\\\n159:    knowledge:external_artifacts | knowledge:based_on | knowledge:report-subtype | \\\\\\n160:    knowledge:analysis-subtype | knowledge:supersedes)\\n163:    audit:owner | audit:type | audit:context | audit:method | audit:scope | \\\\\\n175:    rfc:type | rfc:context | rfc:method | rfc:scope | rfc:source | \\\\\\n179:    adr:owner | adr:decision-type | adr:executable | adr:entrypoint | \\\\\\n184:    standard:level | standard:concept_type | standard:related_standards | \\\\\\n212:    default:type | default:context | default:method | default:related_artifacts | \\\\\\n222:validate_status() {\\n233:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid knowledge status '$value' (expected one of: draft, reviewed, canonical, superseded)\\\"\\n244:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid governance status '$value' (expected one of: draft, proposed, accepted, rejected, deprecated, superseded)\\\"\\n255:      error \\\"$path\\\" \\\"$line\\\" \\\"invalid status '$value' (expected a controlled lifecycle status)\\\"\\n268:    status)\\n269:      validate_status \\\"$path\\\" \\\"$class\\\" \\\"$line\\\" \\\"$value\\\"\\n284:    temperature)\\n286:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid temperature '$value' (expected number from 0 to 2)\\\"\\n288:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid temperature '$value' (expected number from 0 to 2)\\\"\\n319:    decision-type)\\n324:          error \\\"$path\\\" \\\"$line\\\" \\\"invalid decision-type '$value' (expected one of: governance, methodology, product, curriculum, runtime)\\\"\\n462:  if [[ \\\"$class\\\" == \\\"adr\\\" && -z \\\"${lines[decision-type]+set}\\\" ]]; then\\n463:    error \\\"$path\\\" 1 \\\"missing required frontmatter field for ADR artifact: decision-type\\\"\\n485:    find \\\"$target\\\" -type f -name '*.md' | sort\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\",\n[2026-09-29T07:46:34.750Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:34.750Z] [INFO]       }\n[2026-09-29T07:46:34.750Z] [INFO]     ]\n[2026-09-29T07:46:34.750Z] [INFO]   },\n[2026-09-29T07:46:34.750Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:34.750Z] [INFO]   \"session_id\": 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standard:related_standards | \\\\\\n212:    default:type | default:context | default:method | default:related_artifacts | \\\\\\n222:validate_status() {\\n233:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid knowledge status '$value' (expected one of: draft, reviewed, canonical, superseded)\\\"\\n244:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid governance status '$value' (expected one of: draft, proposed, accepted, rejected, deprecated, superseded)\\\"\\n255:      error \\\"$path\\\" \\\"$line\\\" \\\"invalid status '$value' (expected a controlled lifecycle status)\\\"\\n268:    status)\\n269:      validate_status \\\"$path\\\" \\\"$class\\\" \\\"$line\\\" \\\"$value\\\"\\n284:    temperature)\\n286:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid temperature '$value' (expected number from 0 to 2)\\\"\\n288:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid temperature '$value' (expected number from 0 to 2)\\\"\\n319:    decision-type)\\n324:          error \\\"$path\\\" \\\"$line\\\" \\\"invalid decision-type '$value' (expected one of: governance, methodology, product, curriculum, runtime)\\\"\\n462:  if [[ \\\"$class\\\" == \\\"adr\\\" && -z \\\"${lines[decision-type]+set}\\\" ]]; then\\n463:    error \\\"$path\\\" 1 \\\"missing required frontmatter field for ADR artifact: decision-type\\\"\\n485:    find \\\"$target\\\" -type f -name '*.md' | sort\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\",\n[2026-09-29T07:46:34.750Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:34.750Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:34.750Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:34.750Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:34.750Z] [INFO]   }\n[2026-09-29T07:46:34.750Z] [INFO] }\n[2026-09-29T07:46:34.782Z] [STDOUT] [log_e7ccb8] sending request {\n[2026-09-29T07:46:34.784Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:34.789Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:34.793Z] [STDOUT]   options: {\n[2026-09-29T07:46:34.796Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:34.799Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:34.802Z] [STDOUT]     body: {\n[2026-09-29T07:46:34.805Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:34.811Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:34.814Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:34.818Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:34.820Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:34.823Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:34.827Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:34.831Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:34.837Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:34.842Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:34.851Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:34.858Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:34.861Z] [STDOUT]     },\n[2026-09-29T07:46:34.868Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:34.874Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:34.879Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:34.889Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:34.893Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:34.897Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:34.902Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:34.905Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:34.912Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:34.919Z] [STDOUT]     },\n[2026-09-29T07:46:34.923Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:34.928Z] [STDOUT]   },\n[2026-09-29T07:46:34.931Z] [STDOUT]   headers: {\n[2026-09-29T07:46:34.942Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:34.946Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:34.950Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:34.953Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:34.957Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:34.960Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:34.964Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:34.967Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:34.971Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:34.975Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1401\",\n[2026-09-29T07:46:34.983Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:34.987Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:34.990Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:34.995Z] [STDOUT]     \"x-client-request-id\": \"1c2d2178-cf73-4dd5-b1a0-c17e2578f176\",\n[2026-09-29T07:46:34.998Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:35.005Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:35.008Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:35.012Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:35.016Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:35.021Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:35.025Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:35.028Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:35.034Z] [STDOUT]   },\n[2026-09-29T07:46:35.037Z] [STDOUT] }\n[2026-09-29T07:46:35.055Z] [STDOUT] [log_6bf8e0, request-id: \"req_011CfXMqrL3e3Xg46QJJqoJ6\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 977ms\n[2026-09-29T07:46:35.058Z] [STDOUT] [log_6bf8e0] response start {\n[2026-09-29T07:46:35.059Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:35.064Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:35.070Z] [STDOUT]   headers: {\n[2026-09-29T07:46:35.075Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:35.079Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:35.082Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:35.089Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:35.093Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:35.098Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.102Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:35.104Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:35.109Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:35.115Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:35.121Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:35.129Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:35.134Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:35.159Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.164Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:35.179Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:35.184Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:35.186Z] [STDOUT]     \"cf-ray\": \"a4295ff1ce05dbb5-FRA\",\n[2026-09-29T07:46:35.189Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:35.192Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:35.195Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:35.197Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:35.200Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:34 GMT\",\n[2026-09-29T07:46:35.203Z] [STDOUT]     \"request-id\": \"req_011CfXMqrL3e3Xg46QJJqoJ6\",\n[2026-09-29T07:46:35.205Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:35.211Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:35.214Z] [STDOUT]     traceresponse: \"00-73059ccff7f7f96c029378776d52efb8-a7a87ce948d3292a-01\",\n[2026-09-29T07:46:35.221Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:35.227Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:35.231Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:35.233Z] [STDOUT]   },\n[2026-09-29T07:46:35.239Z] [STDOUT]   durationMs: 977,\n[2026-09-29T07:46:35.243Z] [STDOUT] }\n[2026-09-29T07:46:35.248Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:35.251Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:34 GMT\",\n[2026-09-29T07:46:35.255Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:35.259Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:35.266Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:35.269Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:35.272Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:35.275Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:35.278Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:35.281Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:35.284Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:35.291Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:35.294Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:35.299Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:35.302Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:35.305Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:35.308Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:35.313Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.316Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:35.321Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:35.326Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:35.334Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:35.337Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.340Z] [STDOUT]   \"request-id\": \"req_011CfXMqrL3e3Xg46QJJqoJ6\",\n[2026-09-29T07:46:35.349Z] [STDOUT]   \"traceresponse\": \"00-73059ccff7f7f96c029378776d52efb8-a7a87ce948d3292a-01\",\n[2026-09-29T07:46:35.354Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:35.357Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:35.360Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:35.362Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:35.366Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:35.369Z] [STDOUT]   \"cf-ray\": \"a4295ff1ce05dbb5-FRA\",\n[2026-09-29T07:46:35.371Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:35.374Z] [STDOUT] [log_6bf8e0] response parsed {\n[2026-09-29T07:46:35.379Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:35.381Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:35.387Z] [STDOUT]   body: X {\n[2026-09-29T07:46:35.392Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:35.397Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:35.401Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:35.407Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:35.454Z] [STDOUT]     },\n[2026-09-29T07:46:35.468Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:35.471Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:35.475Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:35.479Z] [STDOUT]   },\n[2026-09-29T07:46:35.484Z] [STDOUT]   durationMs: 978,\n[2026-09-29T07:46:35.488Z] [STDOUT] }\n[2026-09-29T07:46:35.496Z] [STDOUT] [log_0be5d3, request-id: \"req_011CfXMqrzyPyqfovztiGB9A\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 888ms\n[2026-09-29T07:46:35.503Z] [STDOUT] [log_0be5d3] response start {\n[2026-09-29T07:46:35.506Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:35.511Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:35.521Z] [STDOUT]   headers: {\n[2026-09-29T07:46:35.530Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:35.535Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:35.540Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:35.547Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:35.563Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:35.582Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.592Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:35.603Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:35.611Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:35.621Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:35.629Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:35.635Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:35.647Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:35.657Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.659Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:35.661Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:35.664Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:35.667Z] [STDOUT]     \"cf-ray\": \"a4295ff2cf3629ad-FRA\",\n[2026-09-29T07:46:35.669Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:35.671Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:35.673Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:35.684Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:35.687Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:34 GMT\",\n[2026-09-29T07:46:35.690Z] [STDOUT]     \"request-id\": \"req_011CfXMqrzyPyqfovztiGB9A\",\n[2026-09-29T07:46:35.692Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:35.695Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:35.703Z] [STDOUT]     traceresponse: \"00-b97d1b763c2616cbfa1d1d84035a544e-8a00889ad59310de-01\",\n[2026-09-29T07:46:35.706Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:35.709Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:35.713Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:35.719Z] [STDOUT]   },\n[2026-09-29T07:46:35.724Z] [STDOUT]   durationMs: 888,\n[2026-09-29T07:46:35.727Z] [STDOUT] }\n[2026-09-29T07:46:35.733Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:35.739Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:34 GMT\",\n[2026-09-29T07:46:35.744Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:35.753Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:35.756Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:35.760Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:35.764Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:35.768Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:35.772Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:35.775Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:35.779Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:35.783Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:35.790Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:35.793Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:35.797Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:35.802Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:35.808Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:35.810Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.819Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:35.825Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:35.837Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:35.845Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:35.850Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.856Z] [STDOUT]   \"request-id\": \"req_011CfXMqrzyPyqfovztiGB9A\",\n[2026-09-29T07:46:35.861Z] [STDOUT]   \"traceresponse\": \"00-b97d1b763c2616cbfa1d1d84035a544e-8a00889ad59310de-01\",\n[2026-09-29T07:46:35.863Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:35.866Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:35.869Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:35.872Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:35.874Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:35.880Z] [STDOUT]   \"cf-ray\": \"a4295ff2cf3629ad-FRA\",\n[2026-09-29T07:46:35.882Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:35.887Z] [STDOUT] [log_0be5d3] response parsed {\n[2026-09-29T07:46:35.890Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:35.893Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:35.896Z] [STDOUT]   body: X {\n[2026-09-29T07:46:35.902Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:35.905Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:35.909Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:35.912Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:35.918Z] [STDOUT]     },\n[2026-09-29T07:46:35.925Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:35.930Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:35.934Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:35.941Z] [STDOUT]   },\n[2026-09-29T07:46:35.948Z] [STDOUT]   durationMs: 889,\n[2026-09-29T07:46:35.950Z] [STDOUT] }\n[2026-09-29T07:46:35.955Z] [STDOUT] [log_e7ccb8, request-id: \"req_011CfXMqvAiytoc5WkPSRYFY\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 838ms\n[2026-09-29T07:46:35.959Z] [STDOUT] [log_e7ccb8] response start {\n[2026-09-29T07:46:35.962Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:35.964Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:35.968Z] [STDOUT]   headers: {\n[2026-09-29T07:46:35.971Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:35.979Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:35.985Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:35.999Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:36.009Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:36.013Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:36.017Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:36.023Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:36.028Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:36.031Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:36.037Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:36.045Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:36.053Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:36.057Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:36.060Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:36.069Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:36.074Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:36.079Z] [STDOUT]     \"cf-ray\": \"a4295ff7686a01ff-CDG\",\n[2026-09-29T07:46:36.083Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:36.086Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:36.088Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:36.091Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:36.097Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:35 GMT\",\n[2026-09-29T07:46:36.102Z] [STDOUT]     \"request-id\": \"req_011CfXMqvAiytoc5WkPSRYFY\",\n[2026-09-29T07:46:36.107Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:36.111Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:36.116Z] [STDOUT]     traceresponse: \"00-7d6e100e3d82010946958ee9983f010c-9f6562b95374c3c6-01\",\n[2026-09-29T07:46:36.123Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:36.128Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:36.134Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:36.137Z] [STDOUT]   },\n[2026-09-29T07:46:36.144Z] [STDOUT]   durationMs: 838,\n[2026-09-29T07:46:36.155Z] [STDOUT] }\n[2026-09-29T07:46:36.164Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:36.170Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:35 GMT\",\n[2026-09-29T07:46:36.173Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:36.181Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:36.191Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:36.193Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:36.198Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:36.201Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:36.206Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:36.209Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:36.212Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:36.216Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:36.224Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:36.241Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:36.252Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:36.258Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:36.262Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:36.269Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:36.274Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:36.277Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:36.280Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:36.284Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:36.288Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:36.290Z] [STDOUT]   \"request-id\": \"req_011CfXMqvAiytoc5WkPSRYFY\",\n[2026-09-29T07:46:36.304Z] [STDOUT]   \"traceresponse\": \"00-7d6e100e3d82010946958ee9983f010c-9f6562b95374c3c6-01\",\n[2026-09-29T07:46:36.307Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:36.312Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:36.315Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:36.319Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:36.324Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:36.328Z] [STDOUT]   \"cf-ray\": \"a4295ff7686a01ff-CDG\",\n[2026-09-29T07:46:36.332Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:36.334Z] [STDOUT] [log_e7ccb8] response parsed {\n[2026-09-29T07:46:36.337Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:36.341Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:36.344Z] [STDOUT]   body: X {\n[2026-09-29T07:46:36.348Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:36.351Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:36.358Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:36.360Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:36.364Z] [STDOUT]     },\n[2026-09-29T07:46:36.369Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:36.374Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:36.379Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:36.384Z] [STDOUT]   },\n[2026-09-29T07:46:36.389Z] [STDOUT]   durationMs: 839,\n[2026-09-29T07:46:36.394Z] [STDOUT] }\n[2026-09-29T07:46:36.400Z] [INFO] {\n[2026-09-29T07:46:36.400Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:36.400Z] [INFO]   \"message\": {\n[2026-09-29T07:46:36.400Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:36.400Z] [INFO]     \"id\": \"msg_011CfXMqsahfXJACfQi6Gz7D\",\n[2026-09-29T07:46:36.400Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:36.400Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:36.400Z] [INFO]     \"content\": [\n[2026-09-29T07:46:36.400Z] [INFO]       {\n[2026-09-29T07:46:36.400Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:36.400Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:36.400Z] [INFO]         \"signature\": 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Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bplthp03z.txt\\n\\nPreview (first 2KB):\\n## \u0421\u043b\u043e\u0439 1. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n\\n\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u043d\u043e \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:\\n\u043a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0433\u0440\u0430\u0444, \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c\u0441\u044f. \u042d\u0442\u0438\\n\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b. \u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u0441 \u0442\u0435\u043c,\\n\u0447\u0442\u043e \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\\n\\n| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0413\u0434\u0435 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | \u0421\u0440\u0435\u0434\u0430 1: \u043f\u0430\u043a\u0435\u0442 GigaCode | \u0421\u0440\u0435\u0434\u0430 2: \u043f\u0430\u043a\u0435\u0442 Cline | \u041a\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c |\\n|---------------|-------------------|--------------------------|----------------------|----------------------|\\n| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 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\u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 (`P11`) | \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 | Runner ([\u0413-28](#\u0433-28)) |\\n| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0443\u0437\u043b\u0430 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 | [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50): `Gate` \u2014 \u00ab\u0432 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb | \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 (`P10`) | \u0422\u043e\u043b\u044c\u043a\u043e Working \u0438 Release | Runner ([\u0413-29](#\u0433-29)) |\\n| \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach (`EP-R7`) | [L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231) | \u041d\u043e\u043b\u044c \u043f\u043e\u043f\u044b\u0442\u043e\u043a; \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 (`P12`) | \u041f\u043e\u0432\u0442\u043e\u0440 \u2014 \u0441 \u043d\u043e\u0432\u044b\u043c TASK ID | Runner ([\u0413-32](#\u0433-32), [\u0413-33](#\u0433-33)) |\\n...\\n\",\n[2026-09-29T07:46:37.540Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:37.540Z] [INFO]       }\n[2026-09-29T07:46:37.540Z] [INFO]     ]\n[2026-09-29T07:46:37.540Z] [INFO]   },\n[2026-09-29T07:46:37.540Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:37.540Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:37.540Z] [INFO]   \"uuid\": \"b526e1de-5e46-4030-828a-5a876dfffd1c\",\n[2026-09-29T07:46:37.540Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:37.535Z\",\n[2026-09-29T07:46:37.540Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:37.540Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:37.540Z] [INFO] }\n[2026-09-29T07:46:37.650Z] [STDOUT] [log_cf01f0] sending request {\n[2026-09-29T07:46:37.664Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:37.677Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:37.688Z] [STDOUT]   options: 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\"4a039067-21e9-404e-af49-ea48788e520f\",\n[2026-09-29T07:46:37.997Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:38.002Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:38.005Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:38.010Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:38.020Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:38.028Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:38.038Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:38.041Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:38.046Z] [STDOUT]   },\n[2026-09-29T07:46:38.051Z] [STDOUT] }\n[2026-09-29T07:46:38.057Z] [INFO] {\n[2026-09-29T07:46:38.057Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:38.057Z] [INFO]   \"message\": {\n[2026-09-29T07:46:38.057Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:38.057Z] [INFO]     \"content\": [\n[2026-09-29T07:46:38.057Z] [INFO]       {\n[2026-09-29T07:46:38.057Z] [INFO]         \"tool_use_id\": \"toolu_013uwtSUd2hzkhBMTPVq1SZs\",\n[2026-09-29T07:46:38.057Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:38.057Z] [INFO]         \"content\": \"      printf 'adr'\\n      ;;\\n    standards/*.md)\\n      printf 'standard'\\n      ;;\\n    .github/ISSUE_TEMPLATE/*.md | templates/*/.github/ISSUE_TEMPLATE/*.md)\\n      printf 'issue-template'\\n      ;;\\n    templates/*.md | templates/*/*.md | templates/*/*/*.md)\\n      printf 'template'\\n      ;;\\n    guides/*.md | docs/guides/*.md)\\n      printf 'guide'\\n      ;;\\n    practices/*.md | practices/*/*.md)\\n      printf 'practice'\\n      ;;\\n    *)\\n      printf 'default'\\n      ;;\\n  esac\\n}\\n\\nis_governance_class() {\\n  case \\\"$1\\\" in\\n    governance | rfc | adr | standard)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\nis_knowledge_class() {\\n  case \\\"$1\\\" in\\n    knowledge | audit)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\nis_approved_field() {\\n  local class=\\\"$1\\\"\\n  local key=\\\"$2\\\"\\n\\n  case \\\"$class:$key\\\" in\\n    *:status | *:version | *:updated | *:temperature)\\n      return 0\\n      ;;\\n    *:ai-generated)\\n      return 1\\n      ;;\\n    knowledge:owner | knowledge:type | knowledge:context | knowledge:method | knowledge:scope | \\\\\\n    knowledge:source | knowledge:source_id | knowledge:stage | knowledge:projects | \\\\\\n    knowledge:related_artifacts | knowledge:related_issues | knowledge:related_issue | \\\\\\n    knowledge:external_artifacts | knowledge:based_on | knowledge:report-subtype | \\\\\\n    knowledge:analysis-subtype | knowledge:supersedes)\\n      return 0\\n      ;;\\n    audit:owner | audit:type | audit:context | audit:method | audit:scope | \\\\\\n    audit:source | audit:source_id | audit:stage | audit:projects | \\\\\\n    audit:related_artifacts | audit:related_issues | audit:related_issue | \\\\\\n    audit:external_artifacts | audit:based_on | audit:audit_target | \\\\\\n    audit:evidence_model | audit:verdict | audit:severity_scale | \\\\\\n    audit:follow_up | audit:related_norm)\\n      return 0\\n      ;;\\n    governance:owner | governance:executable | governance:entrypoint)\\n      return 0\\n      ;;\\n    rfc:owner | rfc:rfc-scope | rfc:executable | rfc:entrypoint | \\\\\\n    rfc:type | rfc:context | rfc:method | rfc:scope | rfc:source | \\\\\\n    rfc:related_artifacts | rfc:related_issues)\\n      return 0\\n      ;;\\n    adr:owner | adr:decision-type | adr:executable | adr:entrypoint | \\\\\\n    adr:supersedes)\\n      return 0\\n      ;;\\n    standard:owner | standard:executable | standard:entrypoint | standard:scope | \\\\\\n    standard:level | standard:concept_type | standard:related_standards | \\\\\\n    standard:related_templates | standard:related_issues)\\n      return 0\\n      ;;\\n    issue-template:name | issue-template:about | issue-template:title | \\\\\\n    issue-template:labels | issue-template:assignees)\\n      return 0\\n      ;;\\n    template:executable | template:entrypoint | template:level | template:standard)\\n      return 0\\n      ;;\\n    guide:audience | guide:entrypoint | guide:executable)\\n      return 0\\n      ;;\\n    practice:source | practice:executable | practice:entrypoint)\\n      return 0\\n      ;;\\n    execution-package:name | execution-package:description | execution-package:product_class | \\\\\\n    execution-package:packs | execution-package:interaction | execution-package:inputs | \\\\\\n    execution-package:outputs | execution-package:contracts | execution-package:gates | \\\\\\n    execution-package:compiled_from | execution-package:derived_from | execution-package:compiled_at | \\\\\\n    execution-package:golden_id | execution-package:artifact_class | execution-package:origin | \\\\\\n    execution-package:confirmed_by | execution-package:priority | \\\\\\n    execution-package:disable-model-invocation)\\n      return 0\\n      ;;\\n    default:executable | default:entrypoint | default:source | default:based_on | \\\\\\n    default:author | default:session | default:self-report | default:scope | \\\\\\n    default:type | default:context | default:method | default:related_artifacts | \\\\\\n    default:related_issues)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\",\n[2026-09-29T07:46:38.057Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:38.057Z] [INFO]       }\n[2026-09-29T07:46:38.057Z] [INFO]     ]\n[2026-09-29T07:46:38.057Z] [INFO]   },\n[2026-09-29T07:46:38.057Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:38.057Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:38.057Z] [INFO]   \"uuid\": \"a062aac2-35bd-465a-a84c-cd810041de64\",\n[2026-09-29T07:46:38.057Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:37.715Z\",\n[2026-09-29T07:46:38.057Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:38.057Z] [INFO]     \"stdout\": \"      printf 'adr'\\n      ;;\\n    standards/*.md)\\n      printf 'standard'\\n      ;;\\n    .github/ISSUE_TEMPLATE/*.md | templates/*/.github/ISSUE_TEMPLATE/*.md)\\n      printf 'issue-template'\\n      ;;\\n    templates/*.md | templates/*/*.md | templates/*/*/*.md)\\n      printf 'template'\\n      ;;\\n    guides/*.md | docs/guides/*.md)\\n      printf 'guide'\\n      ;;\\n    practices/*.md | practices/*/*.md)\\n      printf 'practice'\\n      ;;\\n    *)\\n      printf 'default'\\n      ;;\\n  esac\\n}\\n\\nis_governance_class() {\\n  case \\\"$1\\\" in\\n    governance | rfc | adr | standard)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\nis_knowledge_class() {\\n  case \\\"$1\\\" in\\n    knowledge | audit)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\nis_approved_field() {\\n  local class=\\\"$1\\\"\\n  local key=\\\"$2\\\"\\n\\n  case \\\"$class:$key\\\" in\\n    *:status | *:version | *:updated | *:temperature)\\n      return 0\\n      ;;\\n    *:ai-generated)\\n      return 1\\n      ;;\\n    knowledge:owner | knowledge:type | knowledge:context | knowledge:method | knowledge:scope | \\\\\\n    knowledge:source | knowledge:source_id | knowledge:stage | knowledge:projects | \\\\\\n    knowledge:related_artifacts | knowledge:related_issues | knowledge:related_issue | \\\\\\n    knowledge:external_artifacts | knowledge:based_on | knowledge:report-subtype | \\\\\\n    knowledge:analysis-subtype | knowledge:supersedes)\\n      return 0\\n      ;;\\n    audit:owner | audit:type | audit:context | audit:method | audit:scope | \\\\\\n    audit:source | audit:source_id | audit:stage | audit:projects | \\\\\\n    audit:related_artifacts | audit:related_issues | audit:related_issue | \\\\\\n    audit:external_artifacts | audit:based_on | audit:audit_target | \\\\\\n    audit:evidence_model | audit:verdict | audit:severity_scale | \\\\\\n    audit:follow_up | audit:related_norm)\\n      return 0\\n      ;;\\n    governance:owner | governance:executable | governance:entrypoint)\\n      return 0\\n      ;;\\n    rfc:owner | rfc:rfc-scope | rfc:executable | rfc:entrypoint | \\\\\\n    rfc:type | rfc:context | rfc:method | rfc:scope | rfc:source | \\\\\\n    rfc:related_artifacts | rfc:related_issues)\\n      return 0\\n      ;;\\n    adr:owner | adr:decision-type | adr:executable | adr:entrypoint | \\\\\\n    adr:supersedes)\\n      return 0\\n      ;;\\n    standard:owner | standard:executable | standard:entrypoint | standard:scope | \\\\\\n    standard:level | standard:concept_type | standard:related_standards | \\\\\\n    standard:related_templates | standard:related_issues)\\n      return 0\\n      ;;\\n    issue-template:name | issue-template:about | issue-template:title | \\\\\\n    issue-template:labels | issue-template:assignees)\\n      return 0\\n      ;;\\n    template:executable | template:entrypoint | template:level | template:standard)\\n      return 0\\n      ;;\\n    guide:audience | guide:entrypoint | guide:executable)\\n      return 0\\n      ;;\\n    practice:source | practice:executable | practice:entrypoint)\\n      return 0\\n      ;;\\n    execution-package:name | execution-package:description | execution-package:product_class | \\\\\\n    execution-package:packs | execution-package:interaction | execution-package:inputs | \\\\\\n    execution-package:outputs | execution-package:contracts | execution-package:gates | \\\\\\n    execution-package:compiled_from | execution-package:derived_from | execution-package:compiled_at | \\\\\\n    execution-package:golden_id | execution-package:artifact_class | execution-package:origin | \\\\\\n    execution-package:confirmed_by | execution-package:priority | \\\\\\n    execution-package:disable-model-invocation)\\n      return 0\\n      ;;\\n    default:executable | default:entrypoint | default:source | default:based_on | \\\\\\n    default:author | default:session | default:self-report | default:scope | \\\\\\n    default:type | default:context | default:method | default:related_artifacts | \\\\\\n    default:related_issues)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\",\n[2026-09-29T07:46:38.057Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:38.057Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:38.057Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:38.057Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:38.057Z] [INFO]   }\n[2026-09-29T07:46:38.057Z] [INFO] }\n[2026-09-29T07:46:38.064Z] [STDOUT] [log_2d2a14] sending request {\n[2026-09-29T07:46:38.069Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:38.073Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:38.077Z] [STDOUT]   options: {\n[2026-09-29T07:46:38.080Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:38.085Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:38.091Z] [STDOUT]     body: {\n[2026-09-29T07:46:38.093Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:38.098Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:38.103Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:38.108Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:38.112Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:38.118Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:38.123Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:38.127Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:38.130Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:38.133Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:38.136Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:38.139Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:38.141Z] [STDOUT]     },\n[2026-09-29T07:46:38.144Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:38.148Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:38.150Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:38.152Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:38.155Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:38.159Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:38.162Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:38.165Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:38.171Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:38.178Z] [STDOUT]     },\n[2026-09-29T07:46:38.182Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:38.185Z] [STDOUT]   },\n[2026-09-29T07:46:38.188Z] [STDOUT]   headers: {\n[2026-09-29T07:46:38.195Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:38.199Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:38.202Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:38.206Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:38.212Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:38.219Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:38.222Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:38.228Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:38.232Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:38.235Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1370\",\n[2026-09-29T07:46:38.239Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:38.243Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:38.248Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:38.253Z] [STDOUT]     \"x-client-request-id\": \"dc831722-44c3-443d-aa59-21336343b10a\",\n[2026-09-29T07:46:38.260Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:38.264Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:38.269Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:38.274Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:38.279Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:38.284Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:38.288Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:38.292Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:38.296Z] [STDOUT]   },\n[2026-09-29T07:46:38.300Z] [STDOUT] }\n[2026-09-29T07:46:38.605Z] [STDOUT] [log_2d2a14, request-id: \"req_011CfXMr98qGig1J9YzAzfeo\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 788ms\n[2026-09-29T07:46:38.608Z] [STDOUT] [log_2d2a14] response start {\n[2026-09-29T07:46:38.611Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:38.614Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:38.619Z] [STDOUT]   headers: {\n[2026-09-29T07:46:38.624Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:38.630Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:38.636Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:38.640Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:38.646Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:38.652Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:38.660Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:38.666Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:38.688Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:38.714Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:38.750Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:38.767Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:38.773Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:38.777Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:38.782Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:38.787Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:38.790Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:38.793Z] [STDOUT]     \"cf-ray\": \"a429600a681b01ff-CDG\",\n[2026-09-29T07:46:38.797Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:38.799Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:38.802Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:38.803Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:38.807Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:38 GMT\",\n[2026-09-29T07:46:38.810Z] [STDOUT]     \"request-id\": \"req_011CfXMr98qGig1J9YzAzfeo\",\n[2026-09-29T07:46:38.819Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:38.824Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:38.830Z] [STDOUT]     traceresponse: \"00-9e7f0e7dfaac37f6a5d5984630426622-8f1721e82bb8a77a-01\",\n[2026-09-29T07:46:38.834Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:38.838Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:38.841Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:38.847Z] [STDOUT]   },\n[2026-09-29T07:46:38.852Z] [STDOUT]   durationMs: 788,\n[2026-09-29T07:46:38.858Z] [STDOUT] }\n[2026-09-29T07:46:38.862Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:38.864Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:38 GMT\",\n[2026-09-29T07:46:38.867Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:38.873Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:38.878Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:38.891Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:38.898Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:38.901Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:38.905Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:38.919Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:38.926Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:38.929Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:38.933Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:38.937Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:38.946Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:38.961Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:38.966Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:38.971Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:38.980Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:38.989Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:38.994Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:38.999Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:39.006Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:39.021Z] [STDOUT]   \"request-id\": \"req_011CfXMr98qGig1J9YzAzfeo\",\n[2026-09-29T07:46:39.027Z] [STDOUT]   \"traceresponse\": \"00-9e7f0e7dfaac37f6a5d5984630426622-8f1721e82bb8a77a-01\",\n[2026-09-29T07:46:39.031Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:39.037Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:39.047Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:39.051Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:39.056Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:39.061Z] [STDOUT]   \"cf-ray\": \"a429600a681b01ff-CDG\",\n[2026-09-29T07:46:39.066Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:39.072Z] [STDOUT] [log_2d2a14] response parsed {\n[2026-09-29T07:46:39.078Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:39.084Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:39.088Z] [STDOUT]   body: X {\n[2026-09-29T07:46:39.093Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:39.099Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:39.106Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:39.111Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:39.125Z] [STDOUT]     },\n[2026-09-29T07:46:39.134Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:39.149Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:39.168Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:39.176Z] [STDOUT]   },\n[2026-09-29T07:46:39.185Z] [STDOUT]   durationMs: 789,\n[2026-09-29T07:46:39.260Z] [STDOUT] }\n[2026-09-29T07:46:39.264Z] [STDOUT] [log_cf01f0, request-id: \"req_011CfXMr8UeSjuHZPrMNut12\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1063ms\n[2026-09-29T07:46:39.268Z] [STDOUT] [log_cf01f0] response start {\n[2026-09-29T07:46:39.272Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:39.276Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:39.280Z] [STDOUT]   headers: {\n[2026-09-29T07:46:39.283Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:39.291Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:39.294Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:39.298Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:39.302Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:39.306Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:39.310Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:39.327Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:39.330Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:39.337Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:39.343Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:39.352Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:39.357Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:39.369Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:39.375Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:39.378Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:39.383Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:39.386Z] [STDOUT]     \"cf-ray\": \"a429600968a9dbb5-FRA\",\n[2026-09-29T07:46:39.392Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:39.394Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:39.398Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:39.403Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:39.414Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:38 GMT\",\n[2026-09-29T07:46:39.417Z] [STDOUT]     \"request-id\": \"req_011CfXMr8UeSjuHZPrMNut12\",\n[2026-09-29T07:46:39.421Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:39.426Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:39.430Z] [STDOUT]     traceresponse: \"00-5a86df10d3bde65adca0feed6bc31970-17ca71181e899840-01\",\n[2026-09-29T07:46:39.434Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:39.436Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:39.438Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:39.443Z] [STDOUT]   },\n[2026-09-29T07:46:39.446Z] [STDOUT]   durationMs: 1063,\n[2026-09-29T07:46:39.450Z] [STDOUT] }\n[2026-09-29T07:46:39.464Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:39.467Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:38 GMT\",\n[2026-09-29T07:46:39.472Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:39.483Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:39.486Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:39.489Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:39.494Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:39.497Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:39.503Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:39.507Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:39.512Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:39.519Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:39.524Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:39.529Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:39.533Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:39.540Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:39.545Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:39.547Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:39.552Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:39.555Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:39.558Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:39.562Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:39.564Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:39.567Z] [STDOUT]   \"request-id\": \"req_011CfXMr8UeSjuHZPrMNut12\",\n[2026-09-29T07:46:39.570Z] [STDOUT]   \"traceresponse\": \"00-5a86df10d3bde65adca0feed6bc31970-17ca71181e899840-01\",\n[2026-09-29T07:46:39.575Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:39.579Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:39.586Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:39.591Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:39.596Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:39.601Z] [STDOUT]   \"cf-ray\": \"a429600968a9dbb5-FRA\",\n[2026-09-29T07:46:39.604Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:39.608Z] [STDOUT] [log_cf01f0] response parsed {\n[2026-09-29T07:46:39.612Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:39.615Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:39.620Z] [STDOUT]   body: X {\n[2026-09-29T07:46:39.631Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:39.648Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:39.654Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:39.659Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:39.663Z] [STDOUT]     },\n[2026-09-29T07:46:39.667Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:39.669Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:39.671Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:39.673Z] [STDOUT]   },\n[2026-09-29T07:46:39.678Z] [STDOUT]   durationMs: 1064,\n[2026-09-29T07:46:39.686Z] [STDOUT] }\n[2026-09-29T07:46:39.692Z] [INFO] {\n[2026-09-29T07:46:39.692Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"message\": {\n[2026-09-29T07:46:39.692Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:39.692Z] [INFO]     \"content\": [\n[2026-09-29T07:46:39.692Z] [INFO]       {\n[2026-09-29T07:46:39.692Z] [INFO]         \"tool_use_id\": \"toolu_01DkFf1YgA5N2BAmpatMEr2j\",\n[2026-09-29T07:46:39.692Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:39.692Z] [INFO]         \"content\": \"./standards/evals-contract-standard.md:36:\u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 **\u0444\u043e\u0440\u043c\u0443** \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 `evals`: \u0438\u0437 \u0447\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u0438\u0442 golden-set, \u043a\u0430\u043a\\n./standards/evals-contract-standard.md:47:> \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043d \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 (golden-set, \u0440\u0443\u0431\u0440\u0438\u043a\u0430, \u043e\u0442\u0447\u0451\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430),\\n./standards/evals-contract-standard.md:63:1. **Golden-set \u043f\u0435\u0440\u0432\u0438\u0447\u0435\u043d.** \u041c\u0435\u0440\u044f\u0442\u044c\u0441\u044f \u043c\u043e\u0436\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e\\n./standards/evals-contract-standard.md:72:**\u041f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043a** \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c evals \u043b\u044e\u0431\u043e\u0433\u043e \u0441\u043f\u043e\u043a\u0430 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b: golden-set, \u0440\u0443\u0431\u0440\u0438\u043a\u0430\\n./standards/evals-contract-standard.md:100:| Golden-set | `golden-set-.md` (\u0438\u043b\u0438 `.yaml`) | \u041a\u043e\u0440\u0435\u043d\u044c \u043d\u0430\u0438\u043c\u0435\u043d\u044c\u0448\u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 (ADR-001) |\\n./standards/evals-contract-standard.md:101:| \u0420\u0443\u0431\u0440\u0438\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 | `rubric-.md` | \u0420\u044f\u0434\u043e\u043c \u0441 golden-set \u0442\u043e\u0433\u043e \u0436\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 |\\n./standards/evals-contract-standard.md:102:| \u041e\u0442\u0447\u0451\u0442 \u043e\u0444\u043b\u0430\u0439\u043d-\u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u041f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0443 `runs/` \u0441\u043f\u043e\u043a\u0430 | `runs/`, \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0441 golden-set |\\n./standards/evals-contract-standard.md:107:  [file-naming.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/3bfa4103c9efbbd59bc951814884920e406982e2/standards/file-naming.md); golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0430 **\u043d\u0435** \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f\\n./standards/evals-contract-standard.md:110:- Golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 **\u0414\u041e\u041b\u0416\u041d\u042b** \u043b\u0435\u0436\u0430\u0442\u044c \u0432 \u043e\u0434\u043d\u043e\u043c \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0435:\\n./standards/evals-contract-standard.md:111:  \u0440\u0443\u0431\u0440\u0438\u043a\u0430 \u0431\u0435\u0437 \u0441\u0432\u043e\u0435\u0433\u043e golden-set \u043d\u0435 \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0438\u0440\u0443\u0435\u043c\u0430.\\n./standards/evals-contract-standard.md:112:- \u042d\u0442\u0430\u043b\u043e\u043d \u0438 \u0444\u0430\u043a\u0442 **\u0417\u0410\u041f\u0420\u0415\u0429\u0415\u041d\u041e** \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c: golden-set \u2014 \u044d\u0442\u043e \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435, \u0437\u0430\u043f\u0438\u0441\u044c\\n./standards/evals-contract-standard.md:119:`standards/`). Golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0430 \u2014 IL-1 (\u043c\u0430\u0448\u0438\u043d\u043d\u043e-\u0432\u0430\u043b\u0438\u0434\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442) \u0432\\n./standards/evals-contract-standard.md:124:Golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0430 \u2014 Markdown-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0441 frontmatter, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0431\u0430\u0437\u043e\u0432\u044b\u0435 \u043f\u043e\u043b\u044f\\n./standards/evals-contract-standard.md:137:| `rubric` | \u0414\u041e\u041b\u0416\u041d\u041e \u0434\u043b\u044f golden-set | \u0421\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0440\u0443\u0431\u0440\u0438\u043a\u0443, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u0431\u043e\u0440 |\\n./standards/evals-contract-standard.md:147:### Golden-set\\n./standards/evals-contract-standard.md:206:\u041e\u0442\u0447\u0451\u0442 **\u0414\u041e\u041b\u0416\u0415\u041d** \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u043f\u0435\u0440\u0435\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0447\u0438\u0441\u043b\u043e \u0437\u0430\u043d\u043e\u0432\u043e: \u0432\u0435\u0440\u0441\u0438\u044f golden-set, \u0432\u0435\u0440\u0441\u0438\u044f\\n./standards/evals-contract-standard.md:221:| **Offline (\u0434\u0430\u0442\u0430\u0441\u0435\u0442)** | \u041f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c golden-set \u0434\u043e \u0440\u0435\u043b\u0438\u0437\u0430 | **\u041d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u044d\u0442\u0438\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u043c** |\\n./standards/evals-contract-standard.md:244:Golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0430 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 knowledge-lifecycle:\\n./standards/evals-contract-standard.md:259:- Golden-set **\u041d\u0415 \u0414\u041e\u041b\u0416\u0415\u041d** \u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c\u0441\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u043d\u0435 \u043f\u0440\u043e\u0448\u0451\u043b\\n./standards/evals-contract-standard.md:265:  \u0431\u0435\u0437 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e golden-set.\\n./standards/evals-contract-standard.md:300:| 1 | Frontmatter golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0440\u0430\u0437\u0434\u0435\u043b\u0443 `Frontmatter` | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u043c |\\n./standards/evals-contract-standard.md:302:| 3 | \u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u0435\u0439\u0441 \u0438\u043c\u0435\u0435\u0442 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 | \u042d\u0442\u0430\u043b\u043e\u043d \u043d\u0435\u0434\u043e\u043a\u0430\u0437\u0443\u0435\u043c |\\n./standards/evals-contract-standard.md:305:| 6 | \u0421\u0441\u044b\u043b\u043a\u0430 `rubric` \u0438\u0437 golden-set \u0440\u0430\u0437\u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u0432 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0444\u0430\u0439\u043b | \u0420\u0443\u0431\u0440\u0438\u043a\u0430-\u0441\u0438\u0440\u043e\u0442\u0430 |\\n./standards/evals-contract-standard.md:350:- [Glossary](GLOSSARY.md) \u2014 Evals, Rubric, Golden-set (\u00a715.9)\\n./standards/evals-contract-standard.md:370:| Q4 | \u041d\u0443\u0436\u0435\u043d \u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 (YAML/JSON) golden-set \u0432\u043c\u0435\u0441\u0442\u043e Markdown | \u041e\u0442\u043a\u0440\u044b\u0442 \u0434\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0439 \u0431\u043e\u043b\u0438 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 |\\n./scripts/validate_issue_263_vision_alignment.py:19:- \u0441\u0442\u0430\u0442\u0443\u0441 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0447\u0435\u0441\u0442\u043d\u043e: evals \u0438 golden-set \u0432\\n./scripts/validate_issue_263_vision_alignment.py:74:        \\\"\u043d\u0435\u0442 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 `evals/` \u0438 \u043d\u0435\u0442 golden-set\\\",\\n./scripts/validate_issue_263_vision_alignment.py:77:        \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\",\\n./scripts/validate_issue_263_vision_alignment.py:102:        \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\",\\n./scripts/validate_issue_272_run_0019.py:198:        if \\\"golden case\\\" not in (RUN_DIR / relative).read_text(encoding=\\\"utf-8\\\"):\\n./scripts/validate_issue_272_run_0019.py:201:                f\\\"is not an approved template / golden case\\\"\\n./README.md:50:**evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442** \u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0447\u0435\u0441\u0442\u043d\u043e \u0432\\n./ai-governance/ai-governance.md:90:| Evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0430 | **\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442.** \u0412 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043d\u0435\u0442 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 `evals/` \u0438 \u043d\u0435\u0442 golden-set: `runs/` \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442 \u0432\u0445\u043e\u0434 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u043e \u043d\u0435 \u044d\u0442\u0430\u043b\u043e\u043d \u0434\u043b\u044f \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u2014 `metadata.y\\n./ai-governance/ai-governance.md:94:1. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0425\u0430\u0431\u0430 \u043e\u0431 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 `evals/` \u0438 golden-set \u0432\\n./runs/2026/RUN-0068/metadata.yaml:31:  template_v4_matches_over_90: 0\\n./runs/2026/RUN-0069/metadata.yaml:31:  template_v4_matches_over_90: 0\\n./runs/2026/RUN-0069/metadata.yaml:32:  template_v4_max_similarity: 0.638\\n./experiments/issue_353/render_report.py:46:\u041d\u0430 \u0432\u044b\u0431\u043e\u0440\u043a\u0435 \u0438\u0437 **{len(sample)} \u0441\u0442\u0440\u043e\u043a** RUN-0065 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c\u0438 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430\u043c\u0438 \u0432\\n./experiments/issue_353/render_report.py:224:100% \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432, 100% \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u044b\u0445 page-bearing \u0441\u0441\u044b\u043b\u043e\u043a \u0438 \u043d\u0443\u043b\u0435\u0432\u043e\u0439\\n./experiments/bench_validators.py:4:\u041a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433, \u0440\u0430\u0437\u043c\u043d\u043e\u0436\u0430\u0435\u0442 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\\n./docs/ba-ecosystem.md:66:| Evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0430 | \u041f\u0440\u043e\u0433\u043e\u043d \u0432 [`runs/`](../runs/) \u0441 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c \u0438 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u043c \u0432\u044b\u0445\u043e\u0434\u043e\u043c. **\u041f\u043e\u043a\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d:** `evals/` \u0438 golden-set \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 ([\u0441\u0442\u0430\u0442\u0443\u0441 \u043c\u0435\u0445\\n./docs/rfc/prompt-improvement-bcreq-1025-proposal.md:198:**\u0422\u0438\u043f \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f:** Minor (\u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 \u0432 \u043f\u0440\u0430\u0432\u0438\u043b\u043e + \u043d\u043e\u0432\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e\\n./docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md:25:\u041d\u0430 \u0432\u044b\u0431\u043e\u0440\u043a\u0435 \u0438\u0437 **65 \u0441\u0442\u0440\u043e\u043a** RUN-0065 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c\u0438 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430\u043c\u0438 \u0432\\n./docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md:270:100% \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432, 100% \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u044b\u0445 page-bearing \u0441\u0441\u044b\u043b\u043e\u043a \u0438 \u043d\u0443\u043b\u0435\u0432\u043e\u0439\\n./docs/report/evidence/2026-09-01-run-0065-acb6c7bc-redacted.txt:3923:[2026-09-01T08:35:38.311Z] [STDOUT] {\\\"type\\\":\\\"item.completed\\\",\\\"item\\\":{\\\"id\\\":\\\"item_19\\\",\\\"type\\\":\\\"command_execution\\\",\\\"command\\\":\\\"/bin/bash -lc \\\\\\\"sed -n '1,260p' CONTRIBUTING.md && sed -n '1,260p' README.md && sed -n '1,260p' runs/README.\\n./pr-ops/BACKLOG.md:324:- [ ] [2026-08-17] [issue #263] **\u041f\u0440\u043e\u0431\u0435\u043b: evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442.**\\n./pr-ops/BACKLOG.md:330:      \u041d\u0443\u0436\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430: \u0444\u043e\u0440\u043c\u0430\u0442 golden-set, \u043c\u0435\u0441\u0442\u043e \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u0441\u0432\u044f\u0437\u044c \u0441\\n./CHANGELOG.md:693:  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0438\u043b\u0438 golden case \u2014 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0441\u0434\u0435\u043b\u0430\u043d\u0430 \u0434\u043b\u044f \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f\\n./CHANGELOG.md:730:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c: \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\\n./CHANGELOG.md:807:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439, \u0434\u0438\u0430\u043b\u043e\u0433 \u043e\u0431\u043e\u0440\u0432\u0430\u043d \u043d\u0430\\n./CHANGELOG.md:827:  \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 email \u0432 \u041b\u041a\u00bb. \u0414\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0435 (\u043d\u0435 \u044d\u0442\u0430\u043b\u043e\u043d \u0438 \u043d\u0435 golden case),\\n./CHANGELOG.md:888:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0438\u0442\u043e\u0433 \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043a\u0430\u043a \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439, \u0441 \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n./CHANGELOG.md:923:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0438\u0442\u043e\u0433 \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043a\u0430\u043a \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u043e\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n./CHANGELOG.md:1006:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case \u0438 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c: \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\\n./CHANGELOG.md:1044:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c \u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c \u043a\u0435\u0439\u0441\u043e\u043c:\\n./CHANGELOG.md:1074:- \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043a\u0430\u043a **\u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439, \u043d\u0435 golden case**: \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u043d\u0434\u0435\u0440 \u0424\u0422 v1.4\\n./CHANGELOG.md:1101:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0441\\n./CHANGELOG.md:1196:  golden case; \u0437\u0430\u043f\u0438\u0441\u044c \u0441\u0434\u0435\u043b\u0430\u043d\u0430 \u0434\u043b\u044f \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n./CHANGELOG.md:1315:- \u041e\u0433\u043e\u0432\u043e\u0440\u043a\u0430: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u2014 **\u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439**, \u044d\u0442\u043e \u043d\u0435 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d \u0438 \u043d\u0435\\n./CHANGELOG.md:1316:  golden case; \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u0434\u043b\u044f \u0441\u0431\u043e\u0440\u0430 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0438 BA-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432,\",\n[2026-09-29T07:46:39.692Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:39.692Z] [INFO]       }\n[2026-09-29T07:46:39.692Z] [INFO]     ]\n[2026-09-29T07:46:39.692Z] [INFO]   },\n[2026-09-29T07:46:39.692Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"uuid\": \"03d3a88e-fd47-4700-a65f-36c9ce81acc7\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:38.779Z\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:39.692Z] [INFO] }\n[2026-09-29T07:46:39.708Z] [STDOUT] [log_894501] sending request {\n[2026-09-29T07:46:39.714Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:39.731Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:39.742Z] [STDOUT]   options: {\n[2026-09-29T07:46:39.751Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:39.763Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:39.768Z] [STDOUT]     body: {\n[2026-09-29T07:46:39.775Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:39.777Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:39.782Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:39.788Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:39.794Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:39.815Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:39.857Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:39.862Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:39.868Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:39.872Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:39.883Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:39.889Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:39.891Z] [STDOUT]     },\n[2026-09-29T07:46:39.893Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:39.898Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:39.902Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:39.906Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:39.912Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:39.917Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:39.925Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:39.931Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:39.934Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:39.940Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:39.944Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:39.947Z] [STDOUT]     },\n[2026-09-29T07:46:39.952Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:39.954Z] [STDOUT]   },\n[2026-09-29T07:46:39.957Z] [STDOUT]   headers: {\n[2026-09-29T07:46:39.959Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:39.965Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:39.975Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:39.980Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:39.984Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:39.990Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:39.994Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:39.997Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:40.006Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:40.012Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:40.017Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:40.079Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1645\",\n[2026-09-29T07:46:40.085Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:40.088Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:40.095Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:40.102Z] [STDOUT]     \"x-client-request-id\": \"8d773091-5da7-4796-ba43-68d049021c11\",\n[2026-09-29T07:46:40.106Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:40.131Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:40.135Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:40.153Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:40.159Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:40.163Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:40.165Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:40.170Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:40.176Z] [STDOUT]   },\n[2026-09-29T07:46:40.180Z] [STDOUT] }\n[2026-09-29T07:46:40.185Z] [INFO] {\n[2026-09-29T07:46:40.185Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:40.185Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:40.185Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:46:40.185Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:40.185Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:40.185Z] [INFO]   \"uuid\": \"9acfa2d5-fb21-4393-9d2f-b64f276bd731\"\n[2026-09-29T07:46:40.185Z] [INFO] }\n[2026-09-29T07:46:40.189Z] [STDOUT] [log_894501, request-id: \"req_011CfXMrDNLCfWN3pyy5mghJ\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 699ms\n[2026-09-29T07:46:40.192Z] [STDOUT] [log_894501] response start {\n[2026-09-29T07:46:40.195Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:40.197Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:40.200Z] [STDOUT]   headers: {\n[2026-09-29T07:46:40.203Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:40.207Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:40.210Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:40.214Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:40.221Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:40.224Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:40.234Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:40.238Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:40.255Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:40.258Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:40.260Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:40.263Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:40.267Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:40.270Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:40.273Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:40.277Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:40.280Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:40.284Z] [STDOUT]     \"cf-ray\": \"a42960109bed29ad-FRA\",\n[2026-09-29T07:46:40.287Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:40.290Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:40.293Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:40.295Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:40.298Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:39 GMT\",\n[2026-09-29T07:46:40.304Z] [STDOUT]     \"request-id\": \"req_011CfXMrDNLCfWN3pyy5mghJ\",\n[2026-09-29T07:46:40.307Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:40.312Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:40.318Z] [STDOUT]     traceresponse: \"00-f53cdcd583dec5e849460e302580d2bd-e0e893f731b07345-01\",\n[2026-09-29T07:46:40.320Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:40.324Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:40.332Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:40.336Z] [STDOUT]   },\n[2026-09-29T07:46:40.341Z] [STDOUT]   durationMs: 699,\n[2026-09-29T07:46:40.345Z] [STDOUT] }\n[2026-09-29T07:46:40.348Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:40.354Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:39 GMT\",\n[2026-09-29T07:46:40.361Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:40.364Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:40.370Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:40.374Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:40.378Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:40.382Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:40.384Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:40.387Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:40.394Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:40.397Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:40.400Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:40.405Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:40.408Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:40.414Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:40.423Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:40.427Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:40.430Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:40.434Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:40.437Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:40.443Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:40.446Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:40.451Z] [STDOUT]   \"request-id\": \"req_011CfXMrDNLCfWN3pyy5mghJ\",\n[2026-09-29T07:46:40.454Z] [STDOUT]   \"traceresponse\": \"00-f53cdcd583dec5e849460e302580d2bd-e0e893f731b07345-01\",\n[2026-09-29T07:46:40.458Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:40.460Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:40.468Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:40.471Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:40.475Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:40.479Z] [STDOUT]   \"cf-ray\": \"a42960109bed29ad-FRA\",\n[2026-09-29T07:46:40.482Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:40.487Z] [STDOUT] [log_894501] response parsed {\n[2026-09-29T07:46:40.490Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:40.495Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:40.500Z] [STDOUT]   body: X {\n[2026-09-29T07:46:40.504Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:40.506Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:40.509Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:40.517Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:40.520Z] [STDOUT]     },\n[2026-09-29T07:46:40.524Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:40.530Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:40.535Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:40.539Z] [STDOUT]   },\n[2026-09-29T07:46:40.542Z] [STDOUT]   durationMs: 699,\n[2026-09-29T07:46:40.545Z] [STDOUT] }\n[2026-09-29T07:46:40.552Z] [INFO] {\n[2026-09-29T07:46:40.552Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"message\": {\n[2026-09-29T07:46:40.552Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:40.552Z] [INFO]     \"id\": \"msg_011CfXMr91e3aR7gMqwJm1HG\",\n[2026-09-29T07:46:40.552Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:40.552Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:40.552Z] [INFO]     \"content\": [\n[2026-09-29T07:46:40.552Z] [INFO]       {\n[2026-09-29T07:46:40.552Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:40.552Z] [INFO]         \"id\": \"toolu_01EXa7MimN8MK7WZfDqP6uxg\",\n[2026-09-29T07:46:40.552Z] [INFO]         \"name\": \"Read\",\n[2026-09-29T07:46:40.552Z] [INFO]         \"input\": {\n[2026-09-29T07:46:40.552Z] [INFO]           \"file_path\": \"/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bplthp03z.txt\"\n[2026-09-29T07:46:40.552Z] [INFO]         },\n[2026-09-29T07:46:40.552Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:40.552Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:40.552Z] [INFO]         }\n[2026-09-29T07:46:40.552Z] [INFO]       }\n[2026-09-29T07:46:40.552Z] [INFO]     ],\n[2026-09-29T07:46:40.552Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:40.552Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:40.552Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:40.552Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:40.552Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:40.552Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:40.552Z] [INFO]       \"cache_creation_input_tokens\": 1204,\n[2026-09-29T07:46:40.552Z] [INFO]       \"cache_read_input_tokens\": 100366,\n[2026-09-29T07:46:40.552Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:40.552Z] [INFO]         \"ephemeral_5m_input_tokens\": 1204,\n[2026-09-29T07:46:40.552Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:40.552Z] [INFO]       },\n[2026-09-29T07:46:40.552Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:46:40.552Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:40.552Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:40.552Z] [INFO]     },\n[2026-09-29T07:46:40.552Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:40.552Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:40.552Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:40.552Z] [INFO]   },\n[2026-09-29T07:46:40.552Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"uuid\": \"726e365e-3a0c-48e5-b317-3c7635095573\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:39.567Z\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"request_id\": \"req_011CfXMr8UeSjuHZPrMNut12\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:40.552Z] [INFO] }\n[2026-09-29T07:46:40.558Z] [INFO] {\n[2026-09-29T07:46:40.558Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"description\": \"Reading ~/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bplthp03z.txt\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:40.558Z] [INFO]     \"total_tokens\": 101968,\n[2026-09-29T07:46:40.558Z] [INFO]     \"tool_uses\": 31,\n[2026-09-29T07:46:40.558Z] [INFO]     \"duration_ms\": 130291\n[2026-09-29T07:46:40.558Z] [INFO]   },\n[2026-09-29T07:46:40.558Z] [INFO]   \"last_tool_name\": \"Read\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"uuid\": \"582bad94-22fb-45c2-b7ce-9abb4f2d3bdb\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:40.558Z] [INFO] }\n[2026-09-29T07:46:40.560Z] [STDOUT] [log_0416bb] sending request {\n[2026-09-29T07:46:40.564Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:40.566Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:40.571Z] [STDOUT]   options: {\n[2026-09-29T07:46:40.575Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:40.579Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:40.582Z] [STDOUT]     body: {\n[2026-09-29T07:46:40.585Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:40.593Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:40.602Z] [STDOUT]       tools: [],\n[2026-09-29T07:46:40.604Z] [STDOUT]     },\n[2026-09-29T07:46:40.608Z] [STDOUT]   },\n[2026-09-29T07:46:40.617Z] [STDOUT]   headers: {\n[2026-09-29T07:46:40.625Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:40.627Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:46:40.648Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:40.651Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:40.655Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:40.663Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:40.667Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:40.671Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:40.677Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:46:40.680Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:40.683Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:40.685Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:40.688Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:40.690Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:40.693Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:40.701Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:40.708Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:40.714Z] [STDOUT]   },\n[2026-09-29T07:46:40.723Z] [STDOUT] }\n[2026-09-29T07:46:40.726Z] [STDOUT] [log_0416bb, request-id: \"req_011CfXMrGeGUnQ72W5pdmND3\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 193ms\n[2026-09-29T07:46:40.734Z] [STDOUT] [log_0416bb] response start {\n[2026-09-29T07:46:40.739Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:40.747Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:40.751Z] [STDOUT]   headers: {\n[2026-09-29T07:46:40.755Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:40.762Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:40.767Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:40.771Z] [STDOUT]     \"cf-ray\": \"a42960158954dbb5-FRA\",\n[2026-09-29T07:46:40.774Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:40.779Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:40.782Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:40.786Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:40.788Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:39 GMT\",\n[2026-09-29T07:46:40.793Z] [STDOUT]     \"request-id\": \"req_011CfXMrGeGUnQ72W5pdmND3\",\n[2026-09-29T07:46:40.795Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:40.798Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=78\",\n[2026-09-29T07:46:40.801Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:40.805Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:40.807Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:40.810Z] [STDOUT]   },\n[2026-09-29T07:46:40.813Z] [STDOUT]   durationMs: 193,\n[2026-09-29T07:46:40.818Z] [STDOUT] }\n[2026-09-29T07:46:40.820Z] [STDOUT] [log_0416bb] response parsed {\n[2026-09-29T07:46:40.824Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:40.828Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:40.832Z] [STDOUT]   body: {\n[2026-09-29T07:46:40.837Z] [STDOUT]     input_tokens: 15355,\n[2026-09-29T07:46:40.848Z] [STDOUT]     _request_id: \"req_011CfXMrGeGUnQ72W5pdmND3\",\n[2026-09-29T07:46:40.856Z] [STDOUT]   },\n[2026-09-29T07:46:40.859Z] [STDOUT]   durationMs: 194,\n[2026-09-29T07:46:40.869Z] [STDOUT] }\n[2026-09-29T07:46:40.893Z] [INFO] {\n[2026-09-29T07:46:40.893Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"message\": {\n[2026-09-29T07:46:40.893Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:40.893Z] [INFO]     \"content\": [\n[2026-09-29T07:46:40.893Z] [INFO]       {\n[2026-09-29T07:46:40.893Z] [INFO]         \"tool_use_id\": \"toolu_01EXa7MimN8MK7WZfDqP6uxg\",\n[2026-09-29T07:46:40.893Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:40.893Z] [INFO]         \"content\": \"1\\t## \u0421\u043b\u043e\u0439 1. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n2\\t\\n3\\t\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u043d\u043e \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:\\n4\\t\u043a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0433\u0440\u0430\u0444, \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c\u0441\u044f. \u042d\u0442\u0438\\n5\\t\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b. \u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u0441 \u0442\u0435\u043c,\\n6\\t\u0447\u0442\u043e \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\\n7\\t\\n8\\t| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0413\u0434\u0435 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | \u0421\u0440\u0435\u0434\u0430 1: \u043f\u0430\u043a\u0435\u0442 GigaCode | \u0421\u0440\u0435\u0434\u0430 2: \u043f\u0430\u043a\u0435\u0442 Cline | \u041a\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c |\\n9\\t|---------------|-------------------|--------------------------|----------------------|----------------------|\\n10\\t| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n11\\t| \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443 \u0440\u0435\u0431\u0440\u0430 (`EP-R3`, `EP-R5`) | [L227, L229](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L227-L229) | 17 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432 \u0432 YAML \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f; \u0432\u0435\u0442\u0432\u0438 \u043f\u0440\u043e\u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 (`P11`) | \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 | Runner ([\u0413-28](#\u0433-28)) |\\n12\\t| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0443\u0437\u043b\u0430 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 | [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50): `Gate` \u2014 \u00ab\u0432 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb | \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 (`P10`) | \u0422\u043e\u043b\u044c\u043a\u043e Working \u0438 Release | Runner ([\u0413-29](#\u0433-29)) |\\n13\\t| \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach (`EP-R7`) | [L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231) | \u041d\u043e\u043b\u044c \u043f\u043e\u043f\u044b\u0442\u043e\u043a; \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 (`P12`) | \u041f\u043e\u0432\u0442\u043e\u0440 \u2014 \u0441 \u043d\u043e\u0432\u044b\u043c TASK ID | Runner ([\u0413-32](#\u0433-32), [\u0413-33](#\u0433-33)) |\\n14\\t| \u0412\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (`EP-R8`) | [L232](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L232) | `halt` \u2014 \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | \u041d\u0435\u0442 | Runner ([\u0413-31](#\u0433-31)) |\\n15\\t| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n16\\t| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 (G-human) | `Gate` \u0432 [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50) | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 `approval` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c ([\u0413-18 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-18)) | Runner + \u0447\u0435\u043b\u043e\u0432\u0435\u043a |\\n17\\t\\n18\\t\u0412\u044b\u0432\u043e\u0434 \u043f\u043e \u0441\u043b\u043e\u044e 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0437\u043d\u0430\u0442\u044c \u0430\u0433\u0435\u043d\u0442\u00bb, \u0430\\n19\\t\u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0430\u0433\u0435\u043d\u0442\u0430\u00bb. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b\\n20\\t\u0431\u0435\u0437 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438 \u043a \u0441\u0440\u0435\u0434\u0435, \u043a\u0440\u043e\u043c\u0435 `EP-R8`, \u0433\u0434\u0435 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435\u0439\\n21\\t\u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb ([\u0413-27](#\u0433-27)). \u0417\u043d\u0430\u0447\u0438\u0442, \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0438 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n22\\t\u043c\u0435\u0441\u0442\u0435, \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u2014 \u0435\u0441\u043b\u0438 \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.\\n23\\t\\n24\\t## \u0421\u043b\u043e\u0439 2. \u0421\u0440\u0435\u0434\u044b: \u043a\u0442\u043e \u043a\u0430\u043a\u0443\u044e \u0440\u043e\u043b\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n25\\t\\n26\\t\u0421\u043b\u043e\u0432\u043e \u00ab\u0441\u0440\u0435\u0434\u0430\u00bb \u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u043d\u044b\u0445 \u0440\u043e\u043b\u0435\u0439. \u0412 \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0438 \u0438\u0445 \u043b\u0435\u0433\u043a\u043e\\n27\\t\u0441\u043c\u0435\u0448\u0430\u0442\u044c; \u043d\u0438\u0436\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u0440\u043e\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e.\\n28\\t\\n29\\t| \u0420\u043e\u043b\u044c | \u0421\u0440\u0435\u0434\u0430 1: GigaCode CLI | \u0421\u0440\u0435\u0434\u0430 2: Cline + Mango AI | \u0421\u0440\u0435\u0434\u0430 3: Qwen Chat | \u0421\u0440\u0435\u0434\u0430 4: \u0441\u0435\u0440\u0432\u0435\u0440 |\\n30\\t|------|-----------------------|---------------------------|--------------------|-----------------|\\n31\\t| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n32\\t| \u0410\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 | \u0410\u0433\u0435\u043d\u0442 GigaCode | \u0410\u0433\u0435\u043d\u0442 Cline | \u041c\u043e\u0434\u0435\u043b\u044c \u0432 \u0447\u0430\u0442\u0435 | \u0428\u0430\u0433 runner, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0439 \u043c\u043e\u0434\u0435\u043b\u044c |\\n33\\t| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u041f\u0430\u043d\u0435\u043b\u044c Cline \u0432 VS Code | \u0412\u0435\u0431-\u0447\u0430\u0442 | \u0412\u0435\u0431-\u0447\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 |\\n34\\t| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | **\u0411\u0410 \u0440\u0443\u043a\u0430\u043c\u0438** \u0447\u0435\u0440\u0435\u0437 `tools/run-task` | **\u041c\u043e\u0434\u0435\u043b\u044c** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 `AGENTS.md` | \u041c\u043e\u0434\u0435\u043b\u044c | Runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430 |\\n35\\t| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0438 \u0433\u0435\u0439\u0442\u043e\u0432 | `validate-package.py` \u0446\u0435\u043b\u0438\u043a\u043e\u043c | `run_task.py` \u0434\u043b\u044f Working \u0438 Release | \u041d\u0435\u0442 | \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source + CI \u0434\u043b\u044f Release |\\n36\\t| \u041a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 \u0432 JSON, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435\u0442 | \u041a\u043d\u043e\u043f\u043a\u0430 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 \u0441 \u0437\u0430\u043f\u0438\u0441\u044c\u044e \u0432 \u0436\u0443\u0440\u043d\u0430\u043b |\\n37\\t\\n38\\t\u0421\u0442\u0440\u043e\u043a\u0430 \u00ab\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u0438 \u0435\u0441\u0442\u044c \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432: \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439\\n39\\t\u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444. \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n40\\t\u043c\u0435\u0441\u0442\u0435 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0435\u0451 \u0441\u0430\u043c\u0438: workflow, skill \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u2014 \u044d\u0442\u043e \u0442\u0435\u043a\u0441\u0442,\\n41\\t\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 hooks \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432, \u043d\u043e \u043d\u0435\\n42\\t\u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 ([\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n43\\t\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0436\u0438\u0442\u044c \u0432 runner, \u0430 \u043a\u043b\u0438\u0435\u043d\u0442 \u2014 \u0431\u044b\u0442\u044c \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a.\\n44\\t\\n45\\t## \u0421\u043b\u043e\u0439 3. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n46\\t\\n47\\t### \u041f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440 \u043f\u0440\u0435\u0436\u043d\u0438\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439\\n48\\t\\n49\\t\u0414\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a\u0430\u0441\u0430\u044e\u0442\u0441\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u0440\u044f\u043c\u043e.\\n50\\t\\n51\\t- **\u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4`: \u00abbuild \u2014 YAML-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb**\\n52\\t  ([`research/ba-requirements/orchestration/30-decision-framework.md` L193](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)).\\n53\\t  YAML \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c YAML \u0432 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043d\u0435 \u0432\u043e\u0448\u0451\u043b: \u00ab\u043d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c\\n54\\t  \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043b\u043e\u0441\u044c \u043a\u0430\u043a \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\u00bb. \u0414\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u043d\u0430\\n55\\t  \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0432\u0435\u0440\u0435\u043d \u0438 \u0441\u0435\u0439\u0447\u0430\u0441. \u0414\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u044b\u043b\u043a\u0430\\n56\\t  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 \u2014 \u00ab\u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb\\n57\\t  ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)):\\n58\\t  \u043f\u043e\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438, \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u043e\u0431\u0449\u0438\u0439\\n59\\t  \u0436\u0443\u0440\u043d\u0430\u043b ([\u0413-36](#\u0433-36)).\\n60\\t- **\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C RFC GigaCode: \u00ab\u0412\u0432\u0435\u0441\u0442\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u2014\\n61\\t  \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb**\\n62\\t  ([RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375)).\\n63\\t  \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e, \u0430 \u043d\u0435 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e, \u0438 \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 ([\u0413-54](#\u0433-54)).\\n64\\t  \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u0446\u0435\u043b\u0438 \u043f\u043e\u043a\u0430 \u043d\u0435\\n65\\t  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442, \u043d\u043e \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0434\u0435\u0448\u0451\u0432\u044b\u0435 \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 runner, \u0431\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e\\n66\\t  \u0434\u0432\u0438\u0436\u043a\u0430. \u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0430\u043a: \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a\\n67\\t  \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043d\u0443\u0436\u043d\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f,\\n68\\t  \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0436\u0443\u0440\u043d\u0430\u043b, \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0440\u0438\\n69\\t  \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0432 \u0441\u0440\u0435\u0434\u0443 4.\\n70\\t- **\u041f\u043b\u0430\u043d n8n \u043c\u0430\u044f 2026.** \u042d\u0442\u0430\u043f 4 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b RAG \u2014\\n71\\t  \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb \u0441 human gates\\n72\\t  ([`2026-05-26-rag-mapping-roadmap.md` L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283))\\n73\\t  \u2014 \u0438 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u044d\u0442\u0430\u043f\u043e\u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043a \u0443\u0437\u043b\u0430\u043c n8n\\n74\\t  ([`2026-05-26-requirements-lifecycle-uncertainty.md` L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)).\\n75\\t  \u041f\u043e\u0437\u0436\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442, \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n76\\t  \u043d\u0435\u0442 ([\u0413-50](#\u0433-50)). \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0430\u0451\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443.\\n77\\t\\n78\\t### \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n79\\t\\n80\\t\u041e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: \u25cf \u2014 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e, \u25d0 \u2014 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c, \u25cb \u2014 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e.\\n81\\t\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438:\\n82\\t\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n83\\t\u041a2 \u2014 \u043f\u0430\u0443\u0437\u0430 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u0434\u043d\u0438;\\n84\\t\u041a3 \u2014 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435;\\n85\\t\u041a4 \u2014 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u0411\u0410, \u043d\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0430;\\n86\\t\u041a5 \u2014 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430;\\n87\\t\u041a6 \u2014 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0434\u043b\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f;\\n88\\t\u041a7 \u2014 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u043e\u043c \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430\u043c\u0438;\\n89\\t\u041a8 \u2014 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438.\\n90\\t\\n91\\t| \u2116 | \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041a1 | \u041a2 | \u041a3 | \u041a4 | \u041a5 | \u041a6 | \u041a7 | \u041a8 | \u0418\u0442\u043e\u0433 |\\n92\\t|---|---------|----|----|----|----|----|----|----|----|------|\\n93\\t| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n94\\t| \u0412-1 | Runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25cf | \u25cf | \u25cf | \u25cf | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1** |\\n95\\t| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\n96\\t| \u0412-3 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner: FastAPI + \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 + Postgres | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25cf | \u25d0 | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2** |\\n97\\t| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n98\\t| \u0412-5 | Temporal | \u25d0 | \u25cf | \u25cf | \u25cb | \u25cb | \u25cf | \u25d0 | \u25d0 | \u0418\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 |\\n99\\t| \u0412-6 | n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25cb | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e |\\n100\\t| \u0412-7 | n8n \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0412-3 | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n101\\t| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n102\\t| \u0412-9 | Windmill, Kestra \u0438\u043b\u0438 Prefect | \u25d0 | \u25d0 | \u25cf | \u25cb | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 |\\n103\\t| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n104\\t\\n105\\t\u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0446\u0435\u043d\u043e\u043a \u2014 \u0432 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u0445 \u0433\u0440\u0443\u043f\u043f\u044b\\n106\\t[\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430) \u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435\\n107\\t[\u00ab\u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\u00bb](#\u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435-\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b-\u0438-\u0438\u0445-\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f).\\n108\\t\\n109\\t## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n110\\t\\n111\\t\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: `G` \u2014 \u043f\u0430\u043a\u0435\u0442\\n112\\t[`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli),\\n113\\t`MM` \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n114\\t[`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n115\\t`P10`\u2026`P12` \u2014 \u043f\u0440\u043e\u0431\u044b \u0438\u0437\\n116\\t[\u0436\u0443\u0440\u043d\u0430\u043b\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n117\\t\\n118\\t### \u0415. \u0421\u043b\u043e\u0439 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0435\u0451 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n119\\t\\n120\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n121\\t|---|----------|----------------|--------|-------------|--------------|\\n122\\t| \u0413-26 | \u0412 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e, \u043a\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 | `MM` \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u0447\u0442\u0435\u043d\u0438\u0435 `routes/` \u0438 \u0437\u0430\u043f\u0438\u0441\u044c \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49), [L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L154)), \u043d\u043e \u0441\u0440\u0435\u0434\u0438 [\u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L35-L53) \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442; `Actor` \u2014 \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb, \u0430 `System` \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c \u0431\u044b\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 ([`SY-1`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L65)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0440\u043e\u043b\u044c \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u043a\u0430\u043a `Actor`: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u0435\u0439\u0442 \u0438 \u043f\u0438\u0448\u0435\u0442 \u0436\u0443\u0440\u043d\u0430\u043b. \u041a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0435\u0451 \u0432 runner, \u0430 \u043d\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b |\\n123\\t| \u0413-27 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440 | `MM` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u043e\u0434 Mango \u0438 GigaCode ([`00-introduction.md` L69-L70](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md#L69-L70)), \u043d\u043e `EP-R1`\u2026`EP-R9` \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0447\u0435\u0440\u0435\u0437 \u0433\u0440\u0430\u0444, \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b ([L225-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L225-L233)); \u0442\u043e\u043b\u044c\u043a\u043e `EP-R8` \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` \u043a\u0430\u043a \u00ab\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043b\u0438\u0441\u0442\u0430\u00bb \u2014 \u0431\u0435\u0437 \u0447\u0430\u0442\u0430 \u043a\u0430\u043a \u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044f |\\n124\\t| \u0413-28 | \u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0440\u0451\u0431\u0435\u0440 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0430\u043a, \u043a\u0430\u043a \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 YAML | `P11`: \u0432 [`routes/rg-bcreq-v1.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) 17 \u043d\u0435\u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432, runner \u0438\u0445 \u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442; \u0432\u0435\u0442\u0432\u0438 \u0437\u0430\u043d\u043e\u0432\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 ([`run-task.py` L151-L187](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L151-L187)). \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432 Source \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 runner | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0431\u0435\u0437 `eval`; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0447\u0442\u043e \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f |\\n125\\t| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n126\\t| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 | `P10`: \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0451\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0440\u0430\u0432\u043d\u0430 `1.0`. [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L69) \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0448\u0430\u0433\u0438 \u0441\u043e `script_invoked`, \u0430 \u0441\u043a\u0440\u0438\u043f\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 ([\u0413-29](#\u0433-29)). \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 ADR-018 \u00ab\u043c\u0435\u043d\u044c\u0448\u0435 95% \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\u00bb ([L55](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L55)) \u043f\u0440\u0438 \u0442\u0430\u043a\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u0435\u0442\u0440\u0438\u043a\u0443.** \u0421\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0448\u0430\u0433\u0438, \u0433\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430 \u043f\u043e \u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 |\\n127\\t| \u0413-31 | \u041f\u0440\u043e\u0433\u043e\u043d, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c (`EP-R8`) | `halt` \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f ([`run-task.py` L30](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L30)); `advance` \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 \u043d\u0435 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441\u0435 `active` ([L199-L200](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L199-L200)); \u0440\u0435\u0431\u0440\u043e n7 \u2192 halt \u043f\u0440\u0438 `answers.count == 0` ([\u043c\u0430\u0440\u0448\u0440\u0443\u0442 L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `waiting` \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `resume` \u0441 \u043d\u043e\u0432\u044b\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c (\u043e\u0442\u0432\u0435\u0442\u044b \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430); \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043b\u0438\u0441\u0442\u0430 \u043f\u043e `EP-R8` |\\n128\\t| \u0413-32 | \u041e\u0448\u0438\u0431\u043a\u0443 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 runner \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 | `P12`: \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043a \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 \u0443\u0437\u043b\u0443 n9 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443, \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 `task is blocked or finished`. \u041b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0432 `blocked` ([L143-L147](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L143-L147)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0442\u043b\u0438\u0447\u0430\u0442\u044c \u043e\u0448\u0438\u0431\u043a\u0443 \u0432\u0432\u043e\u0434\u0430 (\u043d\u0435\u0442 \u0442\u0430\u043a\u043e\u0433\u043e \u0440\u0435\u0431\u0440\u0430, \u043d\u0435\u0442 \u0444\u0430\u0439\u043b\u0430) \u2014 \u0435\u0451 \u043d\u0435 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u043e\u0442\u043a\u0430\u0437 \u0433\u0435\u0439\u0442\u0430 \u2014 \u043e\u0442 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach. \u0414\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f: **\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435** \u2014 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u043d\u043e\u0432\u043e\u0433\u043e TASK ID |\\n129\\t| \u0413-33 | \u041f\u0430\u043a\u0435\u0442 \u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 (`EP-R7`) | `EP-R7` \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u0443 \u043f\u043e\u043f\u044b\u0442\u043a\u0443 ([L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231)); \u043c\u0430\u0440\u0448\u0440\u0443\u0442 GigaCode \u2014 `corrective_attempts: 0` \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `EP-R7` ([L66-L67](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L66-L67)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430.** \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435: \u043e\u0434\u043d\u0430 \u043f\u043e\u043f\u044b\u0442\u043a\u0430, \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u0430\u044f runner, \u2014 \u043e\u043d\u0430 \u043d\u0435 \u0441\u043a\u0440\u044b\u0442\u0430\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043d\u0435 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0443 ADR-018 |\\n130\\t| \u0413-34 | \u0423\u0437\u0435\u043b n7 \u00ab\u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443\u00bb \u043e\u043f\u0438\u0441\u0430\u043d \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e | \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0443\u0437\u043b\u0430: \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u0435\u0440\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435, \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442\u00bb ([L24](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L24)); \u043f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u0430: \u00ab\u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u2014 \u0440\u0435\u0431\u0440\u043e \u0433\u0440\u0430\u0444\u0430, \u0430 \u043d\u0435 \u043f\u0430\u0443\u0437\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c Source.** \u041e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u043e\u043c \u0433\u0440\u0430\u0444\u0430 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0435\u0433\u043e \u0447\u0435\u0440\u0435\u0437 `waiting` ([\u0413-31](#\u0433-31)) |\\n131\\t| \u0413-35 | \u0416\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 append-only \u0438 \u0437\u0430\u0449\u0438\u0449\u0451\u043d \u043e\u0442 \u043f\u043e\u0434\u043c\u0435\u043d\u044b (`EP-R9`) | Runner \u0434\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 \u0438 `recorded_by: runner` ([L132-L139](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L132-L139)) \u0438 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 ([L94-L122](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L94-L122)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c.** \u042d\u0442\u043e \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044f\u0434\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u043e\u0438\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043b\u044e\u0431\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0435\u0440\u0432\u0435\u0440 |\\n132\\t| \u0413-36 | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u00ab\u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | [\u0412\u0435\u0440\u0434\u0438\u043a\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193) \u0440\u0435\u0448\u0430\u0435\u0442 build \u043f\u0440\u043e\u0442\u0438\u0432 buy \u0434\u043b\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043d\u043e \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u043f\u043e\u0441\u044b\u043b\u043a\u0430 \u2014 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)) \u2014 \u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 1 \u0438 \u043d\u0435\u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u00ab\u041d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043d\u0435 \u0437\u043d\u0430\u0447\u0438\u0442 \u00ab\u043d\u0435 \u0438\u043c\u0435\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u00bb. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u2014 \u0441\u0432\u043e\u0439 runner |\\n133\\t\\n134\\t### \u0416. \u0421\u043b\u043e\u0439 2: \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442, \u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a)\\n135\\t\\n136\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n137\\t|---|----------|----------------|--------|-------------|--------------|\\n138\\t| \u0413-37 | \u041a\u043b\u0438\u0435\u043d\u0442 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 (Cline, GigaCode CLI, \u0430\u043d\u0430\u043b\u043e\u0433\u0438) \u043c\u043e\u0436\u0435\u0442 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | Workflow Cline \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432 \u0442\u0435\u043a\u0441\u0442 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u043b\u044f \u043c\u043e\u0434\u0435\u043b\u0438 ([\u0442\u0435\u0441\u0442 `slash-command-expansion`](https://github.com/cline/cline/blob/main/apps/vscode/src/sdk/slash-command-expansion.test.ts)); \u043a\u043e\u043c\u0430\u043d\u0434\u044b Kilo Code, Gemini CLI \u0438 Qwen Code \u2014 \u0442\u043e\u0436\u0435 \u0442\u0435\u043a\u0441\u0442 ([Kilo](https://kilo.ai/docs/customize/workflows), [Gemini](https://geminicli.com/docs/cli/custom-commands/), [Qwen](https://qwenlm.github.io/qwen-code-docs/en/users/features/commands/)). Skills GigaCode \u00ab\u043d\u0435 \u0434\u0430\u044e\u0442\u00bb \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0439 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 ([ADR-018 L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u041a\u043b\u0438\u0435\u043d\u0442 \u2014 \u043c\u0435\u0441\u0442\u043e, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0436\u0438\u0432\u0451\u0442 \u0432 runner |\\n139\\t| \u0413-38 | MCP-\u0441\u0435\u0440\u0432\u0435\u0440 runner \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c | \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f MCP: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u00abmodel-controlled\u00bb ([MCP 2025-11-25, tools](https://modelcontextprotocol.io/specification/2025-11-25/server/tools)); \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. ADR-018 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443 \u0436\u0435 ([L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)), ADR-019 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 MCP \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a ([L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043a\u0430\u043a \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0445\u043e\u0434, \u043d\u043e runner \u0432\u0441\u0451 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043d\u0435\u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 |\\n140\\t| \u0413-39 | Hooks \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u043c\u043e\u0433\u0443\u0442 \u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 | Hook \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432: Cline \u2014 `cancel: true` ([\u043f\u0440\u0438\u043c\u0435\u0440 SDK](https://github.com/cline/cline/blob/main/sdk/examples/hooks/PreToolUse_BlockDestructive.sh)), Gemini CLI \u2014 \u043a\u043e\u0434 \u0432\u044b\u0445\u043e\u0434\u0430 2 ([hooks](https://geminicli.com/docs/hooks/)), Qwen Code \u2014 `permissionDecision: deny` ([hooks](https://qwenlm.github.io/qwen-code-docs/en/users/features/hooks/)). \u0417\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433 hook \u043d\u0435 \u043c\u043e\u0436\u0435\u0442. \u0423 GigaCode CLI hooks \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b ([\u0413-42](#\u0433-42)); hooks \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043d\u0430 Windows \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f ([\u0413-10 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-10)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** Hook \u2014 \u0441\u0442\u0440\u0430\u0436, \u0430 \u043d\u0435 \u0432\u0435\u0434\u0443\u0449\u0438\u0439. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u043f\u0440\u0435\u0442\u0430 \u0437\u0430\u043f\u0438\u0441\u0438 \u0432 `runs/` \u043c\u0438\u043c\u043e runner |\\n141\\t| \u0413-40 | \u0421\u0440\u0435\u0434\u0430\u043c 1 \u0438 2 \u043d\u0443\u0436\u043d\u044b \u0440\u0430\u0437\u043d\u044b\u0435 runner'\u044b | \u0421\u0435\u0439\u0447\u0430\u0441 \u0438\u0445 \u0434\u0432\u0430: [`run-task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py) \u0441 \u0433\u0440\u0430\u0444\u043e\u043c RG-BCREQ-v1 \u0438 [`run_task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/run_task.py) \u0441 \u043e\u0434\u043d\u0438\u043c \u043e\u0442\u0440\u0435\u0437\u043a\u043e\u043c Working \u2192 Release. \u041b\u043e\u0433\u0438\u043a\u0430 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a; \u0441\u0440\u0435\u0434\u0430 4 \u0437\u0430\u0434\u0443\u043c\u0430\u043d\u0430 \u00ab\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0439 \u0441 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u043c\u0438\u00bb ([ADR-019 L94](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L94)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u043c\u043e\u0435 \u0432 \u043e\u0431\u0430 \u043f\u0430\u043a\u0435\u0442\u0430; \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u0434\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n142\\t| \u0413-41 | \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b, \u0432 \u043d\u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043b\u043e\u0433\u0438\u043a\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 | Roo Code \u0432 \u0430\u0440\u0445\u0438\u0432\u0435, \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0432\u044b\u043f\u0443\u0441\u043a v3.54.0 \u043e\u0442 2026-05-15 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/RooCodeInc/Roo-Code)); \u0440\u0435\u0436\u0438\u043c Orchestrator \u0432 Kilo Code \u0443\u0441\u0442\u0430\u0440\u0435\u043b ([docs](https://kilo.ai/docs/code-with-ai/agents/orchestrator-mode)); Gemini CLI \u0441 2026-06-18 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0442\u043d\u044b\u0435 \u0438 Enterprise-\u0430\u043a\u043a\u0430\u0443\u043d\u0442\u044b ([Google](https://developers.googleblog.com/an-important-update-transitioning-gemini-cli-to-antigravity-cli/)); Cline v4 \u0441\u043c\u0435\u043d\u0438\u043b \u0438\u043c\u0435\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0438 hook \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b \u0438\u0445 \u0443\u0437\u043d\u0430\u0432\u0430\u0442\u044c ([\u0413-11 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-11)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0412\u0441\u0451, \u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0436\u0438\u0442\u044c \u0441\u043c\u0435\u043d\u0443 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, \u0436\u0438\u0432\u0451\u0442 \u0432 Source \u0438 runner |\\n143\\t| \u0413-42 | \u041f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 GigaCode CLI \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b | \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 GigaCode \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0433\u0438\u043d\u044b IDE ([gitverse](https://gitverse.ru/features/gigacode/install/)); CLI \u0438\u0437\u0432\u0435\u0441\u0442\u0435\u043d \u043f\u043e \u0430\u043d\u043e\u043d\u0441\u0443 \u0432\u043e \u0432\u0442\u043e\u0440\u0438\u0447\u043d\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435 ([seonews](https://m.seonews.ru/events/sber-predstavil-gigacode-cli-ii-razrabotchik-teper-rabotaet-iz-komandnoy-stroki/)); \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 hooks \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e | \u041d\u0438\u0437\u043a\u0430\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u043d\u0430 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 \u0431\u0435\u0437 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f |\\n144\\t| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI \u0434\u043b\u044f Python \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 `base_url` ([openai-python](https://github.com/openai/openai-python)). \u0412 \u0441\u0440\u0435\u0434\u0435 1 API Mango AI \u043d\u0435\u0442 ([issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)). \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0441\u044f | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u0434\u043e\u0441\u0442\u0443\u043f \u043a endpoint Mango AI \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0434\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b 4 |\\n145\\t\\n146\\t### \u0417. \u0421\u043b\u043e\u0439 3: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n147\\t\\n148\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n149\\t|---|----------|----------------|--------|-------------|--------------|\\n150\\t| \u0413-44 | n8n \u2014 \u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 | \u0417\u0430: \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438 ([\u0413-46](#\u0433-46)), OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 ([\u0413-45](#\u0433-45)), \u0444\u043e\u0440\u043c\u044b, \u0447\u0430\u0442, Jira, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Server ([Jira](https://docs.n8n.io/integrations/builtin/credentials/jira.md)), Git ([docs](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.git.md)). \u041f\u0440\u043e\u0442\u0438\u0432: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 n8n ([\u0413-47](#\u0433-47)); Python \u0432 \u0443\u0437\u043b\u0435 Code \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 ([Code](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.code.md)); \u043f\u0430\u0440\u0441\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0432\u044b\u0432\u043e\u0434\u0430 \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 `$ref` ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.outputparserstructured.md)), \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430 \u043d\u0451\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u044b; \u0443\u0437\u0435\u043b Confluence \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f Cloud ([docs](https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.confluence.md)); \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 ([\u0413-48](#\u0433-48)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** n8n \u2014 \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u0438 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u043f\u043e\u0432\u0435\u0440\u0445 API runner (\u0412-7), \u043d\u0435 \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 |\\n151\\t| \u0413-45 | n8n \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 | \u0423\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 OpenAI \u0432 n8n \u0438\u043c\u0435\u044e\u0442 \u043f\u043e\u043b\u0435 `Base URL` ([\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434](https://github.com/n8n-io/n8n/blob/master/packages/nodes-base/credentials/OpenAiApi.credentials.ts)); \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044f \u043d\u0435\u0442. \u0420\u0430\u0431\u043e\u0442\u0430 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u0435\u043b\u044f \u00abUse Responses API\u00bb \u0441 `/chat/completions` \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u0414\u0435\u0440\u0436\u0430\u0442\u044c Responses API \u0432\u044b\u043a\u043b\u044e\u0447\u0435\u043d\u043d\u044b\u043c; \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043d\u0430 \u0441\u0442\u0435\u043d\u0434\u0435 |\\n152\\t| \u0413-46 | n8n \u0443\u043c\u0435\u0435\u0442 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u0430\u0443\u0437\u0443 \u0434\u043d\u044f\u043c\u0438 | \u0423\u0437\u0435\u043b Wait \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043f\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438, webhook \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0435; \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0434\u043e\u043b\u044c\u0448\u0435 65 \u0441 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0431\u0430\u0437\u0435 ([Wait](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.wait.md)); \u0447\u0430\u0442 \u0443\u043c\u0435\u0435\u0442 \u00abSend and Wait for Response\u00bb \u0441 \u043a\u043d\u043e\u043f\u043a\u0430\u043c\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f ([Chat](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-langchain.chat.md)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c** \u043a\u0430\u043a \u043a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u0412-7 |\\n153\\t| \u0413-47 | \u0412 n8n \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0418\u0418-\u0443\u0437\u043b\u043e\u0432 | \u0423\u0437\u0435\u043b AI Agent: \u00abthe agent decides which tools to call\u00bb ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.agent.md)). \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u2014 Basic LLM Chain \u0441\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u0432\u044b\u0432\u043e\u0434\u043e\u043c \u043f\u043b\u044e\u0441 \u0443\u0437\u043b\u044b \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.chainllm.md)), \u043d\u043e \u0442\u043e\u0433\u0434\u0430 \u0433\u0440\u0430\u0444 Source \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0432\u0442\u043e\u0440\u043e\u0439 \u0440\u0430\u0437 \u0432 JSON n8n ([\u044d\u043a\u0441\u043f\u043e\u0440\u0442](https://docs.n8n.io/build/manage-workflows/export-and-import.md)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u041d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c AI Agent \u0434\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430; \u0433\u0440\u0430\u0444 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 Source |\\n154\\t| \u0413-48 | n8n \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0440\u044f\u0434\u043e\u043c \u0441 Jira \u0438 Confluence \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0435\u0440 \u0437\u0430\u0449\u0438\u0442\u044b | CVE-2026-21858, CVSS 10.0, \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 ([Rapid7](https://www.rapid7.com/blog/post/etr-ni8mare-n8scape-flaws-multiple-critical-vulnerabilities-affecting-n8n/)); \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u041a\u0430\u043d\u0430\u0434\u044b ([AL26-001](https://www.cyber.gc.ca/en/alerts-advisories/al26-001-vulnerabilities-affecting-n8n-cve-2026-21858-cve-2026-21877-cve-2025-68613)); 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\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441 Git, SSO \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 Community \u043d\u0435\u0442 ([\u0444\u0443\u043d\u043a\u0446\u0438\u0438 Community](https://docs.n8n.io/deploy/host-n8n/community-edition-features.md)), \u0442\u0430\u0440\u0438\u0444 Business \u2014 667 \u20ac \u0432 \u043c\u0435\u0441\u044f\u0446 ([\u0446\u0435\u043d\u044b](https://n8n.io/pricing/)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0411\u0435\u0437 Git-\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0436\u0438\u0432\u0443\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 Source \u2014 \u044d\u0442\u043e \u0434\u043e\u0432\u043e\u0434 \u0437\u0430 \u0412-7, \u0430 \u043d\u0435 \u0412-6 |\\n156\\t| \u0413-50 | \u041f\u043b\u0430\u043d n8n \u0438\u0437 \u043c\u0430\u044f 2026 \u0431\u044b\u043b \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043f\u043e \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u043c | \u042d\u0442\u0430\u043f 4 \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb ([L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283)) \u0438 \u0443\u0437\u043b\u044b n8n \u043f\u043e \u044d\u0442\u0430\u043f\u0430\u043c ([L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)); \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 ([L191](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)); \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0418\u0434\u0435\u044f, \u0441\u043d\u044f\u0442\u0430\u044f \u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u2014 \u043a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441. \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c \u043d\u0443\u0436\u0435\u043d \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 |\\n157\\t| \u0413-51 | LangGraph \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0432 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e | \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u2014 MIT ([LICENSE](https://github.com/langchain-ai/langgraph/blob/main/LICENSE)), \u043f\u0430\u0443\u0437\u0430 `interrupt()` \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 `Command(resume=\u2026)` ([docs](https://docs.langchain.com/oss/python/langgraph/interrupts)), \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 Postgres ([persistence](https://docs.langchain.com/oss/python/langgraph/persistence)). LangGraph Server \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043d\u0430 `beacon.langchain.com` ([docs](https://docs.langchain.com/langsmith/deploy-standalone-server)). \u041f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0443\u0437\u0435\u043b \u0441 `interrupt()` \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e, \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0422\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0432\u043e\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430 (\u0412-4), \u043d\u0435 LangGraph Server |\\n158\\t| \u0413-52 | Low-code \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u0418\u0418 (Dify, Flowise) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e | Dify \u2014 \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u0430\u044f Apache \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 ([LICENSE](https://github.com/langgenius/dify/blob/main/LICENSE)), \u043a\u043e\u0434 \u0432 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0435 \u0431\u0435\u0437 \u0441\u0435\u0442\u0438 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 ([docs](https://docs.dify.ai/en/use-dify/nodes/code)) \u2014 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c; Flowise \u2014 Node.js ([LICENSE](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md)); \u0432 \u043e\u0431\u043e\u0438\u0445 \u0433\u0440\u0430\u0444 \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c \u043a\u0430\u043a \u044f\u0434\u0440\u043e; \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 |\\n159\\t| \u0413-53 | BPMN-\u0434\u0432\u0438\u0436\u043e\u043a \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0411\u0410 | Camunda 8 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044e \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 8.6 ([Camunda](https://camunda.com/blog/2024/04/licensing-update-camunda-8-self-managed/)); Operaton \u2014 Apache-2.0 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/operaton/operaton)), \u043d\u043e \u044d\u0442\u043e Java \u0438 BPMN: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 BPMN, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u043d\u0438\u043a\u0438 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c; \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c BPMN-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 |\\n160\\t| \u0413-54 | \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u00ab\u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u0438\u043c\u0435\u0435\u0442 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 | [RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375): \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb, \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u2014 \u0446\u0435\u043d\u0430; \u0443\u0441\u043b\u043e\u0432\u0438\u044f, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u043d\u0435\u0442 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442.** \u0417\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0440\u0438\u0433\u0433\u0435\u0440: \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0441\u0435\u0441\u0441\u0438\u0438, \u043e\u0431\u0449\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u0440\u0435\u0434\u0430 4 |\\n161\\t\\n162\\t## \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0445\u0435\u043c\u0430\\n163\\t\\n164\\t```mermaid\\n165\\tflowchart LR\\n166\\t  S[\\\"Source: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b\\\"] -->|\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f| PK[\\\"\u041f\u0430\u043a\u0435\u0442: \u0433\u0440\u0430\u0444 YAML, \u0441\u0445\u0435\u043c\u044b, \u0442\u0435\u043a\u0441\u0442\u044b\\\"]\\n167\\t  PK --> R[\\\"\u042f\u0434\u0440\u043e runner: \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0443\u0437\u043b\u043e\u0432, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435, \u0436\u0443\u0440\u043d\u0430\u043b\\\"]\\n168\\t  subgraph WS[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e\\\"]\\n169\\t    CLI[\\\"tools/run-task next\\\"]\\n170\\t    AG[\\\"GigaCode CLI \u0438\u043b\u0438 Cline: \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\\\"]\\n171\\t  end\\n172\\t  subgraph SRV[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0440\u0435\u0434\u0430 4\\\"]\\n173\\t    API[\\\"\u0421\u043b\u0443\u0436\u0431\u0430 runner + Postgres\\\"]\\n174\\t    UI[\\\"\u0427\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430; n8n \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e\\\"]\\n175\\t  end\\n176\\t  R --> CLI\\n177\\t  R --> API\\n178\\t  AG -->|\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a| CLI\\n179\\t  UI --> API\\n180\\t  API -->|\u0448\u0430\u0433| LLM[\\\"Mango AI: OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API\\\"]\\n181\\t  R --> V[\\\"\u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source\\\"]\\n182\\t  API --> CI[\\\"CI gate \u0434\u043b\u044f Release\\\"]\\n183\\t```\\n184\\t\\n185\\t## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410\\n186\\t\"\n[2026-09-29T07:46:40.893Z] [INFO]       }\n[2026-09-29T07:46:40.893Z] [INFO]     ]\n[2026-09-29T07:46:40.893Z] [INFO]   },\n[2026-09-29T07:46:40.893Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"uuid\": \"eef3277d-b099-4163-a3fb-b12186b618ba\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:39.798Z\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:40.893Z] [INFO] }\n[2026-09-29T07:46:40.917Z] [STDOUT] [log_d87b72] sending request {\n[2026-09-29T07:46:40.922Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:40.926Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:40.935Z] [STDOUT]   options: {\n[2026-09-29T07:46:40.942Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:40.954Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:40.959Z] [STDOUT]     body: {\n[2026-09-29T07:46:40.962Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:40.966Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:40.972Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:40.977Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:40.982Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:40.987Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:40.990Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:40.997Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:41.005Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:41.009Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:41.012Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:41.027Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:41.032Z] [STDOUT]     },\n[2026-09-29T07:46:41.035Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:41.038Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:41.043Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:41.047Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:41.049Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:41.052Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:41.054Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:41.057Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:41.060Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:41.063Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:41.067Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:41.075Z] [STDOUT]     },\n[2026-09-29T07:46:41.079Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:41.082Z] [STDOUT]   },\n[2026-09-29T07:46:41.084Z] [STDOUT]   headers: {\n[2026-09-29T07:46:41.086Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:41.090Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:41.094Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:41.104Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:41.107Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:41.111Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:41.142Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:41.158Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:41.161Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:41.164Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:46:41.168Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:41.171Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Read=207\",\n[2026-09-29T07:46:41.175Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:41.177Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:41.181Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:41.186Z] [STDOUT]     \"x-client-request-id\": \"184fe339-1886-4e36-9967-9dacd7a58aac\",\n[2026-09-29T07:46:41.190Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:41.193Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:41.197Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:41.200Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:41.203Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:41.205Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:41.208Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:41.212Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:41.224Z] [STDOUT]   },\n[2026-09-29T07:46:41.232Z] [STDOUT] }\n[2026-09-29T07:46:41.238Z] [INFO] {\n[2026-09-29T07:46:41.238Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:41.238Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:41.238Z] [INFO]   \"estimated_tokens\": 233,\n[2026-09-29T07:46:41.238Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:41.238Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:41.238Z] [INFO]   \"uuid\": \"2ac850bf-1b30-48cc-ad5a-7df938a1e971\"\n[2026-09-29T07:46:41.238Z] [INFO] }\n[2026-09-29T07:46:41.244Z] [INFO] {\n[2026-09-29T07:46:41.244Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:41.244Z] [INFO]   \"message\": {\n[2026-09-29T07:46:41.244Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:41.244Z] [INFO]     \"id\": \"msg_011CfXMr9iYjExMyXFGN57XN\",\n[2026-09-29T07:46:41.244Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:41.244Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:41.244Z] [INFO]     \"content\": [\n[2026-09-29T07:46:41.244Z] [INFO]       {\n[2026-09-29T07:46:41.244Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:41.244Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:41.244Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:46:41.244Z] [INFO]     ],\n[2026-09-29T07:46:41.244Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:41.244Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:41.244Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:41.244Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:41.244Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:41.244Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:41.244Z] [INFO]       \"cache_creation_input_tokens\": 1703,\n[2026-09-29T07:46:41.244Z] [INFO]       \"cache_read_input_tokens\": 36647,\n[2026-09-29T07:46:41.244Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:41.244Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:41.244Z] [INFO]         \"ephemeral_1h_input_tokens\": 1703\n[2026-09-29T07:46:41.244Z] [INFO]       },\n[2026-09-29T07:46:41.244Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:46:41.244Z] [INFO]       \"service_tier\": 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Next I'll check the research agents' progress, then write the documents.\"\n[2026-09-29T07:46:41.257Z] [INFO]       }\n[2026-09-29T07:46:41.257Z] [INFO]     ],\n[2026-09-29T07:46:41.257Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:41.257Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:41.257Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:41.257Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:41.257Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:41.257Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:41.257Z] [INFO]       \"cache_creation_input_tokens\": 1703,\n[2026-09-29T07:46:41.257Z] [INFO]       \"cache_read_input_tokens\": 36647,\n[2026-09-29T07:46:41.257Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:41.257Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:41.257Z] [INFO]         \"ephemeral_1h_input_tokens\": 1703\n[2026-09-29T07:46:41.257Z] [INFO]       },\n[2026-09-29T07:46:41.257Z] [INFO]       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[Function: abort],\n[2026-09-29T07:46:41.701Z] [STDOUT]     },\n[2026-09-29T07:46:41.704Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:41.710Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:41.717Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:41.728Z] [STDOUT]   },\n[2026-09-29T07:46:41.736Z] [STDOUT]   durationMs: 860,\n[2026-09-29T07:46:41.748Z] [STDOUT] }\n[2026-09-29T07:46:41.776Z] [INFO] {\n[2026-09-29T07:46:41.776Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:41.776Z] [INFO]   \"message\": {\n[2026-09-29T07:46:41.776Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:41.776Z] [INFO]     \"id\": \"msg_011CfXMrDn8CjM1LeTkLrB6q\",\n[2026-09-29T07:46:41.776Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:41.776Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:41.776Z] [INFO]     \"content\": [\n[2026-09-29T07:46:41.776Z] [INFO]       {\n[2026-09-29T07:46:41.776Z] [INFO]    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[INFO]       }\n[2026-09-29T07:46:42.584Z] [INFO]     ],\n[2026-09-29T07:46:42.584Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:42.584Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:42.584Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:42.584Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:42.584Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:42.584Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:42.584Z] [INFO]       \"cache_creation_input_tokens\": 15896,\n[2026-09-29T07:46:42.584Z] [INFO]       \"cache_read_input_tokens\": 101570,\n[2026-09-29T07:46:42.584Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:42.584Z] [INFO]         \"ephemeral_5m_input_tokens\": 15896,\n[2026-09-29T07:46:42.584Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:42.584Z] [INFO]       },\n[2026-09-29T07:46:42.584Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:46:42.584Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:42.584Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:42.584Z] [INFO]     },\n[2026-09-29T07:46:42.584Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:42.584Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:42.584Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:42.584Z] [INFO]   },\n[2026-09-29T07:46:42.584Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"uuid\": \"f75f0b98-5fc4-4fe8-982e-1b62b1bdf15b\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:42.581Z\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"request_id\": \"req_011CfXMrHyQ7rvhptxDbW1ii\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:42.584Z] [INFO] }\n[2026-09-29T07:46:42.785Z] [INFO] {\n[2026-09-29T07:46:42.785Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"message\": {\n[2026-09-29T07:46:42.785Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:42.785Z] [INFO]     \"content\": [\n[2026-09-29T07:46:42.785Z] [INFO]       {\n[2026-09-29T07:46:42.785Z] [INFO]         \"tool_use_id\": \"toolu_01N8Zr1uXfq3cNLHGXHLht9j\",\n[2026-09-29T07:46:42.785Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:42.785Z] [INFO]         \"content\": \"run_id: RUN-0068\\nprocess: feasibility-assessment-tender-bcreq-1114-pstn-mobile-access\\nversion: \\\"1.0\\\"\\ndate: 2026-09-28\\nauthor: \\\"AI issue solver\\\"\\nmodel: \\\"claude-opus-5-5\\\"\\nstatus: draft\\nrun_type: execution\\nsource_paths:\\n  - https://github.com/G-Ivan-A/mango_ba_prompts/issues/363\\n  - https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/91406e430aeb70dabf20548eee0ea95127f42690/docs/kb\\ninputs:\\n  - inputs/README.md\\noutputs:\\n  - outputs/README.md\\n  - outputs/L0-feasibility-assessment-1114.md\\nlogs:\\n  - logs/experiment-log.md\\n  - logs/technical-audit.md\\nfeedback:\\n  - feedback/review-notes.md\\nmetrics:\\n  source_images: 7\\n  source_rows: 22\\n  assessed_requirements: 22\\n  verdicts_yes: 3\\n  verdicts_partial: 7\\n  verdicts_no: 11\\n  verdicts_empty: 1\\n  atomic_citations: 20\\n  template_v4_matches_over_90: 0\\n  eval: \\\"L0-\u043e\u0446\u0435\u043d\u043a\u0430 \u0422\u0417 \u00ab\u041f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u0443\u0433 \u0434\u043b\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u0432 \u0422\u0424\u041e\u041f \u0438 \u0410\u0431\u043e\u043d\u0435\u043d\u0442\u043e\u0432 \u043f\u043e\u0434\u0432\u0438\u0436\u043d\u043e\u0439 \u0441\u043e\u0442\u043e\u0432\u043e\u0439 \u0441\u0432\u044f\u0437\u0438\u00bb \u043f\u043e \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0430\u043c. \u041a\u043e\u043b\u043e\u043d\u043a\u0438 1\u20132 \u0441\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0441 \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0446\u0438\u0435\u0439 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c; \u00a7 \u0438 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u0441\u044b\u043b\u043e\u043a \u0431\u0435\u0440\u0443\u0442\u0441\u044f \u0438\u0437 frontmatter runtime-\u0411\u0417.\\\"\\nrelated_issues:\\n  - https://github.com/G-Ivan-A/mango_ba_prompts/issues/363\\nrelated_runs:\\n  - RUN-0066\\nrelated_artifacts:\\n  - experiments/issue_363/source_transcription.json\\n  - experiments/issue_363/generate_run.py\\n  - experiments/issue_363/verify_quotes.py\\n  - scripts/validate_issue_363_run.py\\n---\\nstatus: draft\\nupdated: 2026-09-28\\nai-generated: true\\ntype: evidence\\n---\\n\\n# \u0416\u0443\u0440\u043d\u0430\u043b \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 RUN-0068\\n\\n## 1. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u0430 (circuit breaker)\\n\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue \u0441\u043a\u0430\u0447\u0430\u043d\u044b \u0441 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0435\u0439 `gh`; \u0432\u0441\u0435 7 \u0444\u0430\u0439\u043b\u043e\u0432 \u2014 \u0432\u0430\u043b\u0438\u0434\u043d\u044b\u0435 PNG\\n(\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0441\u0438\u0433\u043d\u0430\u0442\u0443\u0440\u043e\u0439 \u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0447\u0435\u0440\u0435\u0437 Pillow). OCR-\u0434\u0432\u0438\u0436\u043e\u043a \u0432 \u0441\u0440\u0435\u0434\u0435 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d,\\n\u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0442\u0435\u043a\u0441\u0442 \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u0431\u0438\u0440\u043e\u0432\u0430\u043d \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e \u0441 \u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u043d\u044b\u0445 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u043e\u0432 (crop \u00d72) \u043a\u0430\u0436\u0434\u043e\u0439\\n\u044f\u0447\u0435\u0439\u043a\u0438. \u0421\u0442\u043e\u043f-\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u043e: \u0432\u0441\u0435 \u044f\u0447\u0435\u0439\u043a\u0438, \u043a\u0440\u043e\u043c\u0435 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u0430 \u043f.9, \u0447\u0438\u0442\u0430\u0435\u043c\u044b.\\n\\n## 2. \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u043a\u043e\u043b\u043e\u043d\u043e\u043a 1\u20132\\n\\n1. \u042d\u0442\u0430\u043b\u043e\u043d \u2014 `experiments/issue_363/source_transcription.json`: \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0438\\n   `[\u2116, \u0442\u0435\u043a\u0441\u0442, \u0444\u0430\u0439\u043b-\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442]` \u0438 SHA-256 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0430 (\u0441\u0432\u044f\u0437\u044c \u044d\u0442\u0430\u043b\u043e\u043d\u0430 \u0441\\n   \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c\u0438 \u0431\u0430\u0439\u0442\u0430\u043c\u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u0430).\\n2. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0430: \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f (`\u043c\u043e\u0431\u0438\u043b\u044c\u043d\u043e\u0439 \u0441\u043e\u0442\u043e\u0432\u044b\u0439 \u0441\u0432\u044f\u0437\u0438`,\\n   `\u0430\u0432\u0430\u0440\u0438\u043do\u0439 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438`, `email:,`), \u0440\u0430\u0437\u0440\u044b\u0432 \u0430\u0431\u0437\u0430\u0446\u0430 \u2014 ``, \u0432\u0438\u0434\u0438\u043c\u0430\u044f \u043f\u0443\u0441\u0442\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u2014\\n   ``, \u0436\u0438\u0440\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 `**\u2026**`, `|` \u044d\u043a\u0440\u0430\u043d\u0438\u0440\u0443\u0435\u0442\u0441\u044f. \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u2014\\n   \u0434\u0432\u043e\u0439\u043d\u043e\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u0432 \u043f.13 \u0441\u0432\u0435\u0434\u0451\u043d \u043a \u043e\u0434\u0438\u043d\u0430\u0440\u043d\u043e\u043c\u0443 (\u043d\u0430 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0435 \u0448\u0438\u0440\u0438\u043d\u0430 \u043f\u0440\u043e\u0431\u0435\u043b\u0430\\n   \u043d\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e).\\n3. \u0413\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 `experiments/issue_363/generate_run.py` \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 1\u20132 \u0438\u0437\\n   \u044d\u0442\u0430\u043b\u043e\u043d\u0430 \u0431\u0435\u0437 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438.\\n4. \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `scripts/validate_issue_363_run.py` (\u0432 `make validate-full`)\\n   \u043f\u043e\u0441\u0438\u043c\u0432\u043e\u043b\u044c\u043d\u043e \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 1\u20132 \u043e\u0442\u0447\u0451\u0442\u0430 \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u043c, \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0438 \u0447\u0438\u0441\u043b\u043e \u0441\u0442\u0440\u043e\u043a.\\n   \u041d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0442\u0435\u0441\u0442: \u0437\u0430\u043c\u0435\u043d\u0430 `\u0441\u043e\u0442\u043e\u0432\u044b\u0439` \u2192 `\u0441\u043e\u0442\u043e\u0432\u043e\u0439` \u0432 \u043f.1 \u0434\u0430\u0451\u0442\\n   `FAIL \u2026 \u0441\u0442\u0440\u043e\u043a\u0430 1 (\u21161): \u0442\u0435\u043a\u0441\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0441 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u043e\u043c`.\\n\\n## 3. \u0412\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0446\u0438\u0442\u0430\u0442 \u0438 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n- `experiments/issue_363/verify_quotes.py`: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442 \u0446\u0438\u0442\u0430\u0442\u044b \u0438\u0437 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 5\\n  \u0438\u0449\u0435\u0442\u0441\u044f \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0432 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445 \u0411\u0417, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0445 \u0432 \u043a\u043e\u043b\u043e\u043d\u043a\u0435 4 \u2014 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 0.\\n- \u00a7 / \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a / \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432 \u0441\u0441\u044b\u043b\u043a\u0430\u0445 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u0438\u0437 frontmatter \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 runtime-\u0411\u0417\\n  (commit `91406e430aeb70dabf20548eee0ea95127f42690`) \u0438 \u0441\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c\\n  \u043f\u0440\u0438 `MANGO_BA_RUNTIME_MAIN`, \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0449\u0435\u043c \u043d\u0430 \u044d\u0442\u043e\u0442 commit.\\n- \u0426\u0438\u0442\u0430\u0442\u044b \u043f\u043e\u0440\u0442\u0430\u043b\u0430 (`mango-office.ru/products/virtualnaya_ats/vozmozhnosti/sip-trunk/`)\\n  \u0441\u043d\u044f\u0442\u044b \u0441\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u0443\u0447\u043d\u0443\u044e; ptime 20 ms \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d \u2014 \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb.\\n\\n## 4. \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0422\u0417 v4\\n\\n\u0428\u0430\u0431\u043b\u043e\u043d \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0412\u0410\u0422\u0421 / \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440 (\u0440\u0430\u0437\u0434\u0435\u043b\u044b 2, 3, 7\u20139, 12). \u041d\u0438 \u043e\u0434\u0438\u043d \u043f\u0443\u043d\u043a\u0442\\n\u0422\u0417 BCREQ-1114 (\u0443\u0441\u043b\u0443\u0433\u0438 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0430: SIP-\u0442\u0440\u0430\u043d\u043a, \u0422\u0424\u041e\u041f, SLA) \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 >90%,\\n\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0431\u0435\u0437 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u00bb \u043d\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u043b\u043e\u0441\u044c.\",\n[2026-09-29T07:46:42.785Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:42.785Z] [INFO]       }\n[2026-09-29T07:46:42.785Z] [INFO]     ]\n[2026-09-29T07:46:42.785Z] [INFO]   },\n[2026-09-29T07:46:42.785Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"uuid\": \"0dcfce56-8b29-497b-b816-f89539939203\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:42.764Z\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:42.785Z] [INFO] }\n[2026-09-29T07:46:42.898Z] [STDOUT] [log_2acf72] sending request {\n[2026-09-29T07:46:42.902Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:42.913Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:42.923Z] [STDOUT]   options: {\n[2026-09-29T07:46:42.934Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:42.942Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:42.947Z] [STDOUT]     body: {\n[2026-09-29T07:46:42.961Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:42.971Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:42.975Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:42.980Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:46:42.983Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:42.989Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:43.001Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:43.032Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:43.037Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:43.043Z] [STDOUT]       fallbacks: \"default\",\n[2026-09-29T07:46:43.047Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:43.052Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:43.056Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:43.066Z] [STDOUT]     },\n[2026-09-29T07:46:43.071Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:43.078Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:43.084Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:43.089Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:43.095Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:43.100Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:43.103Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:43.105Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:43.107Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:43.110Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:43.113Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:43.117Z] [STDOUT]     },\n[2026-09-29T07:46:43.120Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:43.123Z] [STDOUT]   },\n[2026-09-29T07:46:43.127Z] [STDOUT]   headers: {\n[2026-09-29T07:46:43.132Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:43.136Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,server-side-fallback-2026-07-01,fallback-credit-2026-06-01,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:43.142Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:43.146Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:43.152Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:43.155Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:43.160Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:43.162Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:43.164Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:43.169Z] [STDOUT]     \"x-cc-compaction-request\": \"auto\",\n[2026-09-29T07:46:43.172Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:43.174Z] [STDOUT]     \"x-claude-code-compaction\": \"auto\",\n[2026-09-29T07:46:43.178Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:43.181Z] [STDOUT]     \"x-claude-code-request-class\": \"compaction\",\n[2026-09-29T07:46:43.184Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:43.188Z] [STDOUT]     \"x-client-request-id\": \"08460d89-5e11-4880-a814-d95190b5bfdb\",\n[2026-09-29T07:46:43.191Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:43.194Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:43.196Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:43.201Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:43.207Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:43.211Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:43.214Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:43.217Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:43.221Z] [STDOUT]   },\n[2026-09-29T07:46:43.225Z] [STDOUT] }\n[2026-09-29T07:46:43.535Z] [INFO] {\n[2026-09-29T07:46:43.535Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:43.535Z] [INFO]   \"message\": {\n[2026-09-29T07:46:43.535Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:43.535Z] [INFO]     \"content\": [\n[2026-09-29T07:46:43.535Z] [INFO]       {\n[2026-09-29T07:46:43.535Z] [INFO]         \"tool_use_id\": \"toolu_01ALe8wm5vY9fvpuo91unrM2\",\n[2026-09-29T07:46:43.535Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:43.535Z] [INFO]         \"content\": \"total 12\\ndrwxr-xr-x 2 box  box  4096 Sep 29 07:44 .\\ndrwxrwxrwt 1 root root 4096 Sep 29 07:46 ..\\n\u0434\u0435\u043d \u2014 \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb.\\\\n\\\\n## 4. \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0422\u0417 v4\\\\n\\\\n\u0428\u0430\u0431\u043b\u043e\u043d \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0412\u0410\u0422\u0421 / \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440 (\u0440\u0430\u0437\u0434\u0435\u043b\u044b 2, 3, 7\u20139, 12). \u041d\u0438 \u043e\u0434\u0438\u043d \u043f\u0443\u043d\u043a\u0442\\\\n\u0422\u0417 BCREQ-1114 (\u0443\u0441\u043b\u0443\u0433\u0438 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0430: SIP-\u0442\u0440\u0430\u043d\u043a, \u0422\u0424\u041e\u041f, SLA) \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 >90%,\\\\n\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0431\u0435\u0437 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u00bb \u043d\u0435 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[INFO]         \"is_error\": false\n[2026-09-29T07:46:43.535Z] [INFO]       }\n[2026-09-29T07:46:43.535Z] [INFO]     ]\n[2026-09-29T07:46:43.535Z] [INFO]   },\n[2026-09-29T07:46:43.535Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:43.535Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:43.535Z] [INFO]   \"uuid\": \"ace87279-70ed-46d6-88ee-decd72070de4\",\n[2026-09-29T07:46:43.535Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:43.527Z\",\n[2026-09-29T07:46:43.535Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:43.535Z] [INFO]     \"stdout\": \"total 12\\ndrwxr-xr-x 2 box  box  4096 Sep 29 07:44 .\\ndrwxrwxrwt 1 root root 4096 Sep 29 07:46 ..\\n\u0434\u0435\u043d \u2014 \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb.\\\\n\\\\n## 4. \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0422\u0417 v4\\\\n\\\\n\u0428\u0430\u0431\u043b\u043e\u043d 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\"[REDACTED]\",\n[2026-09-29T07:46:43.754Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:43.757Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:43.761Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:43.767Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1311\",\n[2026-09-29T07:46:43.771Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:43.776Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:43.782Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:43.786Z] [STDOUT]     \"x-client-request-id\": \"6f97e404-a742-4329-b9be-40208b29a043\",\n[2026-09-29T07:46:43.789Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:43.792Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:43.796Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:43.801Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:43.803Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:43.806Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:43.810Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:43.815Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:43.817Z] [STDOUT]   },\n[2026-09-29T07:46:43.820Z] [STDOUT] }\n[2026-09-29T07:46:44.359Z] [STDOUT] [log_806bf2, request-id: \"req_011CfXMrZr7ogFdPXuef7X8S\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 756ms\n[2026-09-29T07:46:44.363Z] [STDOUT] [log_806bf2] response start {\n[2026-09-29T07:46:44.366Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:44.370Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:44.375Z] [STDOUT]   headers: {\n[2026-09-29T07:46:44.379Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:44.382Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:44.385Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:44.389Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:44.392Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:44.396Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:44.400Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:44.402Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:44.407Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:44.410Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:44.414Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:44.421Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:44.425Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:44.430Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:44.435Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:44.438Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:44.446Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:44.449Z] [STDOUT]     \"cf-ray\": \"a429602e882adbb5-FRA\",\n[2026-09-29T07:46:44.453Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:44.458Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:44.462Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:44.464Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:44.468Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:44 GMT\",\n[2026-09-29T07:46:44.471Z] [STDOUT]     \"request-id\": \"req_011CfXMrZr7ogFdPXuef7X8S\",\n[2026-09-29T07:46:44.474Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:44.477Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:44.480Z] [STDOUT]     traceresponse: \"00-7dfa793da5db5150a38ecbf7c843eef8-e9e41b44b757e707-01\",\n[2026-09-29T07:46:44.484Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:44.488Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:44.492Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:44.496Z] [STDOUT]   },\n[2026-09-29T07:46:44.502Z] [STDOUT]   durationMs: 756,\n[2026-09-29T07:46:44.506Z] [STDOUT] }\n[2026-09-29T07:46:44.508Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:44.515Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:44 GMT\",\n[2026-09-29T07:46:44.520Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:44.525Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:44.533Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:44.538Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:44.542Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:44.545Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:44.548Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:44.551Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:44.554Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:44.558Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:44.561Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:44.563Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:44.567Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:44.572Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:44.575Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:44.578Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:44.581Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:44.584Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:44.590Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:44.596Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:44.600Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:44.603Z] [STDOUT]   \"request-id\": \"req_011CfXMrZr7ogFdPXuef7X8S\",\n[2026-09-29T07:46:44.606Z] [STDOUT]   \"traceresponse\": \"00-7dfa793da5db5150a38ecbf7c843eef8-e9e41b44b757e707-01\",\n[2026-09-29T07:46:44.610Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:44.614Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:44.619Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:44.625Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:44.637Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:44.642Z] [STDOUT]   \"cf-ray\": \"a429602e882adbb5-FRA\",\n[2026-09-29T07:46:44.647Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:44.650Z] [STDOUT] [log_806bf2] response parsed {\n[2026-09-29T07:46:44.655Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:44.658Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:44.660Z] [STDOUT]   body: X {\n[2026-09-29T07:46:44.663Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:44.666Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:44.669Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:44.672Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:44.676Z] [STDOUT]     },\n[2026-09-29T07:46:44.679Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:44.683Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:44.688Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:44.692Z] [STDOUT]   },\n[2026-09-29T07:46:44.698Z] [STDOUT]   durationMs: 757,\n[2026-09-29T07:46:44.702Z] [STDOUT] }\n[2026-09-29T07:46:44.710Z] [INFO] {\n[2026-09-29T07:46:44.710Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"message\": {\n[2026-09-29T07:46:44.710Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:44.710Z] [INFO]     \"content\": [\n[2026-09-29T07:46:44.710Z] [INFO]       {\n[2026-09-29T07:46:44.710Z] [INFO]         \"tool_use_id\": \"toolu_015b8Byv3jMfmbQfxFZDpkhn\",\n[2026-09-29T07:46:44.710Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:44.710Z] [INFO]         \"content\": \"## \u041c\u0435\u0442\u043e\u0434\\n\\n1. **\u0422\u0440\u0438 \u0441\u043b\u043e\u044f.** \u041a\u0430\u0436\u0434\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043e\u0434\u043d\u043e\u043c\u0443 \u0441\u043b\u043e\u044e: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n   (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0415](#\u0435-\u0441\u043b\u043e\u0439-1-\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c-\u0438-\u0435\u0451-\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f)),\\n   \u0441\u0440\u0435\u0434\u044b (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0416](#\u0436-\u0441\u043b\u043e\u0439-2-\u0441\u0440\u0435\u0434\u044b-\u0430\u0433\u0435\u043d\u0442-\u043a\u043b\u0438\u0435\u043d\u0442-\u043c\u043e\u0434\u0435\u043b\u044c-\u0447\u0435\u043b\u043e\u0432\u0435\u043a)),\\n   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430)).\\n2. **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430.** \u0421\u0442\u0440\u043e\u043a\u0438 \u043a\u043e\u0434\u0430 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 `main`; \u043f\u0440\u043e\u0431\u044b runner\\n   GigaCode `P10`\u2026`P12` \u0432\\n   [`experiments/issue_639_runner_probes.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py)\\n   \u0441 [\u0436\u0443\u0440\u043d\u0430\u043b\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log);\\n   \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2014 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f, \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434\\n   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0435 2026-09-29. \u0412\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u044b.\\n3. **\u0421\u0442\u0430\u0442\u0443\u0441\u044b.** \u00ab\u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e\u00bb \u0438 \u00ab\u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e\u00bb \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438.\\n   \u00ab\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e\u00bb \u2014 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u0432\\n   \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0435. \u00ab\u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\u00bb \u2014 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043d\u0435\u0442, \u0443\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n4. **\u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0442\u0438\u043f \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438** \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438: \u0432\u044b\u0441\u043e\u043a\u0430\u044f,\\n   \u0441\u0440\u0435\u0434\u043d\u044f\u044f, \u043d\u0438\u0437\u043a\u0430\u044f; \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c, \u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c. \u0414\u043b\u044f \u0441\u043b\u043e\u044f 3\\n   \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0442\u0438\u043f **\u0432\u044b\u0431\u043e\u0440** \u2014 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043c\u0435\u0436\u0434\u0443 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438.\\n5. **\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0443\u0441\u043f\u0435\u0445\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.** \u0412\u0430\u0440\u0438\u0430\u043d\u0442 \u0433\u043e\u0434\u0438\u0442\u0441\u044f \u043a\u0430\u043a \u044f\u0434\u0440\u043e, \u0435\u0441\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n   \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 (\u0433\u0440\u0430\u0444 \u0441 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430\u043c\u0438 `EP-R3`/`EP-R5`, \u0437\u0430\u043f\u0438\u0441\u044c\\n   \u0440\u0435\u0448\u0435\u043d\u0438\u0439 `EP-R6`, \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 `EP-R7`, \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 `EP-R8`,\\n   \u0436\u0443\u0440\u043d\u0430\u043b `EP-R9`, G-human) \u043a\u043e\u0434\u043e\u043c \u0432\u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u0438, \u0431\u0435\u0440\u0451\u0442 \u0433\u0440\u0430\u0444 \u0438\u0437 Source \u0431\u0435\u0437\\n   \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u0441\u0432\u043e\u0435\u0439 \u0441\u0440\u0435\u0434\u044b.\\n6. **\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.** \u0412\u0430\u0440\u0438\u0430\u043d\u0442 \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u044f\u0434\u0440\u043e, \u0435\u0441\u043b\u0438\\n   \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u043e: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c\\n   \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b; \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; \u043d\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a\\n   \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435; \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435\\n   \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u043b\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043b\u0430\u0442\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 \u0434\u043b\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438.\\n\\n## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n\\n- **\u0417\u0430 \u00ab\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u043a\u043e\u0434\u0435, \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435\u00bb.** Anthropic: workflow \u0434\u0430\u044e\u0442\\n  \u00abpredictability and consistency for well-defined tasks\u00bb\\n  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n  HumanLayer, \u0444\u0430\u043a\u0442\u043e\u0440 8 \u2014 \u00abOwn your control flow\u00bb\\n  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\\n  LangChain: \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u2014 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 workflow \u0438\\n  \u0430\u0433\u0435\u043d\u0442\u043e\u0432 ([How to think about agent frameworks](https://www.langchain.com/blog/how-to-think-about-agent-frameworks)).\\n  BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u2014 \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430.\\n- **\u041f\u0440\u043e\u0442\u0438\u0432.** \u0422\u0430 \u0436\u0435 \u0441\u0442\u0430\u0442\u044c\u044f Anthropic \u0441\u043e\u0432\u0435\u0442\u0443\u0435\u0442 \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043d\u0443\u0436\u043d\u0430\\n  \u0433\u0438\u0431\u043a\u043e\u0441\u0442\u044c. \u0412 BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u0433\u0438\u0431\u043a\u043e\u0441\u0442\u044c \u043d\u0443\u0436\u043d\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0443\u0437\u043b\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u043a\u0438,\\n  \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432, \u2014 \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u0440\u043e\u043c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u0430\\n  \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014 \u043d\u0435\u0442.\\n- **\u041d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b.** \u0417\u0430\u043a\u0440\u044b\u0442\u0438\u0435 Roo Code \u0438 \u0441\u043c\u0435\u043d\u0430 \u0438\u043c\u0451\u043d \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 Cline\\n  ([\u0413-41](#\u0433-41)) \u2014 \u043b\u043e\u0433\u0438\u043a\u0430 \u0432 \u043a\u043b\u0438\u0435\u043d\u0442\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0441\u043c\u0435\u043d\u0435 \u043a\u043b\u0438\u0435\u043d\u0442\u0430.\\n  \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 n8n ([\u0413-48](#\u0433-48)) \u2014 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439\\n  \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438. \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0443\u0437\u043b\u0430 \u043f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0432\\n  LangGraph ([\u0413-51](#\u0433-51)) \u2014 \u0434\u0432\u0438\u0436\u043e\u043a \u043d\u0435 \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\\n  \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0438. \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u2014 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 runner \u0442\u043e\u0436\u0435 \u043c\u043e\u0436\u0435\u0442\\n  \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u0436\u043d\u043e\u0435 \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438, \u0435\u0441\u043b\u0438 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n## \u041a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b: \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\\n\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u043f\u0440\u0438\u0447\u0438\u043d. \u0421\u043b\u043e\u0438 1\u20133 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 \u0442\u0440\u0438.\\n\\n7. **\u0423 \u0440\u043e\u043b\u0438 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043b\u0430 \u0440\u043e\u043b\u044c, \u043d\u043e\\n   \u043d\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0438 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u0440\u0435\u0448\u0438\u043b \u0432\u043e\u043f\u0440\u043e\u0441 \u043f\u043e\u043a\u0443\u043f\u043a\u0438\\n   \u0434\u0432\u0438\u0436\u043a\u0430, \u043d\u0435 \u043d\u0430\u0437\u0432\u0430\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0440\u043e\u043b\u044c \u0437\u0430\u043f\u043e\u043b\u043d\u0438\u043b \u0442\u043e\u0442, \u043a\u0442\u043e\\n   \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u0440\u044f\u0434\u043e\u043c: \u0411\u0410 \u0438\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u044c. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b [\u0413-26](#\u0433-26), [\u0413-36](#\u0433-36),\\n   [\u0413-40](#\u0433-40).\\n8. **\u0413\u0435\u0439\u0442 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430.** \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n   \u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `script_invoked`, \u043d\u043e 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\u043e\u0442\u043b\u043e\u0436\u0435\u043d \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u043e\u043f\u0440\u043e\u0441\\n   \u00ab\u0430 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043b\u0438 n8n\u00bb \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n   [\u0413-50](#\u0433-50), [\u0413-54](#\u0433-54).\\n\\n## \u041a\u0430\u043a \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443: \u0432\u044b\u0431\u043e\u0440 \u0441\u0440\u0435\u0434\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\\n\\n\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 (\u043f\u0440\u0430\u0432\u0438\u043b\u0430 1\u20137).\\n\\n8. **\u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0440\u043e\u043b\u0438 \u043d\u0430\u0437\u043e\u0432\u0438\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u043e\u0434\u0435\u043b\u044c, \u0430\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430,\\n   \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0433\u0435\u0439\u0442\u043e\u0432, \u043a\u0430\u043d\u0430\u043b\\n   \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f. \u0415\u0441\u043b\u0438 \u0432 \u0441\u0442\u0440\u043e\u043a\u0435 \u043f\u0443\u0441\u0442\u043e \u0438\u043b\u0438 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u00bb \u2014\\n   \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 \u043d\u0435\u0442 ([\u0413-26](#\u0433-26)).\\n9. **\u0421\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0439\u0442\u0435, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0433\u0435\u0439\u0442.** \u00abG-mach \u043f\u0440\u043e\u0448\u0451\u043b\u00bb \u043c\u043e\u0436\u0435\u0442\\n   \u0437\u043d\u0430\u0447\u0438\u0442\u044c \u00ab\u043f\u0430\u043a\u0435\u0442 \u0446\u0435\u043b\u00bb, \u0430 \u043d\u0435 \u00ab\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 \u0432\u0435\u0440\u0435\u043d\u00bb. \u0422\u0440\u0435\u0431\u0443\u0439\u0442\u0435 \u0432 \u0437\u0430\u0434\u0430\u0447\u0435:\\n   \u00ab\u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 X \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 X \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 Y\u00bb ([\u0413-29](#\u0433-29)).\\n10. **\u041e\u0442\u0434\u0435\u043b\u044f\u0439\u0442\u0435 \u044f\u0434\u0440\u043e \u043e\u0442 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438.** \u042f\u0434\u0440\u043e \u2014 \u0433\u0440\u0430\u0444, \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b,\\n    \u0436\u0443\u0440\u043d\u0430\u043b; \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u2014 \u0447\u0430\u0442, \u0444\u043e\u0440\u043c\u044b, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n    \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0439\u0442\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c: \u00ab\u0433\u0434\u0435 \u0431\u0443\u0434\u0435\u0442 \u0436\u0438\u0442\u044c \u0433\u0440\u0430\u0444 \u0438 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0443 \u043d\u0435\u0433\u043e \u0431\u0443\u0434\u0435\u0442\\n    \u043a\u043e\u043f\u0438\u0439?\u00bb \u0415\u0441\u043b\u0438 \u043e\u0442\u0432\u0435\u0442 \u2014 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u0430 \u043a\u043e\u043f\u0438\u044f \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0435\u00bb, \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n    \u0433\u043e\u0434\u0438\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0443 ([\u0413-47](#\u0433-47)).\\n11. **\u041b\u044e\u0431\u043e\u0435 \u00ab\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb 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\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.**\\n    \u0415\u0441\u0442\u044c \u043b\u0438 \u0443 \u0441\u0440\u0435\u0434\u044b API \u043c\u043e\u0434\u0435\u043b\u0438, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0435\u0440\u0432\u0435\u0440, \u043a\u0430\u043a\u0438\u0435 \u043e\u0431\u0440\u0430\u0437\u044b\\n    \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u0418\u043d\u0430\u0447\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014\\n    \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c ([\u0413-42](#\u0433-42), [\u0413-43](#\u0433-43)).\\n\\n## \u0412\u044b\u0432\u043e\u0434: \u0432\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435\\n\\n**\u0412\u0435\u043a\u0442\u043e\u0440 \u0432\u0435\u0440\u043d\u044b\u0439, \u043d\u043e \u0443 \u043d\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u043b\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0432\u0435\u043d\u0430.** Source \u2192\\nDistribution \u2192 Runtime \u2192 Feedback \u043f\u043e\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 \u0442\u0435\u043e\u0440\u0438\u044e \u043e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. \u041d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0435\u0435 \u0437\u0432\u0435\u043d\u043e \u2014 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438. \u0415\u0433\u043e \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n\u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c; \u0435\u0433\u043e \u043d\u0443\u0436\u043d\u043e \u0434\u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0438\u0437 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runner GigaCode. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0434\u0432\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u044d\u0442\u043e \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f: \u0441\u043d\u0430\u0447\u0430\u043b\u0430 runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435, \u0437\u0430\u0442\u0435\u043c \u0442\u043e\u0442 \u0436\u0435 runner \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435.\\n\\n**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435.** \u041f\u0430\u043a\u0435\u0442 Cline \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u043c\u0438 \u043f\u0435\u0440\u0432\u043e\u0439\\n\u0447\u0430\u0441\u0442\u0438. Runner GigaCode \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432, \u043d\u043e \u043d\u0435 \u043a \u0437\u0430\u043c\u0435\u0440\u0430\u043c \u043f\u0438\u043b\u043e\u0442\u0430:\\n\u043f\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0430\u043a\u0435\u0442\u0430, \u0437\u0430\u043c\u0435\u0440 `deterministic_share` \u043d\u0438\u0447\u0435\u0433\u043e\\n\u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0448\u0430\u0433\u043e\u0432 ([\u0413-30](#\u0433-30)). \u0414\u043e \u043f\u0435\u0440\u0432\u044b\u0445 10 \u0437\u0430\u0434\u0430\u0447 \u043f\u0438\u043b\u043e\u0442\u0430\\nADR-018 \u043d\u0443\u0436\u043d\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f 1.1\u20131.3 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430\\n\\n\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0432\u0445\u043e\u0434 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.\\n\\n| \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 | \u0427\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c | \u0422\u0438\u043f | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b | \u0417\u0430\u0434\u0430\u0447\u0430 \u0431\u044d\u043a\u043b\u043e\u0433\u0430 |\\n|-----------|-------------|-----|----------|----------------|\\n| 1 | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-28](#\u0433-28) | B-211 |\\n| 1 | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430; \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0432\u044b\u0445\u043e\u0434\u044b | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source | [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30) | B-212 |\\n| 1 | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-31](#\u0433-31), [\u0413-32](#\u0433-32), [\u0413-34](#\u0433-34) | B-213 |\\n| 1 | \u0420\u0435\u0448\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 `EP-R7` | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | [\u0413-33](#\u0433-33) | B-214 |\\n| 2 | \u041d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c | [\u0413-26](#\u0433-26), [\u0413-27](#\u0433-27) | B-215 |\\n| 2 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0434\u043b\u044f \u043f\u0430\u043a\u0435\u0442\u043e\u0432 GigaCode \u0438 Cline; \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `next` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-40](#\u0433-40) | B-216 |\\n| 2 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c GigaCode CLI: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c | [\u0413-42](#\u0433-42) | B-217 |\\n| 3 | RFC \u0441\u0440\u0435\u0434\u044b 4: \u0441\u043b\u0443\u0436\u0431\u0430 runner, Postgres, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410, \u043c\u0435\u0441\u0442\u043e n8n; \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0434\u0432\u0438\u0436\u043a\u0430 | \u0412\u044b\u0431\u043e\u0440 | [\u0413-43](#\u0433-43)\u2026[\u0413-54](#\u0433-54) | B-218 |\\n\\n\u0417\u0430\u0434\u0430\u0447\u0438 B-211\u2026B-218 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0432\\n[\u0421\u043f\u0440\u0438\u043d\u0442 26 \u0431\u044d\u043a\u043b\u043e\u0433\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md)\\n\u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `TODO` \u0438 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u043e\u043c `null`: \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a.\\n\\n## \u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435\\n\\n```bash\\npip install -r projects/ba-ai-process/dist/execution-package-gigacode-cli/requirements.txt\\npython3 projects/ba-ai-process/experiments/issue_639_runner_probes.py\\n```\\n\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 GigaCode \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443 \u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439. `P10` \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3 \u043f\u043e\u0441\u043b\u0435\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e n0; `P11` \u2014 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b YAML \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u0435\u0442\u043e\u043a \u0432 Python; `P12` \u2014\\n\u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0438 \u043f\u043e\u0432\u0442\u043e\u0440 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439. \u0412\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\n\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b 2026-09-29; \u0432\u0435\u0440\u0441\u0438\u0438: n8n 2.40.7, Cline 4.1.21, Open WebUI 0.11.4.\\n\\n## Related Artifacts\",\n[2026-09-29T07:46:44.710Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:44.710Z] [INFO]       }\n[2026-09-29T07:46:44.710Z] [INFO]     ]\n[2026-09-29T07:46:44.710Z] [INFO]   },\n[2026-09-29T07:46:44.710Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"uuid\": \"c93a5af0-2337-42ed-be8e-74a345c05de9\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:44.687Z\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:44.710Z] [INFO] }\n[2026-09-29T07:46:44.738Z] [STDOUT] [log_232d49] sending request {\n[2026-09-29T07:46:44.744Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:44.749Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:44.754Z] [STDOUT]   options: {\n[2026-09-29T07:46:44.758Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:44.762Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:44.765Z] [STDOUT]     body: {\n[2026-09-29T07:46:44.767Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:44.770Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:44.774Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:44.778Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:46:44.780Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:44.785Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:44.788Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:44.792Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:44.796Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:44.799Z] [STDOUT]       fallbacks: \"default\",\n[2026-09-29T07:46:44.803Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:44.809Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:44.817Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:44.825Z] [STDOUT]     },\n[2026-09-29T07:46:44.832Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:44.840Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:44.847Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:44.850Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:44.852Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:44.855Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:44.859Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:44.863Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:44.867Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:44.870Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:44.874Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:44.879Z] [STDOUT]     },\n[2026-09-29T07:46:44.881Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:44.884Z] [STDOUT]   },\n[2026-09-29T07:46:44.887Z] [STDOUT]   headers: {\n[2026-09-29T07:46:44.889Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:44.894Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,server-side-fallback-2026-07-01,fallback-credit-2026-06-01,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:44.897Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:44.899Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:44.904Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:44.910Z] [STDOUT]     authorization: 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\"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:49.943Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:49.947Z] [STDOUT]   headers: {\n[2026-09-29T07:46:49.953Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:49.957Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:49.962Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:49.966Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:49.969Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:49.974Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:49.978Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:49.982Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:49.986Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:49.989Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:49.991Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:49.994Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:49.996Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:50.006Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:50.013Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:50.016Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:50.020Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:50.022Z] [STDOUT]     \"cf-ray\": \"a429602a2e4929ad-FRA\",\n[2026-09-29T07:46:50.031Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:50.036Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:50.054Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:50.060Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:50.067Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:49 GMT\",\n[2026-09-29T07:46:50.072Z] [STDOUT]     \"request-id\": \"req_011CfXMrWsncbnNZnykAPYhy\",\n[2026-09-29T07:46:50.075Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:50.087Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:50.090Z] [STDOUT]     traceresponse: \"00-91c7713efe11066c43492ff78014ca58-9823c9b595805e05-01\",\n[2026-09-29T07:46:50.094Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:50.099Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:50.103Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:50.105Z] [STDOUT]   },\n[2026-09-29T07:46:50.108Z] [STDOUT]   durationMs: 7040,\n[2026-09-29T07:46:50.112Z] [STDOUT] }\n[2026-09-29T07:46:50.115Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:50.119Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:49 GMT\",\n[2026-09-29T07:46:50.125Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:50.131Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:50.134Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:50.137Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:50.141Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:50.143Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:50.146Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:50.151Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:50.158Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:50.162Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:50.164Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:50.167Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:50.171Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:50.173Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:50.176Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:50.179Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:50.183Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:50.185Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:50.189Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:50.192Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:50.197Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:50.202Z] [STDOUT]   \"request-id\": \"req_011CfXMrWsncbnNZnykAPYhy\",\n[2026-09-29T07:46:50.206Z] [STDOUT]   \"traceresponse\": \"00-91c7713efe11066c43492ff78014ca58-9823c9b595805e05-01\",\n[2026-09-29T07:46:50.209Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:50.213Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:50.216Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:50.218Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:50.224Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:50.230Z] [STDOUT]   \"cf-ray\": \"a429602a2e4929ad-FRA\",\n[2026-09-29T07:46:50.235Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:50.241Z] [STDOUT] [log_2acf72] response parsed {\n[2026-09-29T07:46:50.247Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:50.252Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:50.255Z] [STDOUT]   body: X {\n[2026-09-29T07:46:50.258Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:50.263Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:50.267Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:50.272Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:50.281Z] [STDOUT]     },\n[2026-09-29T07:46:50.285Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:50.289Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:50.296Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:50.311Z] [STDOUT]   },\n[2026-09-29T07:46:50.319Z] [STDOUT]   durationMs: 7041,\n[2026-09-29T07:46:50.339Z] [STDOUT] }\n[2026-09-29T07:46:50.347Z] [INFO] {\n[2026-09-29T07:46:50.347Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:50.347Z] [INFO]   \"message\": {\n[2026-09-29T07:46:50.347Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:50.347Z] [INFO]     \"content\": [\n[2026-09-29T07:46:50.347Z] [INFO]       {\n[2026-09-29T07:46:50.347Z] [INFO]         \"tool_use_id\": \"toolu_01NNWZBo95jdfZ5zD6nLqPoC\",\n[2026-09-29T07:46:50.347Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:50.347Z] [INFO]         \"content\": \"title: \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\"\\n---\\nlabels: \\\"creative, documentation, presentation, executive-summary\\\"\\n---\\n\\n**Operating Mode:** `Creative` \u00b7 **Task Type:** `Documentation/Presentation` \u00b7 **Lead:** Tech Lead / Architect\\n\\n**User Story:**\\n\u041a\u0430\u043a \u0444\u0430\u0443\u043d\u0434\u0435\u0440, \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0434 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango, \u0447\u0442\u043e\u0431\u044b \u0434\u043e\u043d\u0435\u0441\u0442\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0443\u044e \u0437\u0440\u0435\u043b\u043e\u0441\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0435\u0433\u043e \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u044f \u043e\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432 \u0438 \u0447\u0435\u0442\u043a\u0438\u0439 \u043f\u043b\u0430\u043d \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u043e\u043f\u0438\u0440\u0430\u044f\u0441\u044c \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u043f\u044b\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n**\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b (SSOT):**\\n\u041f\u0435\u0440\u0435\u0434 \u043d\u0430\u0447\u0430\u043b\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c **\u043e\u0431\u044f\u0437\u0430\u043d** \u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u0440\u0430\u0436\u0430\u043b\u0430 \u043d\u0435 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u0443\u044e \u0442\u0435\u043e\u0440\u0438\u044e, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e:\\n1. **\u0422\u0435\u043a\u0443\u0449\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0425\u0430\u0431\u0430:** \\n   - `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process` (\u0432\u043a\u043b\u044e\u0447\u0430\u044f `docs/adr/`, `docs/analysis/`, `meta-model/`).\\n   - \u041d\u0435\u0434\u0430\u0432\u043d\u0438\u0435 \u0430\u0443\u0434\u0438\u0442\u044b: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md`\\n2. **\u041f\u0440\u0435\u0434\u044b\u0441\u0442\u043e\u0440\u0438\u044f \u0438 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 (\u0421 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u0438):**\\n   - \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 `https://github.com/G-Ivan-A/mango_ba_prompts` (\u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 60 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0437\u0430\u0434\u0430\u0447, \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043e\u0442 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a \u043a \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438).\\n   - \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0411\u0410 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/issue-639-405767e7672e/research/ba-requirements\\n- \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u044f\u0441\u044c \u043f\u043e \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u044e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\\n\\n**\u0426\u0435\u043b\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b (\u0427\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442\u043e):**\\n\u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u0442\u044c **\u0434\u0432\u0430 \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430**, \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u044f \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0439 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0438\u043d\u0446\u0438\u043f Assertion-Evidence, \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u0438\u0437\u043c \u0442\u0435\u043a\u0441\u0442\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430).\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1: \u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0421\u043b\u0430\u0439\u0434\u044b)**\\n\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 (\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u0442\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0441\u0430\u043c \u0434\u043b\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u043e\u0437\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f):\\n1. **\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f:** \u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 (\u0432\u044b\u0441\u043e\u043a\u0430\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c, \u043a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441).\\n2. **\u0411\u043e\u043b\u044c:** \u0420\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0422\u0417, \u0440\u0443\u0447\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0440\u0438\u0441\u043a \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n3. **\u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438:** \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442.\\n4. **\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 (\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u2192 \u0420\u0435\u0448\u0435\u043d\u0438\u0435):** \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0418\u0418. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \\\"\u043c\u044b\u0441\u043b\u044c\\\", \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043e\u0431\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c \u0438\u0445 \u0432 \u0436\u0435\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b (fail-closed \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f).\\n5. **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c (\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440):** \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u2192 \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439/\u043a\u0435\u0439\u0441\u0430\u043c\u0438 \u2192 \u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u0430\u043c \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2192 \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 (G-human) \u2192 \u0410\u0432\u0442\u043e\u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043b\u044f \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430/\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438.\\n6. **\u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:** \u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f (GigaCode CLI / Cline) \u2192 \u0412\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f: \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 (\u0421\u0440\u0435\u0434\u0430 4) \u0441 \u0435\u0434\u0438\u043d\u044b\u043c \u044f\u0434\u0440\u043e\u043c-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c.\\n7. **\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435:** \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n\\n*\u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u0441\u043b\u0430\u0439\u0434\u0443:* \u041d\u043e\u043c\u0435\u0440, \u0435\u043c\u043a\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a-\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, 3-5 \u043a\u0440\u0430\u0442\u043a\u0438\u0445 \u0442\u0435\u0437\u0438\u0441\u043e\u0432 (bullet points), \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, **\u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f** (Midjourney/DALL-E \u0441\u0442\u0438\u043b\u044c), \u043e\u0442\u0440\u0430\u0436\u0430\u044e\u0449\u0438\u0439 \u0441\u0443\u0442\u044c \u0441\u043b\u0430\u0439\u0434\u0430.\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2: \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0414\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430)**\\n\u0420\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044b\u0439, \u043d\u043e \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0434\u043b\u044f \u0443\u0441\u0442\u043d\u043e\u0433\u043e \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043b\u0430\u0439\u0434\u0430. \u0414\u043e\u043b\u0436\u0435\u043d \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c \\\"\u043f\u043e\u0447\u0435\u043c\u0443\\\" \u0438 \\\"\u043a\u0430\u043a\\\", \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0430\u0439\u0434\u044b \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u043c\u043e\u0441\u0442\u0438\u043a\u0430\u043c\u0438, \u0434\u0435\u043b\u0430\u0442\u044c \u0430\u043a\u0446\u0435\u043d\u0442 \u043d\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u043e\u043f\u044b\u0442\u0435 (60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432 `mango_ba_prompts`) \u0438 \u043e\u0442\u0432\u0435\u0447\u0430\u0442\u044c \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n**\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 (Definition of Done):**\\n- [ ] \u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1 (\u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438) \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 Markdown, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0439 \u0432\u0441\u0435 7 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432, \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0441\u0442\u0440\u043e\u0433\u043e\u0435 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u043e\u0432 \u043b\u0430\u043a\u043e\u043d\u0438\u0447\u043d\u043e\u0441\u0442\u0438.\\n- [ ] \u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2 (\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430), \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0441 \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c 1.\\n- [ ] \u0412 \u0442\u0435\u043a\u0441\u0442\u0430\u0445 \u044f\u0432\u043d\u043e \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u044f\u0437\u044c \u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c (\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0425\u0430\u0431\u0430).\\n- [ ] \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \\\"\u0432\u043e\u0434\u044b\\\", \u0444\u043e\u043a\u0443\u0441 \u043d\u0430 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0435 \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0445 \u043b\u043e\u0437\u0443\u043d\u0433\u0430\u0445).\\n- [ ] \u0412\u0441\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u043e\u043b\u043d\u044b\u043c\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 URL.\\n- [ ] \u0417\u0430\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u0430 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441 `review`.\\n\\n**\u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f \u043e\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 (\u0412\u0430\u0436\u043d\u043e):**\\n\u041f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0434\u0430\u0435\u0442 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0442\u0435\u043c\u044b. **\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435** \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b, \u043a\u0430\u043a\u0438\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432, \u043a\u0430\u043a \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u043a\u0430\u0440\u0442\u0438\u043d\u043e\u043a \u0438 \u043a\u0430\u043a \u0432\u044b\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043d\u0430\u0440\u0440\u0430\u0442\u0438\u0432 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438. \u041c\u0438\u043a\u0440\u043e\u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u0443\u0447\u0448\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f C-level/Head of AI \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438. \u041c\u044b \u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u043c \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u043f\u043e\u0434 \u043d\u0430\u0448\u0443 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0443.\",\n[2026-09-29T07:46:50.347Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:50.347Z] [INFO]       }\n[2026-09-29T07:46:50.347Z] [INFO]     ]\n[2026-09-29T07:46:50.347Z] [INFO]   },\n[2026-09-29T07:46:50.347Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:50.347Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:50.347Z] [INFO]   \"uuid\": \"af349380-8da1-4a8f-bfd3-13988456d286\",\n[2026-09-29T07:46:50.347Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:50.028Z\",\n[2026-09-29T07:46:50.347Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:50.347Z] [INFO]     \"stdout\": \"title: \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\"\\n---\\nlabels: \\\"creative, documentation, presentation, executive-summary\\\"\\n---\\n\\n**Operating Mode:** `Creative` \u00b7 **Task Type:** `Documentation/Presentation` \u00b7 **Lead:** Tech Lead / Architect\\n\\n**User Story:**\\n\u041a\u0430\u043a \u0444\u0430\u0443\u043d\u0434\u0435\u0440, \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0434 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango, \u0447\u0442\u043e\u0431\u044b \u0434\u043e\u043d\u0435\u0441\u0442\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0443\u044e \u0437\u0440\u0435\u043b\u043e\u0441\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0435\u0433\u043e \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u044f \u043e\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432 \u0438 \u0447\u0435\u0442\u043a\u0438\u0439 \u043f\u043b\u0430\u043d \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u043e\u043f\u0438\u0440\u0430\u044f\u0441\u044c \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u043f\u044b\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n**\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b (SSOT):**\\n\u041f\u0435\u0440\u0435\u0434 \u043d\u0430\u0447\u0430\u043b\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c **\u043e\u0431\u044f\u0437\u0430\u043d** \u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u0440\u0430\u0436\u0430\u043b\u0430 \u043d\u0435 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u0443\u044e \u0442\u0435\u043e\u0440\u0438\u044e, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e:\\n1. **\u0422\u0435\u043a\u0443\u0449\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0425\u0430\u0431\u0430:** \\n   - `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process` (\u0432\u043a\u043b\u044e\u0447\u0430\u044f `docs/adr/`, `docs/analysis/`, `meta-model/`).\\n   - \u041d\u0435\u0434\u0430\u0432\u043d\u0438\u0435 \u0430\u0443\u0434\u0438\u0442\u044b: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md`\\n2. **\u041f\u0440\u0435\u0434\u044b\u0441\u0442\u043e\u0440\u0438\u044f \u0438 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 (\u0421 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u0438):**\\n   - \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 `https://github.com/G-Ivan-A/mango_ba_prompts` (\u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 60 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0437\u0430\u0434\u0430\u0447, \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043e\u0442 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a \u043a \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438).\\n   - \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0411\u0410 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/issue-639-405767e7672e/research/ba-requirements\\n- \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u044f\u0441\u044c \u043f\u043e \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u044e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\\n\\n**\u0426\u0435\u043b\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b (\u0427\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442\u043e):**\\n\u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u0442\u044c **\u0434\u0432\u0430 \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430**, \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u044f \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0439 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0438\u043d\u0446\u0438\u043f Assertion-Evidence, \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u0438\u0437\u043c \u0442\u0435\u043a\u0441\u0442\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430).\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1: \u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0421\u043b\u0430\u0439\u0434\u044b)**\\n\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 (\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u0442\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0441\u0430\u043c \u0434\u043b\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u043e\u0437\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f):\\n1. **\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f:** \u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 (\u0432\u044b\u0441\u043e\u043a\u0430\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c, \u043a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441).\\n2. **\u0411\u043e\u043b\u044c:** \u0420\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0422\u0417, \u0440\u0443\u0447\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0440\u0438\u0441\u043a \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n3. **\u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438:** \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442.\\n4. **\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 (\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u2192 \u0420\u0435\u0448\u0435\u043d\u0438\u0435):** \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0418\u0418. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \\\"\u043c\u044b\u0441\u043b\u044c\\\", \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043e\u0431\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c \u0438\u0445 \u0432 \u0436\u0435\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b (fail-closed \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f).\\n5. **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c (\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440):** \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u2192 \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439/\u043a\u0435\u0439\u0441\u0430\u043c\u0438 \u2192 \u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u0430\u043c \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2192 \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 (G-human) \u2192 \u0410\u0432\u0442\u043e\u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043b\u044f \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430/\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438.\\n6. **\u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:** \u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f (GigaCode CLI / Cline) \u2192 \u0412\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f: \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 (\u0421\u0440\u0435\u0434\u0430 4) \u0441 \u0435\u0434\u0438\u043d\u044b\u043c \u044f\u0434\u0440\u043e\u043c-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c.\\n7. **\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435:** \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n\\n*\u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u0441\u043b\u0430\u0439\u0434\u0443:* \u041d\u043e\u043c\u0435\u0440, \u0435\u043c\u043a\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a-\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, 3-5 \u043a\u0440\u0430\u0442\u043a\u0438\u0445 \u0442\u0435\u0437\u0438\u0441\u043e\u0432 (bullet points), \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, **\u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f** (Midjourney/DALL-E \u0441\u0442\u0438\u043b\u044c), \u043e\u0442\u0440\u0430\u0436\u0430\u044e\u0449\u0438\u0439 \u0441\u0443\u0442\u044c \u0441\u043b\u0430\u0439\u0434\u0430.\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2: \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0414\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430)**\\n\u0420\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044b\u0439, \u043d\u043e \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0434\u043b\u044f \u0443\u0441\u0442\u043d\u043e\u0433\u043e \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043b\u0430\u0439\u0434\u0430. \u0414\u043e\u043b\u0436\u0435\u043d \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c \\\"\u043f\u043e\u0447\u0435\u043c\u0443\\\" \u0438 \\\"\u043a\u0430\u043a\\\", \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0430\u0439\u0434\u044b \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u043c\u043e\u0441\u0442\u0438\u043a\u0430\u043c\u0438, \u0434\u0435\u043b\u0430\u0442\u044c \u0430\u043a\u0446\u0435\u043d\u0442 \u043d\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u043e\u043f\u044b\u0442\u0435 (60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432 `mango_ba_prompts`) \u0438 \u043e\u0442\u0432\u0435\u0447\u0430\u0442\u044c \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n**\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 (Definition of Done):**\\n- [ ] \u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1 (\u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438) \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 Markdown, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0439 \u0432\u0441\u0435 7 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432, \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0441\u0442\u0440\u043e\u0433\u043e\u0435 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u043e\u0432 \u043b\u0430\u043a\u043e\u043d\u0438\u0447\u043d\u043e\u0441\u0442\u0438.\\n- [ ] \u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2 (\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430), \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c 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\u0417\u0430\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u0430 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441 `review`.\\n\\n**\u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f \u043e\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 (\u0412\u0430\u0436\u043d\u043e):**\\n\u041f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0434\u0430\u0435\u0442 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0442\u0435\u043c\u044b. **\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435** \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b, \u043a\u0430\u043a\u0438\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432, \u043a\u0430\u043a \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u043a\u0430\u0440\u0442\u0438\u043d\u043e\u043a \u0438 \u043a\u0430\u043a \u0432\u044b\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043d\u0430\u0440\u0440\u0430\u0442\u0438\u0432 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438. \u041c\u0438\u043a\u0440\u043e\u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u0443\u0447\u0448\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f C-level/Head of AI \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438. \u041c\u044b \u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u043c \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u043f\u043e\u0434 \u043d\u0430\u0448\u0443 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0443.\",\n[2026-09-29T07:46:50.347Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:50.347Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:50.347Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:50.347Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:50.347Z] [INFO]   }\n[2026-09-29T07:46:50.347Z] [INFO] }\n[2026-09-29T07:46:50.355Z] [STDOUT] [log_c3c4e4] sending request {\n[2026-09-29T07:46:50.358Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:50.361Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:50.370Z] [STDOUT]   options: {\n[2026-09-29T07:46:50.372Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:50.378Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:50.384Z] [STDOUT]     body: {\n[2026-09-29T07:46:50.391Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:50.402Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:50.407Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:50.417Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:50.423Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:50.431Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:50.439Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:50.447Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:50.451Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:50.464Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:50.475Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:50.491Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:50.505Z] [STDOUT]     },\n[2026-09-29T07:46:50.510Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:50.514Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:50.518Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:50.526Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:50.529Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:50.534Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:50.538Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:50.543Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:50.548Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:50.551Z] [STDOUT]     },\n[2026-09-29T07:46:50.553Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:50.558Z] [STDOUT]   },\n[2026-09-29T07:46:50.562Z] [STDOUT]   headers: {\n[2026-09-29T07:46:50.564Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:50.567Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:50.573Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:50.577Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:50.579Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:50.581Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:50.585Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:50.593Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:50.600Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:50.608Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2357\",\n[2026-09-29T07:46:50.611Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:50.613Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:50.615Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:50.617Z] [STDOUT]     \"x-client-request-id\": \"59c503e2-3bc1-4caf-918e-6e14e0f015e7\",\n[2026-09-29T07:46:50.624Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:50.627Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:50.630Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:50.634Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:50.639Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:50.642Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:50.644Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:50.648Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:50.658Z] [STDOUT]   },\n[2026-09-29T07:46:50.661Z] [STDOUT] }\n[2026-09-29T07:46:50.879Z] [STDOUT] [log_c3c4e4, request-id: \"req_011CfXMs3fwQoX8S5YLXibc1\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 775ms\n[2026-09-29T07:46:50.884Z] [STDOUT] [log_c3c4e4] response start {\n[2026-09-29T07:46:50.893Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:50.900Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:50.908Z] [STDOUT]   headers: {\n[2026-09-29T07:46:50.915Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:50.933Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:50.940Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:50.944Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:50.948Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:50.954Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:50.962Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:50.965Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:50.971Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:50.976Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:50.981Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:50.987Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:50.993Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:50.998Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:51.004Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:51.008Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:51.019Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:51.024Z] [STDOUT]     \"cf-ray\": \"a42960572e24dbb5-FRA\",\n[2026-09-29T07:46:51.028Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:51.032Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:51.035Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:51.043Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:51.049Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:50 GMT\",\n[2026-09-29T07:46:51.056Z] [STDOUT]     \"request-id\": \"req_011CfXMs3fwQoX8S5YLXibc1\",\n[2026-09-29T07:46:51.059Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:51.063Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:51.066Z] [STDOUT]     traceresponse: \"00-32c4bf23a58886d1657d24990060c8eb-00fe80edcd4397b2-01\",\n[2026-09-29T07:46:51.068Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:51.072Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:51.075Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:51.077Z] [STDOUT]   },\n[2026-09-29T07:46:51.081Z] [STDOUT]   durationMs: 775,\n[2026-09-29T07:46:51.084Z] [STDOUT] }\n[2026-09-29T07:46:51.090Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:51.093Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:50 GMT\",\n[2026-09-29T07:46:51.100Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:51.103Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:51.107Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:51.110Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:51.114Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:51.120Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:51.126Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:51.136Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:51.142Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:51.145Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:51.148Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:51.153Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:51.159Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:51.164Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:51.168Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:51.170Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:51.173Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:51.175Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:51.181Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:51.185Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:51.193Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:51.195Z] [STDOUT]   \"request-id\": \"req_011CfXMs3fwQoX8S5YLXibc1\",\n[2026-09-29T07:46:51.202Z] [STDOUT]   \"traceresponse\": \"00-32c4bf23a58886d1657d24990060c8eb-00fe80edcd4397b2-01\",\n[2026-09-29T07:46:51.204Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:51.224Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:51.244Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:51.252Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:51.255Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:51.265Z] [STDOUT]   \"cf-ray\": \"a42960572e24dbb5-FRA\",\n[2026-09-29T07:46:51.268Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:51.272Z] [STDOUT] [log_c3c4e4] response parsed {\n[2026-09-29T07:46:51.277Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:51.280Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:51.282Z] [STDOUT]   body: X {\n[2026-09-29T07:46:51.287Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:51.291Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:51.293Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:51.295Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:51.298Z] [STDOUT]     },\n[2026-09-29T07:46:51.304Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:51.307Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:51.309Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:51.313Z] [STDOUT]   },\n[2026-09-29T07:46:51.315Z] [STDOUT]   durationMs: 776,\n[2026-09-29T07:46:51.320Z] [STDOUT] }\n[2026-09-29T07:46:51.396Z] [INFO] {\n[2026-09-29T07:46:51.396Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:51.396Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:51.396Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:46:51.396Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:51.396Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:51.396Z] [INFO]   \"uuid\": \"ca35ea72-3977-413a-b838-f7286975490d\"\n[2026-09-29T07:46:51.396Z] [INFO] }\n[2026-09-29T07:46:51.984Z] [STDOUT] [log_232d49, request-id: \"req_011CfXMrf2fvkGLvstKgDtPW\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 7248ms\n[2026-09-29T07:46:51.987Z] [STDOUT] [log_232d49] response start {\n[2026-09-29T07:46:51.991Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:51.994Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:51.996Z] [STDOUT]   headers: {\n[2026-09-29T07:46:52.000Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:52.009Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:52.016Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:52.019Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:52.022Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:52.028Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:52.032Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:52.036Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:52.040Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:52.043Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:52.045Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:52.050Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:52.058Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:52.060Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:52.064Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:52.066Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:52.069Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:52.073Z] [STDOUT]     \"cf-ray\": \"a42960361a2901ff-CDG\",\n[2026-09-29T07:46:52.077Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:52.079Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:52.086Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:52.091Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:52.094Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:51 GMT\",\n[2026-09-29T07:46:52.097Z] [STDOUT]     \"request-id\": \"req_011CfXMrf2fvkGLvstKgDtPW\",\n[2026-09-29T07:46:52.102Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:52.105Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:52.108Z] [STDOUT]     traceresponse: \"00-80161e1479fd88148e40be0432857ff0-1e93e3fe3fb1fd2a-01\",\n[2026-09-29T07:46:52.111Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:52.117Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:52.121Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:52.124Z] [STDOUT]   },\n[2026-09-29T07:46:52.127Z] [STDOUT]   durationMs: 7248,\n[2026-09-29T07:46:52.134Z] [STDOUT] }\n[2026-09-29T07:46:52.137Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:52.142Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:51 GMT\",\n[2026-09-29T07:46:52.148Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:52.153Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:52.161Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:52.164Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:52.168Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:52.171Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:52.174Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:52.176Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:52.179Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:52.182Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:52.191Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:52.198Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:52.202Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:52.206Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:52.209Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:52.213Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:52.218Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:52.220Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:52.223Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:52.226Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:52.228Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:52.232Z] [STDOUT]   \"request-id\": \"req_011CfXMrf2fvkGLvstKgDtPW\",\n[2026-09-29T07:46:52.236Z] [STDOUT]   \"traceresponse\": \"00-80161e1479fd88148e40be0432857ff0-1e93e3fe3fb1fd2a-01\",\n[2026-09-29T07:46:52.241Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:52.245Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:52.249Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:52.252Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:52.257Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:52.261Z] [STDOUT]   \"cf-ray\": \"a42960361a2901ff-CDG\",\n[2026-09-29T07:46:52.265Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:52.269Z] [STDOUT] [log_232d49] response parsed {\n[2026-09-29T07:46:52.271Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:52.274Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:52.278Z] [STDOUT]   body: X {\n[2026-09-29T07:46:52.281Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:52.285Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:52.288Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:52.292Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:52.297Z] [STDOUT]     },\n[2026-09-29T07:46:52.303Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:52.306Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:52.310Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:52.313Z] [STDOUT]   },\n[2026-09-29T07:46:52.316Z] [STDOUT]   durationMs: 7252,\n[2026-09-29T07:46:52.328Z] [STDOUT] }\n[2026-09-29T07:46:52.498Z] [INFO] {\n[2026-09-29T07:46:52.498Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:52.498Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:52.498Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:46:52.498Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:52.498Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:52.498Z] [INFO]   \"uuid\": \"6a279e5b-e8d6-4ea0-9b1a-eefaa03d8b72\"\n[2026-09-29T07:46:52.498Z] [INFO] }\n[2026-09-29T07:46:53.549Z] [INFO] {\n[2026-09-29T07:46:53.549Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:53.549Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:53.549Z] [INFO]   \"estimated_tokens\": 250,\n[2026-09-29T07:46:53.549Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:53.549Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:53.549Z] [INFO]   \"uuid\": \"99ac9d5c-6740-4463-b8fc-3f3683e6f60a\"\n[2026-09-29T07:46:53.549Z] [INFO] }\n[2026-09-29T07:46:53.950Z] [INFO] {\n[2026-09-29T07:46:53.950Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:53.950Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:53.950Z] [INFO]   \"estimated_tokens\": 353,\n[2026-09-29T07:46:53.950Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:53.950Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:53.950Z] [INFO]   \"uuid\": \"b79e9fa3-2929-48c8-8817-7bc6599e9212\"\n[2026-09-29T07:46:53.950Z] [INFO] }\n[2026-09-29T07:46:53.960Z] [INFO] {\n[2026-09-29T07:46:53.960Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:53.960Z] [INFO]   \"message\": {\n[2026-09-29T07:46:53.960Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:53.960Z] [INFO]     \"id\": \"msg_011CfXMs47UucRme12uz9QDb\",\n[2026-09-29T07:46:53.960Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:53.960Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:53.960Z] [INFO]     \"content\": [\n[2026-09-29T07:46:53.960Z] [INFO]       {\n[2026-09-29T07:46:53.960Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:53.960Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:53.960Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:46:53.960Z] [INFO]       }\n[2026-09-29T07:46:53.960Z] [INFO]     ],\n[2026-09-29T07:46:53.960Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:53.960Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:53.960Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:53.960Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:53.960Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:53.960Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:53.960Z] [INFO]       \"cache_creation_input_tokens\": 2601,\n[2026-09-29T07:46:53.960Z] [INFO]       \"cache_read_input_tokens\": 40629,\n[2026-09-29T07:46:53.960Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:53.960Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:53.960Z] [INFO]         \"ephemeral_1h_input_tokens\": 2601\n[2026-09-29T07:46:53.960Z] [INFO]       },\n[2026-09-29T07:46:53.960Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:53.960Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:53.960Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:53.960Z] [INFO]     },\n[2026-09-29T07:46:53.960Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:53.960Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:53.960Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:53.960Z] [INFO]   },\n[2026-09-29T07:46:53.960Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:53.960Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:53.960Z] [INFO]   \"uuid\": \"87f9e902-e93f-4857-9409-725fa69e9d74\",\n[2026-09-29T07:46:53.960Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:53.949Z\",\n[2026-09-29T07:46:53.960Z] [INFO]   \"request_id\": \"req_011CfXMs3fwQoX8S5YLXibc1\"\n[2026-09-29T07:46:53.960Z] [INFO] }\n[2026-09-29T07:46:55.164Z] [INFO] {\n[2026-09-29T07:46:55.164Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:55.164Z] [INFO]   \"message\": {\n[2026-09-29T07:46:55.164Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:55.164Z] [INFO]     \"id\": \"msg_011CfXMs47UucRme12uz9QDb\",\n[2026-09-29T07:46:55.164Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:55.164Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:55.164Z] [INFO]     \"content\": [\n[2026-09-29T07:46:55.164Z] [INFO]       {\n[2026-09-29T07:46:55.164Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:55.164Z] [INFO]         \"id\": \"toolu_01K7srPDGfJWaX4fLcE1sXaE\",\n[2026-09-29T07:46:55.164Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:55.164Z] [INFO]         \"input\": {\n[2026-09-29T07:46:55.164Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n \\\"M-1\\\\|M-2\\\\|M-3\\\\|M-4\\\\|M-5\\\" ba-meta-model/*.md | cut -c1-300 | head -30; ls ba-meta-model ba-meta-model/*/ | head -50\",\n[2026-09-29T07:46:55.164Z] [INFO]           \"description\": \"Locate metric definitions and meta-model files\"\n[2026-09-29T07:46:55.164Z] [INFO]         },\n[2026-09-29T07:46:55.164Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:55.164Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:55.164Z] [INFO]         }\n[2026-09-29T07:46:55.164Z] [INFO]       }\n[2026-09-29T07:46:55.164Z] [INFO]     ],\n[2026-09-29T07:46:55.164Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:55.164Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:55.164Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:55.164Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:55.164Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:55.164Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:55.164Z] [INFO]       \"cache_creation_input_tokens\": 2601,\n[2026-09-29T07:46:55.164Z] [INFO]       \"cache_read_input_tokens\": 40629,\n[2026-09-29T07:46:55.164Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:55.164Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:55.164Z] [INFO]         \"ephemeral_1h_input_tokens\": 2601\n[2026-09-29T07:46:55.164Z] [INFO]       },\n[2026-09-29T07:46:55.164Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:55.164Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:55.164Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:55.164Z] [INFO]     },\n[2026-09-29T07:46:55.164Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:55.164Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:55.164Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:55.164Z] [INFO]   },\n[2026-09-29T07:46:55.164Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:55.164Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:55.164Z] [INFO]   \"uuid\": \"a9aac090-1e7b-4cf9-a866-9cb5476e8eb5\",\n[2026-09-29T07:46:55.164Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:55.154Z\",\n[2026-09-29T07:46:55.164Z] [INFO]   \"request_id\": \"req_011CfXMs3fwQoX8S5YLXibc1\",\n[2026-09-29T07:46:55.164Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:46:55.164Z] [INFO]     \"toolu_01K7srPDGfJWaX4fLcE1sXaE\": {\n[2026-09-29T07:46:55.164Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n \\\"M-1\\\\|M-2\\\\|M-3\\\\|M-4\\\\|M-5\\\" ba-meta-model/*.md | cut -c1-300 | head -30; ls ba-meta-model ba-meta-model/*/ | head -50\",\n[2026-09-29T07:46:55.164Z] [INFO]       \"description\": \"Locate metric definitions and meta-model files\"\n[2026-09-29T07:46:55.164Z] [INFO]     }\n[2026-09-29T07:46:55.164Z] [INFO]   }\n[2026-09-29T07:46:55.164Z] [INFO] }\n[2026-09-29T07:46:56.561Z] [INFO] {\n[2026-09-29T07:46:56.561Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:56.561Z] [INFO]   \"message\": {\n[2026-09-29T07:46:56.561Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:56.561Z] [INFO]     \"content\": [\n[2026-09-29T07:46:56.561Z] [INFO]       {\n[2026-09-29T07:46:56.561Z] [INFO]         \"tool_use_id\": \"toolu_01K7srPDGfJWaX4fLcE1sXaE\",\n[2026-09-29T07:46:56.561Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:56.561Z] [INFO]         \"content\": \"ba-meta-model/00-introduction.md:215:  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (`M-1 = 0.0`), \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u0430\u0445\\nba-meta-model/10-theory.md:67:| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\nba-meta-model/10-theory.md:117:\u041f\u043e\u043b\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SB-0`\u2013`SB-9` \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 `FM-1`\u2013`FM-5` \u2014\\nba-meta-model/10-theory.md:140:| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\ufffd\\nba-meta-model/10-theory.md:141:| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\ufffd\\nba-meta-model/10-theory.md:142:| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\ufffd\\nba-meta-model/10-theory.md:143:| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\\nba-meta-model/10-theory.md:145:`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\nba-meta-model/10-theory.md:214:| \u00ab\u0422\u043e\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u00bb \u0432\u0441\u0435\u0433\u043e \u043d\u0430 \u0432\u0441\u0451 \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 | \u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0440\u0451\u0431\u0440\u0430\u043c `Trace`, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u043c \u0432 `MM-3`. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u2014 \\nba-meta-model/20-taxonomy.md:62:| `A-TRACE` | \u0421\u043b\u0435\u0434 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438 | **\u043d\u0435 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u043d\u0435 \u043f\u0430\u043c\u044f\u0442\u044c \u0447\u0430\u0442\u0430**, \u0430 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u0438\u043b\u0438 \u0433\u0440\u0430\u0444, \u0434\u0430\u044e\u0449\u0438\u0439 \u0441\u043a\u0432\u043e\u0437\u043d\u0443\u044e \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c: \\nba-meta-model/20-taxonomy.md:163:| `PT-1` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 (`MM-4`), \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430. |\\nba-meta-model/20-taxonomy.md:187:| `DP-5` | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 `interaction` **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f: `dialog`, \u0435\u0441\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u044b\u0445\ufffd\\nba-meta-model/20-taxonomy.md:245:| `GT-3` | \u0413\u0435\u0439\u0442 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d (`MM-2`). |\\nba-meta-model/20-taxonomy.md:260:| `C-IN` | \u0432\u0445\u043e\u0434 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430: \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0437\u0430\u0434\u0430\u0447\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a | `M0`, `MM-1`, `MM-4` |\\nba-meta-model/20-taxonomy.md:264:| `C-RK` | \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438 \u0435\u0433\u043e \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c | [`orchestration/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/00-introduction.md), `MM-3` |\\nba-meta-model/30-decision-framework.md:141:| `SK-9` | \u041f\u043e\u043b\u0435 `interaction` (`DP-4`, `FM-1`) \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0438 **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f**: `dialog`, \u0435\u0441\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u0447\u043a\u0443 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u044b\u0445\ufffd\\nba-meta-model/30-decision-framework.md:164:product_class: contact-center    # \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 (MM-4)\\nba-meta-model/40-practice-and-cases.md:38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\nba-meta-model/40-practice-and-cases.md:163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\\nba-meta-model/40-practice-and-cases.md:164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\nba-meta-model/40-practice-and-cases.md:165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\nba-meta-model/40-practice-and-cases.md:166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\nba-meta-model/40-practice-and-cases.md:167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\ufffd\\nba-meta-model/40-practice-and-cases.md:174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\nba-meta-model/40-practice-and-cases.md:177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\nba-meta-model/40-practice-and-cases.md:181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\nba-meta-model/40-practice-and-cases.md:182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\nba-meta-model/40-practice-and-cases.md:189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\\nba-meta-model/40-practice-and-cases.md:194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \\nba-meta-model/40-practice-and-cases.md:215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\nba-meta-model:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\noperation-taxonomy\\nprocess-taxonomy\\nproduct-taxonomy\\n\\nba-meta-model/operation-taxonomy/:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\n\\nba-meta-model/process-taxonomy/:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\n\\nba-meta-model/product-taxonomy/:\\nmango-products.yaml\\ntelecom-products.yaml\",\n[2026-09-29T07:46:56.561Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:56.561Z] [INFO]       }\n[2026-09-29T07:46:56.561Z] [INFO]     ]\n[2026-09-29T07:46:56.561Z] [INFO]   },\n[2026-09-29T07:46:56.561Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:56.561Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:56.561Z] [INFO]   \"uuid\": \"979031c6-9922-46b9-97c8-1f6cedeebbed\",\n[2026-09-29T07:46:56.561Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:56.549Z\",\n[2026-09-29T07:46:56.561Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:56.561Z] [INFO]     \"stdout\": \"ba-meta-model/00-introduction.md:215:  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (`M-1 = 0.0`), \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u0430\u0445\\nba-meta-model/10-theory.md:67:| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\nba-meta-model/10-theory.md:117:\u041f\u043e\u043b\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SB-0`\u2013`SB-9` \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 `FM-1`\u2013`FM-5` \u2014\\nba-meta-model/10-theory.md:140:| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\ufffd\\nba-meta-model/10-theory.md:141:| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\ufffd\\nba-meta-model/10-theory.md:142:| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\ufffd\\nba-meta-model/10-theory.md:143:| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\\nba-meta-model/10-theory.md:145:`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\nba-meta-model/10-theory.md:214:| \u00ab\u0422\u043e\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u00bb \u0432\u0441\u0435\u0433\u043e \u043d\u0430 \u0432\u0441\u0451 \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 | \u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0440\u0451\u0431\u0440\u0430\u043c `Trace`, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u043c \u0432 `MM-3`. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u2014 \\nba-meta-model/20-taxonomy.md:62:| `A-TRACE` | \u0421\u043b\u0435\u0434 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438 | **\u043d\u0435 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u043d\u0435 \u043f\u0430\u043c\u044f\u0442\u044c \u0447\u0430\u0442\u0430**, \u0430 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u0438\u043b\u0438 \u0433\u0440\u0430\u0444, \u0434\u0430\u044e\u0449\u0438\u0439 \u0441\u043a\u0432\u043e\u0437\u043d\u0443\u044e \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c: \\nba-meta-model/20-taxonomy.md:163:| `PT-1` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 (`MM-4`), \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430. |\\nba-meta-model/20-taxonomy.md:187:| `DP-5` | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 `interaction` **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f: `dialog`, \u0435\u0441\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u044b\u0445\ufffd\\nba-meta-model/20-taxonomy.md:245:| `GT-3` | \u0413\u0435\u0439\u0442 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d (`MM-2`). |\\nba-meta-model/20-taxonomy.md:260:| `C-IN` | \u0432\u0445\u043e\u0434 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430: \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0437\u0430\u0434\u0430\u0447\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a | `M0`, `MM-1`, `MM-4` |\\nba-meta-model/20-taxonomy.md:264:| `C-RK` | \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438 \u0435\u0433\u043e \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c | [`orchestration/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/00-introduction.md), `MM-3` |\\nba-meta-model/30-decision-framework.md:141:| `SK-9` | \u041f\u043e\u043b\u0435 `interaction` (`DP-4`, `FM-1`) \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0438 **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f**: `dialog`, \u0435\u0441\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u0447\u043a\u0443 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u044b\u0445\ufffd\\nba-meta-model/30-decision-framework.md:164:product_class: contact-center    # \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 (MM-4)\\nba-meta-model/40-practice-and-cases.md:38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\nba-meta-model/40-practice-and-cases.md:163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\\nba-meta-model/40-practice-and-cases.md:164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\nba-meta-model/40-practice-and-cases.md:165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\nba-meta-model/40-practice-and-cases.md:166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\nba-meta-model/40-practice-and-cases.md:167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\ufffd\\nba-meta-model/40-practice-and-cases.md:174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\nba-meta-model/40-practice-and-cases.md:177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\nba-meta-model/40-practice-and-cases.md:181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\nba-meta-model/40-practice-and-cases.md:182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\nba-meta-model/40-practice-and-cases.md:189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\\nba-meta-model/40-practice-and-cases.md:194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \\nba-meta-model/40-practice-and-cases.md:215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\nba-meta-model:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\noperation-taxonomy\\nprocess-taxonomy\\nproduct-taxonomy\\n\\nba-meta-model/operation-taxonomy/:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\n\\nba-meta-model/process-taxonomy/:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\n\\nba-meta-model/product-taxonomy/:\\nmango-products.yaml\\ntelecom-products.yaml\",\n[2026-09-29T07:46:56.561Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:56.561Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:56.561Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:56.561Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:56.561Z] [INFO]   }\n[2026-09-29T07:46:56.561Z] [INFO] }\n[2026-09-29T07:46:56.595Z] [STDOUT] [log_d94508] sending request {\n[2026-09-29T07:46:56.598Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:56.601Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:56.605Z] [STDOUT]   options: {\n[2026-09-29T07:46:56.609Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:56.612Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:56.615Z] [STDOUT]     body: {\n[2026-09-29T07:46:56.618Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:56.621Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:56.624Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:56.629Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:56.633Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:56.636Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:56.639Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:56.642Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:56.647Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:56.651Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:56.654Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:56.660Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:56.665Z] [STDOUT]     },\n[2026-09-29T07:46:56.670Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:56.673Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:56.677Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:56.681Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:56.684Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:56.686Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:56.690Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:56.695Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:56.698Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:56.704Z] [STDOUT]     },\n[2026-09-29T07:46:56.708Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:56.712Z] [STDOUT]   },\n[2026-09-29T07:46:56.719Z] [STDOUT]   headers: {\n[2026-09-29T07:46:56.726Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:56.733Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:56.739Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:56.742Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:56.747Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:56.750Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:56.752Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:56.756Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:56.759Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:56.763Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1359\",\n[2026-09-29T07:46:56.766Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:56.770Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:56.775Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:56.778Z] [STDOUT]     \"x-client-request-id\": \"a028121e-1ed8-466a-b751-d28ab1a478cc\",\n[2026-09-29T07:46:56.781Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:56.785Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:56.791Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:56.794Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:56.797Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:56.802Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:56.804Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:56.808Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:56.814Z] [STDOUT]   },\n[2026-09-29T07:46:56.822Z] [STDOUT] }\n[2026-09-29T07:46:57.404Z] [STDOUT] [log_d94508, request-id: \"req_011CfXMsXVGyHXUbJLWgER6c\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 808ms\n[2026-09-29T07:46:57.410Z] [STDOUT] [log_d94508] response start {\n[2026-09-29T07:46:57.413Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:57.417Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:57.421Z] [STDOUT]   headers: {\n[2026-09-29T07:46:57.427Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:57.430Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:57.439Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:57.441Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:57.445Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:57.448Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:57.451Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:57.456Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:57.460Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:57.463Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:57.465Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:57.468Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:57.471Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:57.475Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:57.479Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:57.481Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:57.486Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:57.489Z] [STDOUT]     \"cf-ray\": \"a429607fcee6dbb5-FRA\",\n[2026-09-29T07:46:57.493Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:57.496Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:57.499Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:57.503Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:57.508Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:57 GMT\",\n[2026-09-29T07:46:57.512Z] [STDOUT]     \"request-id\": \"req_011CfXMsXVGyHXUbJLWgER6c\",\n[2026-09-29T07:46:57.516Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:57.518Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:57.520Z] [STDOUT]     traceresponse: \"00-47928ba910b128eb77f59d5f81a08b3d-53bcfd7c0a4c3ddb-01\",\n[2026-09-29T07:46:57.525Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:57.537Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:57.552Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:57.557Z] [STDOUT]   },\n[2026-09-29T07:46:57.560Z] [STDOUT]   durationMs: 808,\n[2026-09-29T07:46:57.562Z] [STDOUT] }\n[2026-09-29T07:46:57.565Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:57.569Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:57 GMT\",\n[2026-09-29T07:46:57.573Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:57.578Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:57.581Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:57.585Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:57.588Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:57.591Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:57.596Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:57.600Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:57.606Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:57.611Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:57.619Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:57.623Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:57.631Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:57.636Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:57.640Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:57.643Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:57.647Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:57.652Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:57.657Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:57.663Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:57.667Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:57.672Z] [STDOUT]   \"request-id\": \"req_011CfXMsXVGyHXUbJLWgER6c\",\n[2026-09-29T07:46:57.674Z] [STDOUT]   \"traceresponse\": \"00-47928ba910b128eb77f59d5f81a08b3d-53bcfd7c0a4c3ddb-01\",\n[2026-09-29T07:46:57.681Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:57.686Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:57.688Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:57.690Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:57.693Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:57.695Z] [STDOUT]   \"cf-ray\": \"a429607fcee6dbb5-FRA\",\n[2026-09-29T07:46:57.699Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:57.701Z] [STDOUT] [log_d94508] response parsed {\n[2026-09-29T07:46:57.703Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:57.708Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:57.712Z] [STDOUT]   body: X {\n[2026-09-29T07:46:57.715Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:57.719Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:57.721Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:57.726Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:57.730Z] [STDOUT]     },\n[2026-09-29T07:46:57.736Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:57.741Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:57.744Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:57.747Z] [STDOUT]   },\n[2026-09-29T07:46:57.750Z] [STDOUT]   durationMs: 809,\n[2026-09-29T07:46:57.754Z] [STDOUT] }\n[2026-09-29T07:46:57.835Z] [INFO] {\n[2026-09-29T07:46:57.835Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:57.835Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:57.835Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:46:57.835Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:57.835Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:57.835Z] [INFO]   \"uuid\": \"bba877cd-a937-4da1-9e02-d5b49e30a122\"\n[2026-09-29T07:46:57.835Z] [INFO] }\n[2026-09-29T07:46:58.351Z] [INFO] {\n[2026-09-29T07:46:58.351Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:58.351Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:58.351Z] [INFO]   \"estimated_tokens\": 186,\n[2026-09-29T07:46:58.351Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:58.351Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:58.351Z] [INFO]   \"uuid\": \"b8717e72-c431-4141-921b-55304d903401\"\n[2026-09-29T07:46:58.351Z] [INFO] }\n[2026-09-29T07:46:58.358Z] [INFO] {\n[2026-09-29T07:46:58.358Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:58.358Z] [INFO]   \"message\": {\n[2026-09-29T07:46:58.358Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:58.358Z] [INFO]     \"id\": \"msg_011CfXMsXv5EeLYC3fnXXoQp\",\n[2026-09-29T07:46:58.358Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:58.358Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:58.358Z] [INFO]     \"content\": [\n[2026-09-29T07:46:58.358Z] [INFO]       {\n[2026-09-29T07:46:58.358Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:58.358Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:58.358Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:46:58.358Z] [INFO]       }\n[2026-09-29T07:46:58.358Z] [INFO]     ],\n[2026-09-29T07:46:58.358Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:58.358Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:58.358Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:58.358Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:58.358Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:58.358Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:58.358Z] [INFO]       \"cache_creation_input_tokens\": 3102,\n[2026-09-29T07:46:58.358Z] [INFO]       \"cache_read_input_tokens\": 43230,\n[2026-09-29T07:46:58.358Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:58.358Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:58.358Z] [INFO]         \"ephemeral_1h_input_tokens\": 3102\n[2026-09-29T07:46:58.358Z] [INFO]       },\n[2026-09-29T07:46:58.358Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:46:58.358Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:58.358Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:58.358Z] [INFO]     },\n[2026-09-29T07:46:58.358Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:58.358Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:58.358Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:58.358Z] [INFO]   },\n[2026-09-29T07:46:58.358Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:58.358Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:58.358Z] [INFO]   \"uuid\": \"23aa8445-8dca-45db-b665-a971c2943187\",\n[2026-09-29T07:46:58.358Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:58.350Z\",\n[2026-09-29T07:46:58.358Z] [INFO]   \"request_id\": \"req_011CfXMsXVGyHXUbJLWgER6c\"\n[2026-09-29T07:46:58.358Z] [INFO] }\n[2026-09-29T07:46:59.059Z] [INFO] {\n[2026-09-29T07:46:59.059Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:59.059Z] [INFO]   \"message\": {\n[2026-09-29T07:46:59.059Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:59.059Z] [INFO]     \"id\": \"msg_011CfXMsXv5EeLYC3fnXXoQp\",\n[2026-09-29T07:46:59.059Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:59.059Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:59.059Z] [INFO]     \"content\": [\n[2026-09-29T07:46:59.059Z] [INFO]       {\n[2026-09-29T07:46:59.059Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:59.059Z] [INFO]         \"id\": \"toolu_01KDNM1rLjRxmjMWuKhSyWYf\",\n[2026-09-29T07:46:59.059Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:59.059Z] [INFO]         \"input\": {\n[2026-09-29T07:46:59.059Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n -i \\\"\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\\\\|\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\\\\|\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\\\" ba-meta-model/operation-taxonomy/*.md | cut -c1-280 | head -25\",\n[2026-09-29T07:46:59.059Z] [INFO]           \"description\": \"Search operation taxonomy for cognitive terms\"\n[2026-09-29T07:46:59.059Z] [INFO]         },\n[2026-09-29T07:46:59.059Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:59.059Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:59.059Z] [INFO]         }\n[2026-09-29T07:46:59.059Z] [INFO]       }\n[2026-09-29T07:46:59.059Z] [INFO]     ],\n[2026-09-29T07:46:59.059Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:59.059Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:59.059Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:59.059Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:59.059Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:59.059Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:59.059Z] [INFO]       \"cache_creation_input_tokens\": 3102,\n[2026-09-29T07:46:59.059Z] [INFO]       \"cache_read_input_tokens\": 43230,\n[2026-09-29T07:46:59.059Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:59.059Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:59.059Z] [INFO]         \"ephemeral_1h_input_tokens\": 3102\n[2026-09-29T07:46:59.059Z] [INFO]       },\n[2026-09-29T07:46:59.059Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:46:59.059Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:59.059Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:59.059Z] [INFO]     },\n[2026-09-29T07:46:59.059Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:59.059Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:59.059Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:59.059Z] [INFO]   },\n[2026-09-29T07:46:59.059Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:59.059Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:59.059Z] [INFO]   \"uuid\": \"b83afa7e-5a1b-4856-a0a7-6cc1c71f8747\",\n[2026-09-29T07:46:59.059Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:59.053Z\",\n[2026-09-29T07:46:59.059Z] [INFO]   \"request_id\": \"req_011CfXMsXVGyHXUbJLWgER6c\",\n[2026-09-29T07:46:59.059Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:46:59.059Z] [INFO]     \"toolu_01KDNM1rLjRxmjMWuKhSyWYf\": {\n[2026-09-29T07:46:59.059Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n -i \\\"\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\\\\|\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\\\\|\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\\\" ba-meta-model/operation-taxonomy/*.md | cut -c1-280 | head -25\",\n[2026-09-29T07:46:59.059Z] [INFO]       \"description\": \"Search operation taxonomy for cognitive terms\"\n[2026-09-29T07:46:59.059Z] [INFO]     }\n[2026-09-29T07:46:59.059Z] [INFO]   }\n[2026-09-29T07:46:59.059Z] [INFO] }\n[2026-09-29T07:47:00.602Z] [INFO] {\n[2026-09-29T07:47:00.602Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:00.602Z] [INFO]   \"message\": {\n[2026-09-29T07:47:00.602Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:00.602Z] [INFO]     \"content\": [\n[2026-09-29T07:47:00.602Z] [INFO]       {\n[2026-09-29T07:47:00.602Z] [INFO]         \"tool_use_id\": \"toolu_01KDNM1rLjRxmjMWuKhSyWYf\",\n[2026-09-29T07:47:00.602Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:00.602Z] [INFO]         \"content\": \"ba-meta-model/operation-taxonomy/00-introduction.md:27:2. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0434\u0435\u0441\u044c \u2014 **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435\\nba-meta-model/operation-taxonomy/00-introduction.md:33:   \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\nba-meta-model/operation-taxonomy/00-introduction.md:37:5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439**: 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435,\\nba-meta-model/operation-taxonomy/10-theory.md:24:| `D4` | 8 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u0438\u0437 13 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438: `understanding` \u2014 \u00ab\u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u044b, \u0446\u0435\u043b\u0438, \u043d\u0435\u044f\u0432\u043d\u044b\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f;\\nba-meta-model/operation-taxonomy/10-theory.md:43:| `OA-4` | **\u041e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.** \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043b\u0430\u0441\u0441\u0443 \u0438\u0437 \u043f\u044f\u0442\u0438 (\u00a73). \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u043c\u0435\\nba-meta-model/operation-taxonomy/10-theory.md:51:## 3. \u041f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432\\nba-meta-model/operation-taxonomy/20-taxonomy.md:48:| `OI-3` | ID \u0441\u0442\u0430\u0431\u0438\u043b\u0435\u043d \u043f\u0440\u0438 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0438 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438; \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441\u043e\u0437\u0434\u0430\u0451\\nba-meta-model/operation-taxonomy/20-taxonomy.md:230:\u043e\u043d\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u0438\u043f\u044b \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442\\nba-meta-model/operation-taxonomy/30-decision-framework.md:29:| 3 | \u0420\u0430\u0431\u043e\u0442\u0430 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b (\u00a73 \u0442\u0435\u043e\u0440\u0438\u0438)? | **\u043d\u0430\u0432\u044b\u043a** (`L3`) | \u0448\u0430\u0433 4 |\\nba-meta-model/operation-taxonomy/30-decision-framework.md:69:| `OG-4` | \u042f\u0440\u0443\u0441 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438: \u0435\u0441\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0440\u0430\u0437\u0438\u0442\u044c \u043a\u043e\u0434\u043e\u043c \u0438\u043b\u0438 \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u0441\u0432\u0435\u0440\u043a\u043e\\nba-meta-model/operation-taxonomy/30-decision-framework.md:85:| `EO-4` | \u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u043a\u043b\u0430\u0441\u0441 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b, \u0438 \u043e\u043d \u043e\u0434\u0438\u043d | \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f |\",\n[2026-09-29T07:47:00.602Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:00.602Z] [INFO]       }\n[2026-09-29T07:47:00.602Z] [INFO]     ]\n[2026-09-29T07:47:00.602Z] [INFO]   },\n[2026-09-29T07:47:00.602Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:00.602Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:00.602Z] [INFO]   \"uuid\": \"c76e18f8-f1bb-40cb-9f17-68cf68c9b906\",\n[2026-09-29T07:47:00.602Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:00.572Z\",\n[2026-09-29T07:47:00.602Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:00.602Z] [INFO]     \"stdout\": \"ba-meta-model/operation-taxonomy/00-introduction.md:27:2. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0434\u0435\u0441\u044c \u2014 **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435\\nba-meta-model/operation-taxonomy/00-introduction.md:33:   \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\nba-meta-model/operation-taxonomy/00-introduction.md:37:5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439**: 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435,\\nba-meta-model/operation-taxonomy/10-theory.md:24:| `D4` | 8 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u0438\u0437 13 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438: `understanding` \u2014 \u00ab\u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u044b, \u0446\u0435\u043b\u0438, \u043d\u0435\u044f\u0432\u043d\u044b\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f;\\nba-meta-model/operation-taxonomy/10-theory.md:43:| `OA-4` | **\u041e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.** \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043b\u0430\u0441\u0441\u0443 \u0438\u0437 \u043f\u044f\u0442\u0438 (\u00a73). \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u043c\u0435\\nba-meta-model/operation-taxonomy/10-theory.md:51:## 3. \u041f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432\\nba-meta-model/operation-taxonomy/20-taxonomy.md:48:| `OI-3` | ID \u0441\u0442\u0430\u0431\u0438\u043b\u0435\u043d \u043f\u0440\u0438 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0438 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438; \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441\u043e\u0437\u0434\u0430\u0451\\nba-meta-model/operation-taxonomy/20-taxonomy.md:230:\u043e\u043d\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u0438\u043f\u044b \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442\\nba-meta-model/operation-taxonomy/30-decision-framework.md:29:| 3 | \u0420\u0430\u0431\u043e\u0442\u0430 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b (\u00a73 \u0442\u0435\u043e\u0440\u0438\u0438)? | **\u043d\u0430\u0432\u044b\u043a** (`L3`) | \u0448\u0430\u0433 4 |\\nba-meta-model/operation-taxonomy/30-decision-framework.md:69:| `OG-4` | \u042f\u0440\u0443\u0441 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438: \u0435\u0441\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0440\u0430\u0437\u0438\u0442\u044c \u043a\u043e\u0434\u043e\u043c \u0438\u043b\u0438 \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u0441\u0432\u0435\u0440\u043a\u043e\\nba-meta-model/operation-taxonomy/30-decision-framework.md:85:| `EO-4` | \u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u043a\u043b\u0430\u0441\u0441 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b, \u0438 \u043e\u043d \u043e\u0434\u0438\u043d | \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f |\",\n[2026-09-29T07:47:00.602Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:00.602Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:00.602Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:00.602Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:00.602Z] [INFO]   }\n[2026-09-29T07:47:00.602Z] [INFO] }\n[2026-09-29T07:47:00.673Z] [STDOUT] [log_781ea2] sending request {\n[2026-09-29T07:47:00.676Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:00.678Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:00.680Z] [STDOUT]   options: {\n[2026-09-29T07:47:00.684Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:00.689Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:00.691Z] [STDOUT]     body: {\n[2026-09-29T07:47:00.696Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:00.700Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:00.703Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:00.711Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:00.728Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:00.741Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:00.754Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:00.763Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:00.775Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:00.779Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:00.823Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:00.838Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:00.848Z] [STDOUT]     },\n[2026-09-29T07:47:00.858Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:00.860Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:00.871Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:00.881Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:00.890Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:00.895Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:00.900Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:00.905Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:00.911Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:00.916Z] [STDOUT]     },\n[2026-09-29T07:47:00.924Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:00.928Z] [STDOUT]   },\n[2026-09-29T07:47:00.930Z] [STDOUT]   headers: {\n[2026-09-29T07:47:00.935Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:00.938Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:00.941Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:00.942Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:00.945Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:00.949Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:00.953Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:00.955Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:00.962Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:00.966Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1499\",\n[2026-09-29T07:47:00.974Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:00.979Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:00.983Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:00.986Z] [STDOUT]     \"x-client-request-id\": \"cfa20ebf-2998-4194-9e89-8d5bd4c2feb7\",\n[2026-09-29T07:47:00.989Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:00.998Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:01.002Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:01.005Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:01.008Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:01.012Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:01.019Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:01.040Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:01.049Z] [STDOUT]   },\n[2026-09-29T07:47:01.068Z] [STDOUT] }\n[2026-09-29T07:47:01.607Z] [STDOUT] [log_781ea2, request-id: \"req_011CfXMsq7AkdygFi2e9b5YN\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 935ms\n[2026-09-29T07:47:01.635Z] [STDOUT] [log_781ea2] response start {\n[2026-09-29T07:47:01.677Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:01.686Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:01.699Z] [STDOUT]   headers: {\n[2026-09-29T07:47:01.741Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:01.751Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:01.774Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:01.789Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:01.819Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:01.826Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:01.841Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:01.854Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:01.860Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:01.871Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:01.881Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": 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charset=utf-8\",\n[2026-09-29T07:47:01.971Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:01 GMT\",\n[2026-09-29T07:47:01.976Z] [STDOUT]     \"request-id\": \"req_011CfXMsq7AkdygFi2e9b5YN\",\n[2026-09-29T07:47:01.988Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:02.001Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:02.016Z] [STDOUT]     traceresponse: \"00-da3781990b02c652d8e912d1878682a2-59e4de627121b9af-01\",\n[2026-09-29T07:47:02.034Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:02.048Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:02.065Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:02.076Z] [STDOUT]   },\n[2026-09-29T07:47:02.092Z] [STDOUT]   durationMs: 935,\n[2026-09-29T07:47:02.110Z] [STDOUT] }\n[2026-09-29T07:47:02.117Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:02.121Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:01 GMT\",\n[2026-09-29T07:47:02.125Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:02.141Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:02.150Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:02.168Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:02.181Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:02.191Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:02.199Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:02.212Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:02.217Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:02.228Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:02.238Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:02.248Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:02.260Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:02.265Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:02.268Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:02.275Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:02.281Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:02.287Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:02.291Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:02.296Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:02.301Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:02.304Z] [STDOUT]   \"request-id\": \"req_011CfXMsq7AkdygFi2e9b5YN\",\n[2026-09-29T07:47:02.308Z] [STDOUT]   \"traceresponse\": \"00-da3781990b02c652d8e912d1878682a2-59e4de627121b9af-01\",\n[2026-09-29T07:47:02.310Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:02.313Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:02.318Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:02.322Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:02.325Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:02.331Z] [STDOUT]   \"cf-ray\": \"a42960993b2bdbb5-FRA\",\n[2026-09-29T07:47:02.335Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:02.339Z] [STDOUT] [log_781ea2] response parsed {\n[2026-09-29T07:47:02.343Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:02.347Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:02.352Z] [STDOUT]   body: X {\n[2026-09-29T07:47:02.357Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:02.359Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:02.371Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:02.377Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:02.380Z] [STDOUT]     },\n[2026-09-29T07:47:02.383Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:02.388Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:02.393Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:02.398Z] [STDOUT]   },\n[2026-09-29T07:47:02.404Z] [STDOUT]   durationMs: 951,\n[2026-09-29T07:47:02.408Z] [STDOUT] }\n[2026-09-29T07:47:03.083Z] [INFO] {\n[2026-09-29T07:47:03.083Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:03.083Z] [INFO] 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ba-meta-model/operation-taxonomy/20-taxonomy.md\",\n[2026-09-29T07:47:03.083Z] [INFO]           \"description\": \"Read the five cognitive classes definition\"\n[2026-09-29T07:47:03.083Z] [INFO]         },\n[2026-09-29T07:47:03.083Z] [INFO]         \"caller\": {\n[2026-09-29T07:47:03.083Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:03.083Z] [INFO]         }\n[2026-09-29T07:47:03.083Z] [INFO]       }\n[2026-09-29T07:47:03.083Z] [INFO]     ],\n[2026-09-29T07:47:03.083Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:03.083Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:03.083Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:03.083Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:03.083Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:03.083Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:03.083Z] [INFO]       \"cache_creation_input_tokens\": 999,\n[2026-09-29T07:47:03.083Z] [INFO]       \"cache_read_input_tokens\": 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\"ee3eb5bb-1ba5-4d9a-8655-aacd3dd41608\",\n[2026-09-29T07:47:03.083Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:03.025Z\",\n[2026-09-29T07:47:03.083Z] [INFO]   \"request_id\": \"req_011CfXMsq7AkdygFi2e9b5YN\",\n[2026-09-29T07:47:03.083Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:47:03.083Z] [INFO]     \"toolu_01AX6yf6qCt2bCdQEP7puaGn\": {\n[2026-09-29T07:47:03.083Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; sed -n 20,45p ba-meta-model/operation-taxonomy/00-introduction.md; sed -n 51,75p ba-meta-model/operation-taxonomy/10-theory.md | cut -c1-400; sed -n 225,235p ba-meta-model/operation-taxonomy/20-taxonomy.md\",\n[2026-09-29T07:47:03.083Z] [INFO]       \"description\": \"Read the five cognitive classes definition\"\n[2026-09-29T07:47:03.083Z] [INFO]     }\n[2026-09-29T07:47:03.083Z] [INFO]   }\n[2026-09-29T07:47:03.083Z] [INFO] }\n[2026-09-29T07:47:05.232Z] [INFO] {\n[2026-09-29T07:47:05.232Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:05.232Z] [INFO]   \"message\": {\n[2026-09-29T07:47:05.232Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:05.232Z] [INFO]     \"content\": [\n[2026-09-29T07:47:05.232Z] [INFO]       {\n[2026-09-29T07:47:05.232Z] [INFO]         \"tool_use_id\": \"toolu_01AX6yf6qCt2bCdQEP7puaGn\",\n[2026-09-29T07:47:05.232Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:05.232Z] [INFO]         \"content\": \"## BLUF\\n\\n1. \u041f\u0440\u0435\u0436\u043d\u0438\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\u00bb \u2014 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0430 **\u043a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0431\u043e\u0442\u044b**:\\n   \u0441\u0435\u043c\u044c \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0432\u044b\u0445\u043e\u0434\u0430, \u0432\u043e\u0441\u0435\u043c\u044c \u0438\u0437\\n   \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438\\n   (`D3`, `D4`,\\n   [\u0444\u0430\u043a\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md)).\\n2. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0434\u0435\u0441\u044c \u2014 **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435\\n   \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435** \u0441\u043e \u0441\u0442\u0440\u043e\u0433\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0432\u0445\u043e\u0434\u0430 \u0438 \u0432\u044b\u0445\u043e\u0434\u0430, \u043a\u0430\u043a \u0442\u0440\u0435\u0431\u0443\u0435\u0442 issue #571:\\n   \u00ab\u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\u00bb, \u00ab\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\u00bb, \u0430 \u043d\u0435 \u00ab\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c\u00bb \u0438 \u043d\u0435\\n   \u00ab\u043d\u0430\u0436\u0430\u0442\u044c\u00bb.\\n3. \u0410\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0448\u0435\u0441\u0442\u044c\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f\u043c\u0438 `OA-1`\u2013`OA-6`, \u0430 \u043d\u0435\\n   \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0430. \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435: \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n   \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\n4. \u0412\u0441\u0451, \u0447\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0438\u043b\u0438 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u2014 **\u043d\u0430\u0432\u044b\u043a (\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441)**\\n   \u0438\u043b\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0420\u0430\u0437\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\\n   \u0442\u0435\u0441\u0442\u043e\u043c \u0443\u0440\u043e\u0432\u043d\u044f.\\n5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439**: 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435,\\n   \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430, \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\\n   \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f, \u0430 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 (`T-2`).\\n6. \u041a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 **33 \u043d\u0430\u0432\u044b\u043a\u043e\u0432** \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u041d\u0430\u0432\u044b\u043a \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u043c (`EX-4`).\\n7. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043e\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f:\\n   \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u043e\u0446\u0435\u043d\u043a\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0441\u0445\u0435\u043c\u043e\u0439, \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f.\\n8. \u041c\u0438\u043a\u0440\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f (\u00ab\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u00bb, \u00ab\u0432\u044b\u0437\u0432\u0430\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb) \u0438\u0437 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\\n## 3. \u041f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432\\n\\n\u041a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u043c, \u0430 **\u0442\u0438\u043f\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u043d\u0430\u0434 \u0441\u043c\u044b\u0441\u043b\u043e\u043c** \u2014 \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430\\n\u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u0432 \u0432\u044b\u0445\u043e\u0434\u0435. \u042d\u0442\u043e \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u041e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430 | \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e | \u0420\u0438\u0441\u043a |\\n| --- | --- | --- | --- |\\n| `extract` \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 | \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\u0437 \u0432\u0445\u043e\u0434\u0430; \u043d\u043e\u0432\u043e\u0433\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f \u043d\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f | `G6` \u0432\u043d\u0435\u0448\u043d\u044f\u044f \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c | \u043f\u0440\u043e\u043f\u0443\u0441\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 |\\n| `transform` \u2014 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 | \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0444\u043e\u0440\u043c\u0430 \u0438\u043b\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, \u043d\u0435 \u0441\u043c\u044b\u0441\u043b | `G2` \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u043e\u0442\u0435\u0440\u044f \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 |\\n| `generate` \u2014 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0432\u043e \u0432\u0445\u043e\u0434\u0435 \u043d\u0435 \u0431\u044b\u043b\u043e | `G6` \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, `G5` \u043f\u0440\u0438 \u0432\u044b\u0445\u043e\u0434\u0435 \u0432\u043e\u0432\u043d\u0435 | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n| `check` \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043e \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0438 \u0432\u0445\u043e\u0434\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u043c\u0443 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e | `G2` \u0441\u0445\u0435\u043c\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 + `G6` \u0434\u043b\u044f \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432, \u0432\u044b\u0440\u0430\u0437\u0438\u043c\u044b\u0445 \u043a\u043e\u0434\u043e\u043c | \u043b\u043e\u0436\u043d\u043e\u0435 \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb |\\n| `assess` \u2014 \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0432\u044b\u0431\u043e\u0440 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 | `G1` \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f + `G5` \u043f\u0440\u0438 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u044b\u0431\u043e\u0440\u0430 | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043f\u044f\u0442\u044c, \u0430 \u043d\u0435 \u0431\u043e\u043b\u044c\u0448\u0435.** \u041a\u043b\u0430\u0441\u0441 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0435\u0447\u0435\u043d\u044c, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u043e\u043d\\n\u043c\u0435\u043d\u044f\u0435\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. `transform` \u0438 `extract` \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u043a\u043e\u0439 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u0430 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u0445\u0435\u043c\u043e\u0439.\\n`check` \u0438 `assess` \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430\\n\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c, \u0430 \u0432\u044b\u0431\u043e\u0440 \u2014 \u043d\u0430 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043b\u0430\u0441\u0441, \u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0449\u0438\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443, \u0432\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044e \u043d\u0435 \u0432\u043d\u043e\u0441\u0438\u0442\u0441\u044f (Anti-Inflation).\\n\\n## 4. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0430 \u0448\u0435\u0441\u0442\u0451\u0440\u043a\u043e\u0439 \u043f\u043e\u043b\u0435\u0439. \u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u044e\u0431\u043e\u0433\u043e \u043f\u043e\u043b\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0430 \u0438 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0432\u044b\u0437\u0432\u0430\u043d\u0430.\\n\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432; \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f (`LG-1`,\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)).\\n\\n**\u0427\u0442\u043e \u0432\u0438\u0434\u043d\u043e \u0438\u0437 \u0440\u0435\u0435\u0441\u0442\u0440\u0430.** \u041d\u0438 \u043e\u0434\u043d\u043e \u043f\u0440\u0435\u0436\u043d\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043d\u0435 \u0443\u0434\u0430\u043b\u0435\u043d\u043e \u0431\u0435\u0437 \u0437\u0430\u043c\u0435\u043d\u044b, \u0438 \u043d\u0438\\n\u043e\u0434\u043d\u043e \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c: \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u0442\u044c, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u043e\u043d\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u0438\u043f\u044b \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442\\n`D4`, \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u043d\u044b\u0439 \u043a\u0430\u043a \u0440\u0435\u0448\u0435\u043d\u0438\u0435.\\n\\n## 6. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\\n- \u041a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438. \u0420\u0430\u0431\u043e\u0442\u0430 \u043f\u043e \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u0430\u043d\u0430\u043b\u0438\u0437\u0430\",\n[2026-09-29T07:47:05.232Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:05.232Z] [INFO]       }\n[2026-09-29T07:47:05.232Z] [INFO]     ]\n[2026-09-29T07:47:05.232Z] [INFO]   },\n[2026-09-29T07:47:05.232Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:05.232Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:05.232Z] [INFO]   \"uuid\": \"411ac8a3-e0e9-429c-a144-50ed5ee0231d\",\n[2026-09-29T07:47:05.232Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:05.222Z\",\n[2026-09-29T07:47:05.232Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:05.232Z] [INFO]     \"stdout\": \"## BLUF\\n\\n1. \u041f\u0440\u0435\u0436\u043d\u0438\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\u00bb \u2014 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0430 **\u043a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0431\u043e\u0442\u044b**:\\n   \u0441\u0435\u043c\u044c \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0432\u044b\u0445\u043e\u0434\u0430, \u0432\u043e\u0441\u0435\u043c\u044c \u0438\u0437\\n   \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438\\n   (`D3`, `D4`,\\n   [\u0444\u0430\u043a\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md)).\\n2. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0434\u0435\u0441\u044c \u2014 **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435\\n   \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435** \u0441\u043e \u0441\u0442\u0440\u043e\u0433\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0432\u0445\u043e\u0434\u0430 \u0438 \u0432\u044b\u0445\u043e\u0434\u0430, \u043a\u0430\u043a \u0442\u0440\u0435\u0431\u0443\u0435\u0442 issue #571:\\n   \u00ab\u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\u00bb, \u00ab\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\u00bb, \u0430 \u043d\u0435 \u00ab\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c\u00bb \u0438 \u043d\u0435\\n   \u00ab\u043d\u0430\u0436\u0430\u0442\u044c\u00bb.\\n3. \u0410\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0448\u0435\u0441\u0442\u044c\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f\u043c\u0438 `OA-1`\u2013`OA-6`, \u0430 \u043d\u0435\\n   \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0430. \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435: \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n   \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\n4. \u0412\u0441\u0451, \u0447\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0438\u043b\u0438 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u2014 **\u043d\u0430\u0432\u044b\u043a (\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441)**\\n   \u0438\u043b\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0420\u0430\u0437\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\\n   \u0442\u0435\u0441\u0442\u043e\u043c \u0443\u0440\u043e\u0432\u043d\u044f.\\n5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439**: 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435,\\n   \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430, \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\\n   \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f, \u0430 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 (`T-2`).\\n6. \u041a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 **33 \u043d\u0430\u0432\u044b\u043a\u043e\u0432** \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u041d\u0430\u0432\u044b\u043a \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u043c (`EX-4`).\\n7. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043e\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f:\\n   \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u043e\u0446\u0435\u043d\u043a\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0441\u0445\u0435\u043c\u043e\u0439, \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f.\\n8. \u041c\u0438\u043a\u0440\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f (\u00ab\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u00bb, \u00ab\u0432\u044b\u0437\u0432\u0430\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb) \u0438\u0437 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\\n## 3. \u041f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432\\n\\n\u041a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u043c, \u0430 **\u0442\u0438\u043f\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u043d\u0430\u0434 \u0441\u043c\u044b\u0441\u043b\u043e\u043c** \u2014 \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430\\n\u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u0432 \u0432\u044b\u0445\u043e\u0434\u0435. \u042d\u0442\u043e \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u041e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430 | \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e | \u0420\u0438\u0441\u043a |\\n| --- | --- | --- | --- |\\n| `extract` \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 | \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\u0437 \u0432\u0445\u043e\u0434\u0430; \u043d\u043e\u0432\u043e\u0433\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f \u043d\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f | `G6` \u0432\u043d\u0435\u0448\u043d\u044f\u044f \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c | \u043f\u0440\u043e\u043f\u0443\u0441\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 |\\n| `transform` \u2014 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 | \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0444\u043e\u0440\u043c\u0430 \u0438\u043b\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, \u043d\u0435 \u0441\u043c\u044b\u0441\u043b | `G2` \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u043e\u0442\u0435\u0440\u044f \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 |\\n| `generate` \u2014 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0432\u043e \u0432\u0445\u043e\u0434\u0435 \u043d\u0435 \u0431\u044b\u043b\u043e | `G6` \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, `G5` \u043f\u0440\u0438 \u0432\u044b\u0445\u043e\u0434\u0435 \u0432\u043e\u0432\u043d\u0435 | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n| `check` \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043e \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0438 \u0432\u0445\u043e\u0434\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u043c\u0443 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e | `G2` \u0441\u0445\u0435\u043c\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 + `G6` \u0434\u043b\u044f \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432, \u0432\u044b\u0440\u0430\u0437\u0438\u043c\u044b\u0445 \u043a\u043e\u0434\u043e\u043c | \u043b\u043e\u0436\u043d\u043e\u0435 \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb |\\n| `assess` \u2014 \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0432\u044b\u0431\u043e\u0440 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 | `G1` \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f + `G5` \u043f\u0440\u0438 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u044b\u0431\u043e\u0440\u0430 | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043f\u044f\u0442\u044c, \u0430 \u043d\u0435 \u0431\u043e\u043b\u044c\u0448\u0435.** \u041a\u043b\u0430\u0441\u0441 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0435\u0447\u0435\u043d\u044c, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u043e\u043d\\n\u043c\u0435\u043d\u044f\u0435\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. `transform` \u0438 `extract` \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u043a\u043e\u0439 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u0430 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u0445\u0435\u043c\u043e\u0439.\\n`check` \u0438 `assess` \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430\\n\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c, \u0430 \u0432\u044b\u0431\u043e\u0440 \u2014 \u043d\u0430 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043b\u0430\u0441\u0441, \u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0449\u0438\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443, \u0432\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044e \u043d\u0435 \u0432\u043d\u043e\u0441\u0438\u0442\u0441\u044f (Anti-Inflation).\\n\\n## 4. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0430 \u0448\u0435\u0441\u0442\u0451\u0440\u043a\u043e\u0439 \u043f\u043e\u043b\u0435\u0439. \u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u044e\u0431\u043e\u0433\u043e \u043f\u043e\u043b\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0430 \u0438 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0432\u044b\u0437\u0432\u0430\u043d\u0430.\\n\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432; \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f (`LG-1`,\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)).\\n\\n**\u0427\u0442\u043e \u0432\u0438\u0434\u043d\u043e \u0438\u0437 \u0440\u0435\u0435\u0441\u0442\u0440\u0430.** \u041d\u0438 \u043e\u0434\u043d\u043e \u043f\u0440\u0435\u0436\u043d\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043d\u0435 \u0443\u0434\u0430\u043b\u0435\u043d\u043e \u0431\u0435\u0437 \u0437\u0430\u043c\u0435\u043d\u044b, \u0438 \u043d\u0438\\n\u043e\u0434\u043d\u043e \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c: \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u0442\u044c, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u043e\u043d\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u0438\u043f\u044b \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442\\n`D4`, \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u043d\u044b\u0439 \u043a\u0430\u043a \u0440\u0435\u0448\u0435\u043d\u0438\u0435.\\n\\n## 6. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\\n- \u041a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438. \u0420\u0430\u0431\u043e\u0442\u0430 \u043f\u043e \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u0430\u043d\u0430\u043b\u0438\u0437\u0430\",\n[2026-09-29T07:47:05.232Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:05.232Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:05.232Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:05.232Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:05.232Z] [INFO]   }\n[2026-09-29T07:47:05.232Z] [INFO] }\n[2026-09-29T07:47:05.293Z] [STDOUT] [log_3cc11f] sending request {\n[2026-09-29T07:47:05.297Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:05.301Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:05.306Z] [STDOUT]   options: {\n[2026-09-29T07:47:05.309Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:05.312Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:05.317Z] [STDOUT]     body: {\n[2026-09-29T07:47:05.321Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:05.325Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:05.329Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:05.335Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:05.340Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:05.343Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:05.347Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:05.352Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:05.358Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:05.366Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:05.371Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:05.377Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:05.382Z] [STDOUT]     },\n[2026-09-29T07:47:05.387Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:05.390Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:05.401Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:05.406Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:05.409Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:05.413Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:05.420Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:05.423Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:05.429Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:05.433Z] [STDOUT]     },\n[2026-09-29T07:47:05.438Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:05.441Z] [STDOUT]   },\n[2026-09-29T07:47:05.447Z] [STDOUT]   headers: {\n[2026-09-29T07:47:05.450Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:05.457Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:05.464Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:05.470Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:05.479Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:05.487Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:05.495Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:05.500Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:05.503Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:05.506Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2001\",\n[2026-09-29T07:47:05.509Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:05.513Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:05.515Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:05.525Z] [STDOUT]     \"x-client-request-id\": \"7e71cdc4-76cc-4b35-89ca-e66f8f24f63a\",\n[2026-09-29T07:47:05.528Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:05.530Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:05.533Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:05.535Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:05.539Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:05.548Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:05.553Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:05.560Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:05.566Z] [STDOUT]   },\n[2026-09-29T07:47:05.568Z] [STDOUT] }\n[2026-09-29T07:47:06.088Z] [STDOUT] [log_3cc11f, request-id: \"req_011CfXMtAiPU9zQsoKcH4RBV\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 796ms\n[2026-09-29T07:47:06.099Z] [STDOUT] [log_3cc11f] response start {\n[2026-09-29T07:47:06.103Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:06.110Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:06.113Z] [STDOUT]   headers: {\n[2026-09-29T07:47:06.116Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:06.122Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:06.131Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:06.135Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:06.147Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:06.154Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:06.159Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:06.161Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:06.165Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:06.171Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:06.176Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:06.181Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:06.187Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:06.191Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:06.194Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:06.196Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:06.199Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:06.202Z] [STDOUT]     \"cf-ray\": \"a42960b61fc0dbb5-FRA\",\n[2026-09-29T07:47:06.206Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:06.212Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:06.217Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:06.220Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:06.223Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:06 GMT\",\n[2026-09-29T07:47:06.226Z] [STDOUT]     \"request-id\": \"req_011CfXMtAiPU9zQsoKcH4RBV\",\n[2026-09-29T07:47:06.228Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:06.231Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:06.235Z] [STDOUT]     traceresponse: \"00-153645f1b0fac6817ecb364f10c96ffb-03b996eda538f56d-01\",\n[2026-09-29T07:47:06.238Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:06.242Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:06.248Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:06.271Z] [STDOUT]   },\n[2026-09-29T07:47:06.278Z] [STDOUT]   durationMs: 796,\n[2026-09-29T07:47:06.282Z] [STDOUT] }\n[2026-09-29T07:47:06.284Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:06.289Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:06 GMT\",\n[2026-09-29T07:47:06.293Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:06.298Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:06.301Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:06.304Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:06.310Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:06.315Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:06.319Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:06.327Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:06.331Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:06.335Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:06.342Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:06.347Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:06.351Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:06.356Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:06.360Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:06.363Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:06.369Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:06.374Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:06.376Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:06.378Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:06.385Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:06.389Z] [STDOUT]   \"request-id\": \"req_011CfXMtAiPU9zQsoKcH4RBV\",\n[2026-09-29T07:47:06.395Z] [STDOUT]   \"traceresponse\": \"00-153645f1b0fac6817ecb364f10c96ffb-03b996eda538f56d-01\",\n[2026-09-29T07:47:06.400Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:06.403Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:06.408Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:06.415Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:06.419Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:06.424Z] [STDOUT]   \"cf-ray\": \"a42960b61fc0dbb5-FRA\",\n[2026-09-29T07:47:06.430Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:06.432Z] [STDOUT] [log_3cc11f] response parsed {\n[2026-09-29T07:47:06.441Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:06.445Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:06.450Z] [STDOUT]   body: X {\n[2026-09-29T07:47:06.456Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:06.470Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:06.473Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:06.477Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:06.483Z] [STDOUT]     },\n[2026-09-29T07:47:06.487Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:06.492Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:06.497Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:06.505Z] [STDOUT]   },\n[2026-09-29T07:47:06.507Z] [STDOUT]   durationMs: 797,\n[2026-09-29T07:47:06.510Z] [STDOUT] }\n[2026-09-29T07:47:06.634Z] [INFO] {\n[2026-09-29T07:47:06.634Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:06.634Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:06.634Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:06.634Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:06.634Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:06.634Z] [INFO]   \"uuid\": \"aaeb91f3-f280-470a-8f6e-6a7da56890f8\"\n[2026-09-29T07:47:06.634Z] [INFO] }\n[2026-09-29T07:47:08.181Z] [INFO] {\n[2026-09-29T07:47:08.181Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:08.181Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:08.181Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:47:08.181Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:08.181Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:08.181Z] [INFO]   \"uuid\": \"73f2e389-f688-47e3-b22a-a6f2b94eb324\"\n[2026-09-29T07:47:08.181Z] [INFO] }\n[2026-09-29T07:47:09.549Z] [INFO] {\n[2026-09-29T07:47:09.549Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:09.549Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:09.549Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:47:09.549Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:09.549Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:09.549Z] [INFO]   \"uuid\": \"3a90bd2d-af71-4ffe-ac6e-bf50a0ba34a8\"\n[2026-09-29T07:47:09.549Z] [INFO] }\n[2026-09-29T07:47:09.868Z] [INFO] {\n[2026-09-29T07:47:09.868Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:09.868Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:09.868Z] [INFO]   \"estimated_tokens\": 405,\n[2026-09-29T07:47:09.868Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:09.868Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:09.868Z] [INFO]   \"uuid\": \"4cf07478-769f-493c-9ae3-c297a3c40bdd\"\n[2026-09-29T07:47:09.868Z] [INFO] }\n[2026-09-29T07:47:09.889Z] [INFO] {\n[2026-09-29T07:47:09.889Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:09.889Z] [INFO]   \"message\": {\n[2026-09-29T07:47:09.889Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:09.889Z] [INFO]     \"id\": \"msg_011CfXMtBG8jvivxVLUSig2H\",\n[2026-09-29T07:47:09.889Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:09.889Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:09.889Z] [INFO]     \"content\": [\n[2026-09-29T07:47:09.889Z] [INFO]       {\n[2026-09-29T07:47:09.889Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:09.889Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:09.889Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:47:09.889Z] [INFO]       }\n[2026-09-29T07:47:09.889Z] [INFO]     ],\n[2026-09-29T07:47:09.889Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:09.889Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:09.889Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:09.889Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:09.889Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:09.889Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:09.889Z] [INFO]       \"cache_creation_input_tokens\": 1802,\n[2026-09-29T07:47:09.889Z] [INFO]       \"cache_read_input_tokens\": 47331,\n[2026-09-29T07:47:09.889Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:09.889Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:09.889Z] [INFO]         \"ephemeral_1h_input_tokens\": 1802\n[2026-09-29T07:47:09.889Z] [INFO]       },\n[2026-09-29T07:47:09.889Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:09.889Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:09.889Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:09.889Z] [INFO]     },\n[2026-09-29T07:47:09.889Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:09.889Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:09.889Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:09.889Z] [INFO]   },\n[2026-09-29T07:47:09.889Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:09.889Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:09.889Z] [INFO]   \"uuid\": \"39754097-705d-4222-bd79-ab7743f4130d\",\n[2026-09-29T07:47:09.889Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:09.866Z\",\n[2026-09-29T07:47:09.889Z] [INFO]   \"request_id\": \"req_011CfXMtAiPU9zQsoKcH4RBV\"\n[2026-09-29T07:47:09.889Z] [INFO] }\n[2026-09-29T07:47:10.843Z] [INFO] {\n[2026-09-29T07:47:10.843Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:10.843Z] [INFO]   \"message\": {\n[2026-09-29T07:47:10.843Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:10.843Z] [INFO]     \"id\": \"msg_011CfXMtBG8jvivxVLUSig2H\",\n[2026-09-29T07:47:10.843Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:10.843Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:10.843Z] [INFO]     \"content\": [\n[2026-09-29T07:47:10.843Z] [INFO]       {\n[2026-09-29T07:47:10.843Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:47:10.843Z] [INFO]         \"id\": \"toolu_014iHFre1avdDWtpUg5H48ST\",\n[2026-09-29T07:47:10.843Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:47:10.843Z] [INFO]         \"input\": {\n[2026-09-29T07:47:10.843Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 222,330p tools/validate-frontmatter.sh | grep -n \\\"type\\\\|scope\\\" ; sed -n 60,100p tools/validate-frontmatter.sh\",\n[2026-09-29T07:47:10.843Z] [INFO]           \"description\": \"Check type field validation and class mapping\"\n[2026-09-29T07:47:10.843Z] [INFO]         },\n[2026-09-29T07:47:10.843Z] [INFO]         \"caller\": {\n[2026-09-29T07:47:10.843Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:10.843Z] [INFO]         }\n[2026-09-29T07:47:10.843Z] [INFO]       }\n[2026-09-29T07:47:10.843Z] [INFO]     ],\n[2026-09-29T07:47:10.843Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:10.843Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:10.843Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:10.843Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:10.843Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:10.843Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:10.843Z] [INFO]       \"cache_creation_input_tokens\": 1802,\n[2026-09-29T07:47:10.843Z] [INFO]       \"cache_read_input_tokens\": 47331,\n[2026-09-29T07:47:10.843Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:10.843Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:10.843Z] [INFO]         \"ephemeral_1h_input_tokens\": 1802\n[2026-09-29T07:47:10.843Z] [INFO]       },\n[2026-09-29T07:47:10.843Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:10.843Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:10.843Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:10.843Z] [INFO]     },\n[2026-09-29T07:47:10.843Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:10.843Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:10.843Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:10.843Z] [INFO]   },\n[2026-09-29T07:47:10.843Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:10.843Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:10.843Z] [INFO]   \"uuid\": \"59ac587f-1581-4e9e-97d8-7566e09ef8b1\",\n[2026-09-29T07:47:10.843Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:10.834Z\",\n[2026-09-29T07:47:10.843Z] [INFO]   \"request_id\": \"req_011CfXMtAiPU9zQsoKcH4RBV\",\n[2026-09-29T07:47:10.843Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:47:10.843Z] [INFO]     \"toolu_014iHFre1avdDWtpUg5H48ST\": {\n[2026-09-29T07:47:10.843Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 222,330p tools/validate-frontmatter.sh | grep -n \\\"type\\\\|scope\\\" ; sed -n 60,100p tools/validate-frontmatter.sh\",\n[2026-09-29T07:47:10.843Z] [INFO]       \"description\": \"Check type field validation and class mapping\"\n[2026-09-29T07:47:10.843Z] [INFO]     }\n[2026-09-29T07:47:10.843Z] [INFO]   }\n[2026-09-29T07:47:10.843Z] [INFO] }\n[2026-09-29T07:47:12.321Z] [INFO] {\n[2026-09-29T07:47:12.321Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:12.321Z] [INFO]   \"message\": {\n[2026-09-29T07:47:12.321Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:12.321Z] [INFO]     \"content\": [\n[2026-09-29T07:47:12.321Z] [INFO]       {\n[2026-09-29T07:47:12.321Z] [INFO]         \"tool_use_id\": \"toolu_014iHFre1avdDWtpUg5H48ST\",\n[2026-09-29T07:47:12.321Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:12.321Z] [INFO]         \"content\": \"98:    decision-type)\\n103:          error \\\"$path\\\" \\\"$line\\\" \\\"invalid decision-type '$value' (expected one of: governance, methodology, product, curriculum, runtime)\\\"\\n107:    rfc-scope)\\n  esac\\n}\\n\\nnormalize_path() {\\n  local path=\\\"$1\\\"\\n\\n  path=\\\"${path#\\\"$ROOT_DIR\\\"/}\\\"\\n  path=\\\"${path#./}\\\"\\n\\n  printf '%s' \\\"$path\\\"\\n}\\n\\ndocument_class() {\\n  local path\\n  path=\\\"$(normalize_path \\\"$1\\\")\\\"\\n\\n  case \\\"$path\\\" in\\n    # \u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u0430 \u043d\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442:\\n    # \u0447\u0430\u0441\u0442\u044c \u0435\u0433\u043e \u043f\u043e\u043b\u0435\u0439 \u0437\u0430\u0434\u0430\u043d\u0430 \u0432\u043d\u0435\u0448\u043d\u0438\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u043c GigaCode (name, description),\\n    # \u0447\u0430\u0441\u0442\u044c \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 (compiled_from, derived_from).\\n    projects/*/execution-package-*/*.md | projects/*/execution-package-*/*/*.md | \\\\\\n    projects/*/execution-package-*/*/*/*.md | projects/*/execution-package-*/*/*/*/*.md)\\n      printf 'execution-package'\\n      ;;\\n    docs/audit/*.md)\\n      printf 'audit'\\n      ;;\\n    research/*.md | docs/analysis/*.md | docs/report/*.md)\\n      printf 'knowledge'\\n      ;;\\n    docs/rfc/README.md)\\n      printf 'governance'\\n      ;;\\n    docs/rfc/*.md | projects/*/docs/rfc/*.md)\\n      printf 'rfc'\\n      ;;\\n    docs/adr/README.md)\\n      printf 'governance'\\n      ;;\\n    docs/adr/*.md | projects/*/decisions/*.md | projects/*/docs/adr/*.md)\\n      printf 'adr'\",\n[2026-09-29T07:47:12.321Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:12.321Z] [INFO]       }\n[2026-09-29T07:47:12.321Z] [INFO]     ]\n[2026-09-29T07:47:12.321Z] [INFO]   },\n[2026-09-29T07:47:12.321Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:12.321Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:12.321Z] [INFO]   \"uuid\": \"2d67de97-bada-4427-b440-8b4bea4803d4\",\n[2026-09-29T07:47:12.321Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:12.296Z\",\n[2026-09-29T07:47:12.321Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:12.321Z] [INFO]     \"stdout\": \"98:    decision-type)\\n103:          error \\\"$path\\\" \\\"$line\\\" \\\"invalid decision-type '$value' (expected one of: governance, methodology, product, curriculum, runtime)\\\"\\n107:    rfc-scope)\\n  esac\\n}\\n\\nnormalize_path() {\\n  local path=\\\"$1\\\"\\n\\n  path=\\\"${path#\\\"$ROOT_DIR\\\"/}\\\"\\n  path=\\\"${path#./}\\\"\\n\\n  printf '%s' \\\"$path\\\"\\n}\\n\\ndocument_class() {\\n  local path\\n  path=\\\"$(normalize_path \\\"$1\\\")\\\"\\n\\n  case \\\"$path\\\" in\\n    # \u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u0430 \u043d\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442:\\n    # \u0447\u0430\u0441\u0442\u044c \u0435\u0433\u043e \u043f\u043e\u043b\u0435\u0439 \u0437\u0430\u0434\u0430\u043d\u0430 \u0432\u043d\u0435\u0448\u043d\u0438\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u043c GigaCode (name, description),\\n    # \u0447\u0430\u0441\u0442\u044c \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 (compiled_from, derived_from).\\n    projects/*/execution-package-*/*.md | projects/*/execution-package-*/*/*.md | \\\\\\n    projects/*/execution-package-*/*/*/*.md | projects/*/execution-package-*/*/*/*/*.md)\\n      printf 'execution-package'\\n      ;;\\n    docs/audit/*.md)\\n      printf 'audit'\\n      ;;\\n    research/*.md | docs/analysis/*.md | docs/report/*.md)\\n      printf 'knowledge'\\n      ;;\\n    docs/rfc/README.md)\\n      printf 'governance'\\n      ;;\\n    docs/rfc/*.md | projects/*/docs/rfc/*.md)\\n      printf 'rfc'\\n      ;;\\n    docs/adr/README.md)\\n      printf 'governance'\\n      ;;\\n    docs/adr/*.md | projects/*/decisions/*.md | projects/*/docs/adr/*.md)\\n      printf 'adr'\",\n[2026-09-29T07:47:12.321Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:12.321Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:12.321Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:12.321Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:12.321Z] [INFO]   }\n[2026-09-29T07:47:12.321Z] [INFO] }\n[2026-09-29T07:47:12.383Z] [STDOUT] [log_eb9258] sending request {\n[2026-09-29T07:47:12.390Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:12.395Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:12.400Z] [STDOUT]   options: {\n[2026-09-29T07:47:12.407Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:12.411Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:12.414Z] [STDOUT]     body: {\n[2026-09-29T07:47:12.418Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:12.425Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:12.431Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:12.434Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:12.437Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:12.455Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:12.459Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:12.472Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:12.476Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:12.481Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:12.484Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:12.490Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:12.499Z] [STDOUT]     },\n[2026-09-29T07:47:12.504Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:12.508Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:12.512Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:12.515Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:12.517Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:12.521Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:12.525Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:12.528Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:12.532Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:12.537Z] [STDOUT]     },\n[2026-09-29T07:47:12.540Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:12.543Z] [STDOUT]   },\n[2026-09-29T07:47:12.545Z] [STDOUT]   headers: {\n[2026-09-29T07:47:12.549Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:12.555Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:12.558Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:12.561Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:12.563Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:12.566Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:12.569Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:12.572Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:12.575Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:12.581Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1421\",\n[2026-09-29T07:47:12.584Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:12.587Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:12.596Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:12.602Z] [STDOUT]     \"x-client-request-id\": \"04ea8b06-981e-4835-b4e4-5e9039b966f5\",\n[2026-09-29T07:47:12.608Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:12.614Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:12.623Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:12.627Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:12.632Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:12.635Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:12.639Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:12.643Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:12.647Z] [STDOUT]   },\n[2026-09-29T07:47:12.651Z] [STDOUT] }\n[2026-09-29T07:47:13.053Z] [STDOUT] [log_eb9258, request-id: \"req_011CfXMtgtLmxURzD3Vvpmvx\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 672ms\n[2026-09-29T07:47:13.059Z] [STDOUT] [log_eb9258] response start {\n[2026-09-29T07:47:13.062Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:13.065Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:13.070Z] [STDOUT]   headers: {\n[2026-09-29T07:47:13.076Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:13.082Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:13.086Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:13.095Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:13.101Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:13.105Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:13.108Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:13.115Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:13.118Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:13.123Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:13.137Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:13.140Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:13.147Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:13.150Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:13.153Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:13.156Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:13.158Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:13.160Z] [STDOUT]     \"cf-ray\": \"a42960e2790adbb5-FRA\",\n[2026-09-29T07:47:13.164Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:13.167Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:13.174Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:13.178Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:13.181Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:13 GMT\",\n[2026-09-29T07:47:13.184Z] [STDOUT]     \"request-id\": \"req_011CfXMtgtLmxURzD3Vvpmvx\",\n[2026-09-29T07:47:13.188Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:13.192Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:13.198Z] [STDOUT]     traceresponse: \"00-ff04097564d4204d7f1c336aff35b0ec-3ddb6fffe2079aa3-01\",\n[2026-09-29T07:47:13.202Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:13.206Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:13.212Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:13.221Z] [STDOUT]   },\n[2026-09-29T07:47:13.225Z] [STDOUT]   durationMs: 672,\n[2026-09-29T07:47:13.234Z] [STDOUT] }\n[2026-09-29T07:47:13.242Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:13.248Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:13 GMT\",\n[2026-09-29T07:47:13.252Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:13.255Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:13.259Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:13.262Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:13.264Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:13.267Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:13.270Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:13.273Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:13.276Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:13.279Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:13.284Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:13.288Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:13.292Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:13.295Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:13.298Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:13.301Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:13.304Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:13.307Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:13.311Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:13.316Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:13.321Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:13.325Z] [STDOUT]   \"request-id\": \"req_011CfXMtgtLmxURzD3Vvpmvx\",\n[2026-09-29T07:47:13.333Z] [STDOUT]   \"traceresponse\": \"00-ff04097564d4204d7f1c336aff35b0ec-3ddb6fffe2079aa3-01\",\n[2026-09-29T07:47:13.339Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:13.345Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:13.352Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:13.354Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:13.358Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:13.368Z] [STDOUT]   \"cf-ray\": \"a42960e2790adbb5-FRA\",\n[2026-09-29T07:47:13.381Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:13.389Z] [STDOUT] [log_eb9258] response parsed {\n[2026-09-29T07:47:13.393Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:13.397Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:13.401Z] [STDOUT]   body: X {\n[2026-09-29T07:47:13.404Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:13.407Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:13.411Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:13.416Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:13.421Z] [STDOUT]     },\n[2026-09-29T07:47:13.426Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:13.435Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:13.442Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:13.453Z] [STDOUT]   },\n[2026-09-29T07:47:13.455Z] [STDOUT]   durationMs: 673,\n[2026-09-29T07:47:13.458Z] [STDOUT] }\n[2026-09-29T07:47:13.564Z] [INFO] {\n[2026-09-29T07:47:13.564Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:13.564Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:13.564Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:13.564Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:13.564Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:13.564Z] [INFO]   \"uuid\": \"782e8214-091c-48b1-9723-ad89e3dbb75a\"\n[2026-09-29T07:47:13.564Z] [INFO] }\n[2026-09-29T07:47:15.230Z] [INFO] {\n[2026-09-29T07:47:15.230Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:15.230Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:15.230Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:47:15.230Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:15.230Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:15.230Z] [INFO]   \"uuid\": \"077522d6-f5fd-4b21-890b-115f99a14958\"\n[2026-09-29T07:47:15.230Z] [INFO] }\n[2026-09-29T07:47:16.034Z] [INFO] {\n[2026-09-29T07:47:16.034Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:16.034Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:16.034Z] [INFO]   \"estimated_tokens\": 284,\n[2026-09-29T07:47:16.034Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:16.034Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:16.034Z] [INFO]   \"uuid\": \"9b3a40d2-81ac-4e3a-a90d-3cebb4baaacd\"\n[2026-09-29T07:47:16.034Z] [INFO] }\n[2026-09-29T07:47:16.041Z] [INFO] {\n[2026-09-29T07:47:16.041Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:16.041Z] [INFO]   \"message\": {\n[2026-09-29T07:47:16.041Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:16.041Z] [INFO]     \"id\": \"msg_011CfXMthKPUBBSnnKwcswES\",\n[2026-09-29T07:47:16.041Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:16.041Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:16.041Z] [INFO]     \"content\": [\n[2026-09-29T07:47:16.041Z] [INFO]       {\n[2026-09-29T07:47:16.041Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:16.041Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:16.041Z] [INFO]         \"signature\": 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\"post\",\n[2026-09-29T07:47:18.641Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:18.645Z] [STDOUT]     body: {\n[2026-09-29T07:47:18.649Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:18.654Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:18.658Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:18.662Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:18.665Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:18.668Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:18.671Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:18.678Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:18.683Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:18.692Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:18.696Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:18.700Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:18.703Z] [STDOUT]     },\n[2026-09-29T07:47:18.706Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:18.711Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:18.717Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:18.722Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:18.727Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:18.745Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:18.761Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:18.773Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:18.783Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:18.790Z] [STDOUT]     },\n[2026-09-29T07:47:18.794Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:18.799Z] [STDOUT]   },\n[2026-09-29T07:47:18.801Z] [STDOUT]   headers: {\n[2026-09-29T07:47:18.805Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:18.810Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:18.813Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:18.815Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:18.818Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:18.822Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:18.826Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:18.829Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:18.832Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:18.836Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1247\",\n[2026-09-29T07:47:18.839Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:18.843Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:18.846Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:18.851Z] [STDOUT]     \"x-client-request-id\": \"b796cf66-6832-488f-86f8-68e16e3443ff\",\n[2026-09-29T07:47:18.853Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:18.858Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:18.860Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:18.862Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:18.865Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:18.869Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:18.878Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:18.883Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:18.886Z] [STDOUT]   },\n[2026-09-29T07:47:18.888Z] [STDOUT] }\n[2026-09-29T07:47:19.442Z] [STDOUT] [log_65078e, request-id: \"req_011CfXMu9XitxvPrAXVRVYJ1\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 823ms\n[2026-09-29T07:47:19.462Z] [STDOUT] [log_65078e] response start {\n[2026-09-29T07:47:19.468Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:19.477Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:19.485Z] [STDOUT]   headers: {\n[2026-09-29T07:47:19.490Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:19.495Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:19.498Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:19.502Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:19.517Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:19.526Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:19.536Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:19.540Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:19.546Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:19.554Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:19.557Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:19.561Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:19.563Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:19.569Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:19.577Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:19.585Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:19.588Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:19.591Z] [STDOUT]     \"cf-ray\": \"a42961095c18dbb5-FRA\",\n[2026-09-29T07:47:19.596Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:19.601Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:19.603Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:19.608Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:19.612Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:19 GMT\",\n[2026-09-29T07:47:19.614Z] [STDOUT]     \"request-id\": \"req_011CfXMu9XitxvPrAXVRVYJ1\",\n[2026-09-29T07:47:19.626Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:19.632Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:19.636Z] [STDOUT]     traceresponse: \"00-169c438d271995ec7c27e263568e1144-fd5cd3929116cc63-01\",\n[2026-09-29T07:47:19.640Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:19.651Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:19.657Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:19.661Z] [STDOUT]   },\n[2026-09-29T07:47:19.664Z] [STDOUT]   durationMs: 823,\n[2026-09-29T07:47:19.668Z] [STDOUT] }\n[2026-09-29T07:47:19.672Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:19.676Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:19 GMT\",\n[2026-09-29T07:47:19.684Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:19.687Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:19.690Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:19.693Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:19.698Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:19.701Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:19.704Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:19.707Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:19.710Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:19.717Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:19.723Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:19.728Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:19.732Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:19.737Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:19.743Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:19.746Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:19.749Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:19.754Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:19.758Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:19.764Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:19.768Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:19.771Z] [STDOUT]   \"request-id\": \"req_011CfXMu9XitxvPrAXVRVYJ1\",\n[2026-09-29T07:47:19.774Z] [STDOUT]   \"traceresponse\": \"00-169c438d271995ec7c27e263568e1144-fd5cd3929116cc63-01\",\n[2026-09-29T07:47:19.778Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:19.783Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:19.792Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:19.799Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:19.803Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:19.806Z] [STDOUT]   \"cf-ray\": \"a42961095c18dbb5-FRA\",\n[2026-09-29T07:47:19.811Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:19.816Z] [STDOUT] [log_65078e] response parsed {\n[2026-09-29T07:47:19.819Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:19.825Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:19.828Z] [STDOUT]   body: X {\n[2026-09-29T07:47:19.834Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:19.838Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:19.842Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:19.845Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:19.848Z] [STDOUT]     },\n[2026-09-29T07:47:19.852Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:19.855Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:19.857Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:19.860Z] [STDOUT]   },\n[2026-09-29T07:47:19.865Z] [STDOUT]   durationMs: 846,\n[2026-09-29T07:47:19.870Z] [STDOUT] }\n[2026-09-29T07:47:20.426Z] [INFO] {\n[2026-09-29T07:47:20.426Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:20.426Z] [INFO]   \"message\": {\n[2026-09-29T07:47:20.426Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:20.426Z] [INFO]     \"id\": \"msg_011CfXMuA11QgJVeVJtvQxew\",\n[2026-09-29T07:47:20.426Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:20.426Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:20.426Z] [INFO]     \"content\": [\n[2026-09-29T07:47:20.426Z] [INFO]       {\n[2026-09-29T07:47:20.426Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:47:20.426Z] [INFO]         \"id\": \"toolu_01WZyQAmCHCcnrBKqfDfxaaa\",\n[2026-09-29T07:47:20.426Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:47:20.426Z] [INFO]         \"input\": {\n[2026-09-29T07:47:20.426Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && find runs -maxdepth 3 | head -20; find runs -type d -name 'RUN-*' | wc -l; find prompts -name '*.md' | wc -l; ls prompts\",\n[2026-09-29T07:47:20.426Z] [INFO]           \"description\": \"Count runs and prompts\"\n[2026-09-29T07:47:20.426Z] [INFO]         },\n[2026-09-29T07:47:20.426Z] [INFO]         \"caller\": {\n[2026-09-29T07:47:20.426Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:20.426Z] [INFO]         }\n[2026-09-29T07:47:20.426Z] [INFO]       }\n[2026-09-29T07:47:20.426Z] [INFO]     ],\n[2026-09-29T07:47:20.426Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:20.426Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:20.426Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:20.426Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:20.426Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:20.426Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:20.426Z] [INFO]       \"cache_creation_input_tokens\": 757,\n[2026-09-29T07:47:20.426Z] [INFO]       \"cache_read_input_tokens\": 50332,\n[2026-09-29T07:47:20.426Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:20.426Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:20.426Z] [INFO]         \"ephemeral_1h_input_tokens\": 757\n[2026-09-29T07:47:20.426Z] [INFO]       },\n[2026-09-29T07:47:20.426Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:47:20.426Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:20.426Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:20.426Z] [INFO]     },\n[2026-09-29T07:47:20.426Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:20.426Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:20.426Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:20.426Z] [INFO]   },\n[2026-09-29T07:47:20.426Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:20.426Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:20.426Z] [INFO]   \"uuid\": \"77a96f98-9647-48fc-89ad-6a8f4470211f\",\n[2026-09-29T07:47:20.426Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:20.416Z\",\n[2026-09-29T07:47:20.426Z] [INFO]   \"request_id\": \"req_011CfXMu9XitxvPrAXVRVYJ1\",\n[2026-09-29T07:47:20.426Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:47:20.426Z] [INFO]     \"toolu_01WZyQAmCHCcnrBKqfDfxaaa\": {\n[2026-09-29T07:47:20.426Z] [INFO]       \"command\": \"cd /tmp/mango_ba_prompts && find runs -maxdepth 3 | head -20; find runs -type d -name 'RUN-*' | wc -l; find prompts -name '*.md' | wc -l; ls prompts\",\n[2026-09-29T07:47:20.426Z] [INFO]       \"description\": \"Count runs and prompts\"\n[2026-09-29T07:47:20.426Z] [INFO]     }\n[2026-09-29T07:47:20.426Z] [INFO]   }\n[2026-09-29T07:47:20.426Z] [INFO] }\n[2026-09-29T07:47:21.965Z] [INFO] {\n[2026-09-29T07:47:21.965Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:21.965Z] [INFO]   \"message\": {\n[2026-09-29T07:47:21.965Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:21.965Z] [INFO]     \"content\": [\n[2026-09-29T07:47:21.965Z] [INFO]       {\n[2026-09-29T07:47:21.965Z] [INFO]         \"tool_use_id\": \"toolu_01WZyQAmCHCcnrBKqfDfxaaa\",\n[2026-09-29T07:47:21.965Z] [INFO]         \"type\": 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[INFO]     \"stderr\": \"\\nShell cwd was reset to /tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T07:47:21.965Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:21.965Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:21.965Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:21.965Z] [INFO]   }\n[2026-09-29T07:47:21.965Z] [INFO] }\n[2026-09-29T07:47:22.005Z] [STDOUT] [log_481b77] sending request {\n[2026-09-29T07:47:22.012Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:22.022Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:22.030Z] [STDOUT]   options: {\n[2026-09-29T07:47:22.039Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:22.042Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:22.045Z] [STDOUT]     body: {\n[2026-09-29T07:47:22.062Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:22.067Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:22.072Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:22.081Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:22.088Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:22.094Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:22.100Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:22.104Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:22.107Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:22.111Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:22.115Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:22.121Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:22.130Z] [STDOUT]     },\n[2026-09-29T07:47:22.133Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:22.138Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:22.142Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:22.145Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:22.148Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:22.150Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:22.155Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:22.160Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:22.164Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:22.168Z] [STDOUT]     },\n[2026-09-29T07:47:22.172Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:22.178Z] [STDOUT]   },\n[2026-09-29T07:47:22.183Z] [STDOUT]   headers: {\n[2026-09-29T07:47:22.187Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:22.192Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:22.197Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:22.203Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:22.206Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:22.210Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:22.223Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:22.230Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:22.233Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:22.236Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1479\",\n[2026-09-29T07:47:22.240Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:22.243Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:22.246Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:22.256Z] [STDOUT]     \"x-client-request-id\": \"a0cafc8e-6746-4631-b196-dc9e3748b55a\",\n[2026-09-29T07:47:22.262Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:22.265Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:22.272Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:22.275Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:22.278Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:22.281Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:22.284Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:22.286Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:22.289Z] [STDOUT]   },\n[2026-09-29T07:47:22.292Z] [STDOUT] }\n[2026-09-29T07:47:22.792Z] [STDOUT] [log_481b77, request-id: \"req_011CfXMuQ4MCHkVjBmB3GgVa\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 786ms\n[2026-09-29T07:47:22.801Z] [STDOUT] [log_481b77] response start {\n[2026-09-29T07:47:22.812Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:22.817Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:22.837Z] [STDOUT]   headers: {\n[2026-09-29T07:47:22.847Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:22.851Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:22.858Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:22.862Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:22.866Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:22.870Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:22.872Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:22.876Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:22.881Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:22.885Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:22.890Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:22.892Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:22.897Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:22.903Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:22.906Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:22.909Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:22.914Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:22.926Z] [STDOUT]     \"cf-ray\": \"a429611e89dadbb5-FRA\",\n[2026-09-29T07:47:22.931Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:22.933Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:22.940Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:22.946Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:22.951Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:22 GMT\",\n[2026-09-29T07:47:22.957Z] [STDOUT]     \"request-id\": \"req_011CfXMuQ4MCHkVjBmB3GgVa\",\n[2026-09-29T07:47:22.962Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:22.967Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:22.972Z] [STDOUT]     traceresponse: \"00-99fcc125aa5b07a8a649b67a8b59ff1c-83760949f589bb9a-01\",\n[2026-09-29T07:47:22.976Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:22.978Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:22.980Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:22.983Z] [STDOUT]   },\n[2026-09-29T07:47:22.985Z] [STDOUT]   durationMs: 786,\n[2026-09-29T07:47:22.988Z] [STDOUT] }\n[2026-09-29T07:47:22.995Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:22.998Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:22 GMT\",\n[2026-09-29T07:47:23.002Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:23.009Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:23.013Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:23.017Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:23.023Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:23.026Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:23.029Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:23.031Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:23.035Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:23.048Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:23.059Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:23.064Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:23.068Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:23.073Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:23.076Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:23.080Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:23.083Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:23.088Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:23.092Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:23.098Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:23.105Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:23.107Z] [STDOUT]   \"request-id\": \"req_011CfXMuQ4MCHkVjBmB3GgVa\",\n[2026-09-29T07:47:23.110Z] [STDOUT]   \"traceresponse\": \"00-99fcc125aa5b07a8a649b67a8b59ff1c-83760949f589bb9a-01\",\n[2026-09-29T07:47:23.113Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:23.121Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:23.126Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:23.131Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:23.134Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:23.138Z] [STDOUT]   \"cf-ray\": \"a429611e89dadbb5-FRA\",\n[2026-09-29T07:47:23.143Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:23.146Z] [STDOUT] [log_481b77] response parsed {\n[2026-09-29T07:47:23.151Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:23.156Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:23.159Z] [STDOUT]   body: X {\n[2026-09-29T07:47:23.161Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:23.166Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:23.169Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:23.173Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:23.181Z] [STDOUT]     },\n[2026-09-29T07:47:23.186Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:23.191Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:23.193Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:23.197Z] [STDOUT]   },\n[2026-09-29T07:47:23.203Z] [STDOUT]   durationMs: 788,\n[2026-09-29T07:47:23.206Z] [STDOUT] }\n[2026-09-29T07:47:23.685Z] [INFO] {\n[2026-09-29T07:47:23.685Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:23.685Z] [INFO]   \"message\": {\n[2026-09-29T07:47:23.685Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:23.685Z] [INFO]     \"id\": \"msg_011CfXMuQV9aNJEsuSnw5Bx9\",\n[2026-09-29T07:47:23.685Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:23.685Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:23.685Z] [INFO]     \"content\": [\n[2026-09-29T07:47:23.685Z] [INFO]       {\n[2026-09-29T07:47:23.685Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:23.685Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:23.685Z] [INFO]         \"signature\": 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null,\n[2026-09-29T07:47:23.685Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:23.685Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:23.685Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:23.685Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:23.685Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:23.685Z] [INFO]       \"cache_creation_input_tokens\": 929,\n[2026-09-29T07:47:23.685Z] [INFO]       \"cache_read_input_tokens\": 51089,\n[2026-09-29T07:47:23.685Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:23.685Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:23.685Z] [INFO]         \"ephemeral_1h_input_tokens\": 929\n[2026-09-29T07:47:23.685Z] [INFO]       },\n[2026-09-29T07:47:23.685Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:47:23.685Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:23.685Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:23.685Z] [INFO]     },\n[2026-09-29T07:47:23.685Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:23.685Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:23.685Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:23.685Z] [INFO]   },\n[2026-09-29T07:47:23.685Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:23.685Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:23.685Z] [INFO]   \"uuid\": \"0e198ab0-e917-40e2-8c26-ba98018aea26\",\n[2026-09-29T07:47:23.685Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:23.680Z\",\n[2026-09-29T07:47:23.685Z] [INFO]   \"request_id\": \"req_011CfXMuQ4MCHkVjBmB3GgVa\"\n[2026-09-29T07:47:23.685Z] [INFO] }\n[2026-09-29T07:47:24.561Z] [INFO] {\n[2026-09-29T07:47:24.561Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:24.561Z] [INFO]   \"message\": {\n[2026-09-29T07:47:24.561Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:24.561Z] [INFO]     \"id\": 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{\n[2026-09-29T07:47:24.561Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:24.561Z] [INFO]         }\n[2026-09-29T07:47:24.561Z] [INFO]       }\n[2026-09-29T07:47:24.561Z] [INFO]     ],\n[2026-09-29T07:47:24.561Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:24.561Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:24.561Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:24.561Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:24.561Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:24.561Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:24.561Z] [INFO]       \"cache_creation_input_tokens\": 929,\n[2026-09-29T07:47:24.561Z] [INFO]       \"cache_read_input_tokens\": 51089,\n[2026-09-29T07:47:24.561Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:24.561Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:24.561Z] [INFO]         \"ephemeral_1h_input_tokens\": 929\n[2026-09-29T07:47:24.561Z] [INFO]       },\n[2026-09-29T07:47:24.561Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:47:24.561Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:24.561Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:24.561Z] [INFO]     },\n[2026-09-29T07:47:24.561Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:24.561Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:24.561Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:24.561Z] [INFO]   },\n[2026-09-29T07:47:24.561Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:24.561Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:24.561Z] [INFO]   \"uuid\": \"f12d6ac8-8852-40ed-883e-9bde575c5425\",\n[2026-09-29T07:47:24.561Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:24.554Z\",\n[2026-09-29T07:47:24.561Z] [INFO]   \"request_id\": \"req_011CfXMuQ4MCHkVjBmB3GgVa\",\n[2026-09-29T07:47:24.561Z] [INFO]   \"wire_tool_inputs\": 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2026-09-28\\n  - scripts/validate_issue_365_run.py\",\n[2026-09-29T07:47:25.945Z] [INFO]     \"stderr\": \"\\nShell cwd was reset to /tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T07:47:25.945Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:25.945Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:25.945Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:25.945Z] [INFO]   }\n[2026-09-29T07:47:25.945Z] [INFO] }\n[2026-09-29T07:47:25.980Z] [STDOUT] [log_f5cfda] sending request {\n[2026-09-29T07:47:25.983Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:25.985Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:25.987Z] [STDOUT]   options: {\n[2026-09-29T07:47:25.990Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:25.993Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:25.997Z] [STDOUT]     body: {\n[2026-09-29T07:47:25.999Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:26.003Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:26.006Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:26.010Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:26.014Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:26.016Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:26.020Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:26.023Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:26.026Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:26.030Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:26.034Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:26.038Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:26.042Z] [STDOUT]     },\n[2026-09-29T07:47:26.045Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:26.048Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:26.051Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:26.055Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:26.061Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:26.065Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:26.069Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:26.073Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:26.078Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:26.081Z] [STDOUT]     },\n[2026-09-29T07:47:26.083Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:26.089Z] [STDOUT]   },\n[2026-09-29T07:47:26.098Z] [STDOUT]   headers: {\n[2026-09-29T07:47:26.102Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:26.112Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:26.118Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:26.124Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:26.128Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:26.132Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:26.136Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:26.138Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:26.143Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:26.147Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1373\",\n[2026-09-29T07:47:26.151Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:26.154Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:26.158Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:26.162Z] [STDOUT]     \"x-client-request-id\": \"a678960c-31ec-4f70-be63-683dfe8bfb33\",\n[2026-09-29T07:47:26.164Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:26.167Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:26.170Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:26.173Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:26.175Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:26.181Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:26.184Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:26.192Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:26.194Z] [STDOUT]   },\n[2026-09-29T07:47:26.199Z] [STDOUT] }\n[2026-09-29T07:47:26.830Z] [STDOUT] [log_f5cfda, request-id: \"req_011CfXMuh4HkK83adz9zkiAR\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 850ms\n[2026-09-29T07:47:26.834Z] [STDOUT] [log_f5cfda] response start {\n[2026-09-29T07:47:26.837Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:26.839Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:26.841Z] [STDOUT]   headers: {\n[2026-09-29T07:47:26.843Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:26.846Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:26.850Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:26.854Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:26.857Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:26.860Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:26.863Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:26.867Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:26.871Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:26.876Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:26.879Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:26.884Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:26.887Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:26.890Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:26.893Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:26.895Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:26.898Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:26.900Z] [STDOUT]     \"cf-ray\": \"a42961376c9cdbb5-FRA\",\n[2026-09-29T07:47:26.903Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:26.905Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:26.908Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:26.911Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:26.916Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:26 GMT\",\n[2026-09-29T07:47:26.922Z] [STDOUT]     \"request-id\": \"req_011CfXMuh4HkK83adz9zkiAR\",\n[2026-09-29T07:47:26.925Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:26.930Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:26.942Z] [STDOUT]     traceresponse: \"00-856bdc37e0a36cf446d7371ba5766532-91f3d586d4dfa1dd-01\",\n[2026-09-29T07:47:26.954Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:26.962Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:26.966Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:26.973Z] [STDOUT]   },\n[2026-09-29T07:47:26.975Z] [STDOUT]   durationMs: 850,\n[2026-09-29T07:47:26.980Z] [STDOUT] }\n[2026-09-29T07:47:26.986Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:26.992Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:26 GMT\",\n[2026-09-29T07:47:26.995Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:26.997Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:27.001Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:27.004Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:27.010Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:27.012Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:27.042Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:27.047Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:27.052Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:27.057Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:27.061Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:27.066Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:27.071Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:27.074Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:27.078Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:27.081Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:27.086Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:27.089Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:27.094Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:27.097Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:27.101Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:27.106Z] [STDOUT]   \"request-id\": \"req_011CfXMuh4HkK83adz9zkiAR\",\n[2026-09-29T07:47:27.110Z] [STDOUT]   \"traceresponse\": \"00-856bdc37e0a36cf446d7371ba5766532-91f3d586d4dfa1dd-01\",\n[2026-09-29T07:47:27.117Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:27.122Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:27.126Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:27.131Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:27.138Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:27.141Z] [STDOUT]   \"cf-ray\": \"a42961376c9cdbb5-FRA\",\n[2026-09-29T07:47:27.146Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:27.150Z] [STDOUT] [log_f5cfda] response parsed {\n[2026-09-29T07:47:27.155Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:27.161Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:27.166Z] [STDOUT]   body: X {\n[2026-09-29T07:47:27.169Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:27.173Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:27.175Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:27.179Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:27.184Z] [STDOUT]     },\n[2026-09-29T07:47:27.188Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:27.194Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:27.199Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:27.203Z] [STDOUT]   },\n[2026-09-29T07:47:27.207Z] [STDOUT]   durationMs: 850,\n[2026-09-29T07:47:27.210Z] [STDOUT] }\n[2026-09-29T07:47:27.356Z] [INFO] {\n[2026-09-29T07:47:27.356Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:27.356Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:27.356Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:27.356Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:27.356Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:27.356Z] [INFO]   \"uuid\": \"ea9d50e7-fb1e-4c82-8a63-9ae3b5e499dd\"\n[2026-09-29T07:47:27.356Z] [INFO] }\n[2026-09-29T07:47:28.442Z] [INFO] {\n[2026-09-29T07:47:28.442Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:28.442Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:28.442Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:47:28.442Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:28.442Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:28.442Z] [INFO]   \"uuid\": \"f5a88693-c5b7-4820-a53e-3844ddbf24bf\"\n[2026-09-29T07:47:28.442Z] [INFO] }\n[2026-09-29T07:47:29.740Z] [INFO] {\n[2026-09-29T07:47:29.740Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:29.740Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:29.740Z] [INFO]   \"estimated_tokens\": 250,\n[2026-09-29T07:47:29.740Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:29.740Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:29.740Z] [INFO]   \"uuid\": \"3bdc2f9e-5f4f-4af4-8535-9a1596a046c8\"\n[2026-09-29T07:47:29.740Z] [INFO] }\n[2026-09-29T07:47:31.097Z] [INFO] {\n[2026-09-29T07:47:31.097Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:31.097Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:31.097Z] [INFO]   \"estimated_tokens\": 350,\n[2026-09-29T07:47:31.097Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:31.097Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:31.097Z] [INFO]   \"uuid\": \"927f998c-4216-4785-a681-da3ee1792a64\"\n[2026-09-29T07:47:31.097Z] [INFO] }\n[2026-09-29T07:47:32.543Z] [INFO] {\n[2026-09-29T07:47:32.543Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:32.543Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:32.543Z] [INFO]   \"estimated_tokens\": 500,\n[2026-09-29T07:47:32.543Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:32.543Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:32.543Z] [INFO]   \"uuid\": \"5eb3cc80-5836-4fa4-9de9-b8b78c03516b\"\n[2026-09-29T07:47:32.543Z] [INFO] }\n[2026-09-29T07:47:33.840Z] [INFO] {\n[2026-09-29T07:47:33.840Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:33.840Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:33.840Z] [INFO]   \"estimated_tokens\": 600,\n[2026-09-29T07:47:33.840Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:33.840Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:33.840Z] [INFO]   \"uuid\": \"e686157c-b9cc-42f3-ad54-7a29e5326ada\"\n[2026-09-29T07:47:33.840Z] [INFO] }\n[2026-09-29T07:47:34.994Z] [INFO] {\n[2026-09-29T07:47:34.994Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:34.994Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:34.994Z] [INFO]   \"estimated_tokens\": 700,\n[2026-09-29T07:47:34.994Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:34.994Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:34.994Z] [INFO]   \"uuid\": \"4555c630-7ab5-4f78-a141-0698692fde66\"\n[2026-09-29T07:47:34.994Z] [INFO] }\n[2026-09-29T07:47:36.193Z] [INFO] {\n[2026-09-29T07:47:36.193Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:36.193Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:36.193Z] [INFO]   \"estimated_tokens\": 850,\n[2026-09-29T07:47:36.193Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:36.193Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:36.193Z] [INFO]   \"uuid\": \"db7a3bb3-e4c8-4f95-908d-7b77e4d69088\"\n[2026-09-29T07:47:36.193Z] [INFO] }\n[2026-09-29T07:47:37.591Z] [INFO] {\n[2026-09-29T07:47:37.591Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:37.591Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:37.591Z] [INFO]   \"estimated_tokens\": 950,\n[2026-09-29T07:47:37.591Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:37.591Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:37.591Z] [INFO]   \"uuid\": \"cd9a0422-887a-42b7-b352-bb8001a9be36\"\n[2026-09-29T07:47:37.591Z] [INFO] }\n[2026-09-29T07:47:38.652Z] [INFO] {\n[2026-09-29T07:47:38.652Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:38.652Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:38.652Z] [INFO]   \"estimated_tokens\": 1050,\n[2026-09-29T07:47:38.652Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:38.652Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:38.652Z] [INFO]   \"uuid\": \"bbb72178-9afe-47af-8fc8-de7128476454\"\n[2026-09-29T07:47:38.652Z] [INFO] }\n[2026-09-29T07:47:39.943Z] [INFO] {\n[2026-09-29T07:47:39.943Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:39.943Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:39.943Z] [INFO]   \"estimated_tokens\": 1200,\n[2026-09-29T07:47:39.943Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:39.943Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:39.943Z] [INFO]   \"uuid\": \"afbe171c-0c61-4e10-b71c-87d381416ff3\"\n[2026-09-29T07:47:39.943Z] [INFO] }\n[2026-09-29T07:47:40.499Z] [INFO] {\n[2026-09-29T07:47:40.499Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:40.499Z] [INFO]   \"message\": {\n[2026-09-29T07:47:40.499Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:40.499Z] [INFO]     \"id\": \"msg_011CfXMuhoCEVvue22y5Y4Nc\",\n[2026-09-29T07:47:40.499Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:40.499Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:40.499Z] [INFO]     \"content\": [\n[2026-09-29T07:47:40.499Z] [INFO]       {\n[2026-09-29T07:47:40.499Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:40.499Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:40.499Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:47:40.499Z] [INFO]     ],\n[2026-09-29T07:47:40.499Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:40.499Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:40.499Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:40.499Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:40.499Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:40.499Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:40.499Z] [INFO]       \"cache_creation_input_tokens\": 343,\n[2026-09-29T07:47:40.499Z] [INFO]       \"cache_read_input_tokens\": 52018,\n[2026-09-29T07:47:40.499Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:40.499Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:40.499Z] [INFO]         \"ephemeral_1h_input_tokens\": 343\n[2026-09-29T07:47:40.499Z] [INFO]       },\n[2026-09-29T07:47:40.499Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:40.499Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:40.499Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:40.499Z] [INFO]     },\n[2026-09-29T07:47:40.499Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:40.499Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:40.499Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:40.499Z] [INFO]   },\n[2026-09-29T07:47:40.499Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:40.499Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:40.499Z] [INFO]   \"uuid\": \"5eab2e42-0471-4780-91d0-e979955a22f2\",\n[2026-09-29T07:47:40.499Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:40.490Z\",\n[2026-09-29T07:47:40.499Z] [INFO]   \"request_id\": \"req_011CfXMuh4HkK83adz9zkiAR\"\n[2026-09-29T07:47:40.499Z] [INFO] }\n[2026-09-29T07:47:41.969Z] [INFO] {\n[2026-09-29T07:47:41.969Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:41.969Z] [INFO]   \"message\": {\n[2026-09-29T07:47:41.969Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:41.969Z] [INFO]     \"id\": \"msg_011CfXMuhoCEVvue22y5Y4Nc\",\n[2026-09-29T07:47:41.969Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:41.969Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:41.969Z] [INFO]     \"content\": [\n[2026-09-29T07:47:41.969Z] [INFO]       {\n[2026-09-29T07:47:41.969Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:47:41.969Z] [INFO]         \"id\": \"toolu_01SWTD1km18u4GBGY5Q7XyGm\",\n[2026-09-29T07:47:41.969Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:47:41.969Z] [INFO]         \"input\": {\n[2026-09-29T07:47:41.969Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -rln \\\"V-DEV\\\\|V-CONTRACT\\\" . | head; grep -n \\\"V-DEV\\\\|V-CONTRACT\\\\|V-APPROVE\\\\|V-BIZ\\\" ba-meta-model/*.md | cut -c1-250 | head -12\",\n[2026-09-29T07:47:41.969Z] [INFO]           \"description\": \"Check projection implementation status\"\n[2026-09-29T07:47:41.969Z] [INFO]         },\n[2026-09-29T07:47:41.969Z] [INFO]         \"caller\": {\n[2026-09-29T07:47:41.969Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:41.969Z] [INFO]         }\n[2026-09-29T07:47:41.969Z] [INFO]       }\n[2026-09-29T07:47:41.969Z] [INFO]     ],\n[2026-09-29T07:47:41.969Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:41.969Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:41.969Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:41.969Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:41.969Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:41.969Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:41.969Z] [INFO]       \"cache_creation_input_tokens\": 343,\n[2026-09-29T07:47:41.969Z] [INFO]       \"cache_read_input_tokens\": 52018,\n[2026-09-29T07:47:41.969Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:41.969Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:41.969Z] [INFO]         \"ephemeral_1h_input_tokens\": 343\n[2026-09-29T07:47:41.969Z] [INFO]       },\n[2026-09-29T07:47:41.969Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:41.969Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:41.969Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:41.969Z] [INFO]     },\n[2026-09-29T07:47:41.969Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:41.969Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:41.969Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:41.969Z] [INFO]   },\n[2026-09-29T07:47:41.969Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:41.969Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:41.969Z] [INFO]   \"uuid\": \"6f075818-f3a6-49a7-8ba9-3a77ef3e3265\",\n[2026-09-29T07:47:41.969Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:41.960Z\",\n[2026-09-29T07:47:41.969Z] [INFO]   \"request_id\": \"req_011CfXMuh4HkK83adz9zkiAR\",\n[2026-09-29T07:47:41.969Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:47:41.969Z] [INFO]     \"toolu_01SWTD1km18u4GBGY5Q7XyGm\": {\n[2026-09-29T07:47:41.969Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -rln \\\"V-DEV\\\\|V-CONTRACT\\\" . | head; grep -n \\\"V-DEV\\\\|V-CONTRACT\\\\|V-APPROVE\\\\|V-BIZ\\\" ba-meta-model/*.md | cut -c1-250 | head -12\",\n[2026-09-29T07:47:41.969Z] [INFO]       \"description\": \"Check projection implementation status\"\n[2026-09-29T07:47:41.969Z] [INFO]     }\n[2026-09-29T07:47:41.969Z] [INFO]   }\n[2026-09-29T07:47:41.969Z] [INFO] }\n[2026-09-29T07:47:43.637Z] [INFO] {\n[2026-09-29T07:47:43.637Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:43.637Z] [INFO]   \"message\": {\n[2026-09-29T07:47:43.637Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:43.637Z] [INFO]     \"id\": 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V4[\\\"V-CONTRACT\\\"]\\nba-meta-model/40-practice-and-cases.md:110:5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438.** `V-BIZ`, `V-APPROVE`,\\nba-meta-model/40-practice-and-cases.md:111:   `V-DEV` \u2014 \u0442\u0440\u0438 \u0447\u0442\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0433\u043e `A-BCREQ`. \u0412\u0435\u0440\u0441\u0438\u044f 0.4 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043a \u043d\u0438\u043c \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u043e\u0435,\\nba-meta-model/40-practice-and-cases.md:112:   `V-CONTRACT` \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430, \u0433\u0434\u0435 `S-FR` \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a\",\n[2026-09-29T07:47:43.782Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:43.782Z] [INFO]       }\n[2026-09-29T07:47:43.782Z] [INFO]     ]\n[2026-09-29T07:47:43.782Z] [INFO]   },\n[2026-09-29T07:47:43.782Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:43.782Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:43.782Z] [INFO]   \"uuid\": \"7f9e5bdc-153c-45ff-b304-c2fdc35ded09\",\n[2026-09-29T07:47:43.782Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:43.744Z\",\n[2026-09-29T07:47:43.782Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:43.782Z] [INFO]     \"stdout\": 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V4[\\\"V-CONTRACT\\\"]\\nba-meta-model/40-practice-and-cases.md:110:5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438.** `V-BIZ`, `V-APPROVE`,\\nba-meta-model/40-practice-and-cases.md:111:   `V-DEV` \u2014 \u0442\u0440\u0438 \u0447\u0442\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0433\u043e `A-BCREQ`. \u0412\u0435\u0440\u0441\u0438\u044f 0.4 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043a \u043d\u0438\u043c \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u043e\u0435,\\nba-meta-model/40-practice-and-cases.md:112:   `V-CONTRACT` \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430, \u0433\u0434\u0435 `S-FR` \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a\",\n[2026-09-29T07:47:43.782Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:43.782Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:43.782Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:43.782Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:43.782Z] [INFO]   }\n[2026-09-29T07:47:43.782Z] [INFO] }\n[2026-09-29T07:47:45.380Z] [INFO] {\n[2026-09-29T07:47:45.380Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:45.380Z] [INFO]   \"message\": {\n[2026-09-29T07:47:45.380Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:45.380Z] [INFO]     \"content\": [\n[2026-09-29T07:47:45.380Z] [INFO]       {\n[2026-09-29T07:47:45.380Z] [INFO]         \"tool_use_id\": \"toolu_018gUnscuicjBKefoxCpUfAW\",\n[2026-09-29T07:47:45.380Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:45.380Z] [INFO]         \"content\": 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\u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u043d\u0435 \u0432 \u043d\u0435\u0439, \u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u043d\u0435\u0451:\\n33-\u043e\u0431\u0449\u0435\u043d\u0438\u0435, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, \u043f\u043e\u0438\u0441\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430\\n34-\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n35-\u0442\u0435\u043a\u0441\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043a\u043e\u0434\u0435.\\n36-\\n--\\n128:| 6 | \u0413\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 | \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Working, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e | \u0412\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 | [\u0413-16](#\u0433-16), [\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18) |\\n129-\\n130-## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n131-\\n132-\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f:\\n--\\n165:| \u0413-14 | \u041f\u043e\u043b\u0435 `temperature: 0.1` \u0432 \u0444\u0430\u0439\u043b\u0430\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u0435\u043b\u0430\u0435\u0442 \u043e\u0442\u0432\u0435\u0442\u044b \u043c\u043e\u0434\u0435\u043b\u0438 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b\u043c\u0438 | `temperature` \u0441\u0442\u043e\u0438\u0442 \u0432 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 [`.clinerules/01-package.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/.clinerules/01-package.md#L5) \u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0444\u0430\u0439\u043b\u043e\u0432. \u042d\u0442\u043e \u043c\u0435\u0442\u043a\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u043f\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\u043c \u0425\u0430\u0431\u0430, \u0430 \u043d\u0435 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438: Cline v3 \u0438\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e [`paths`](https://github.com/cline/cline/blob/e1bdeeff68e95734901c7a4b3a31753bae54a634/apps/vscode/src/core/context/instructions/user-instructions/rule-conditionals.ts#L77-L106), v4 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e [`name`, `disabled`, `enabled`](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/sdk/packages/core/src/extensions/config/user-instruction-config-loader.ts#L383-L408) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c**: \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u0432 \u0444\u0430\u0439\u043b\u0430\u0445; \u0435\u0451 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0437\u0430\u0434\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u043c\u043e\u0434\u0435\u043b\u0438. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 runner, \u0430 \u043d\u0435 \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0430 ([\u0413-16](#\u0433-16)) |\\n166-| \u0413-15 | \u041a\u043e\u043c\u0430\u043d\u0434\u0430 \u00ab\u0417\u0430\u043f\u0435\u0447\u0430\u0442\u0430\u0442\u044c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u00bb \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u0432 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0435, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0441\u0442\u043e\u0438\u0442 \u0443 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f | \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f: [\u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432 PowerShell 7 \u043d\u0430 Linux; \u0432 Windows PowerShell 5.1 \u0435\u0433\u043e \u043f\u043e\u043a\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0438\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/05-commands-reference.md#L105-L108); \u043d\u0430 Windows \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0441\u0442\u043e\u0438\u0442 5.1. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 [\u041e-2](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/01-junior-pilot.md#L136) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** (B-199): \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `seal` \u0432 runner \u2014 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 Python \u0432\u043c\u0435\u0441\u0442\u043e here-string \u0432 PowerShell |\\n167-| \u0413-25 | \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0442\u0435\u043c, \u0447\u0442\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0443\u0432\u0438\u0434\u0438\u0442 \u0432 Cline | \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0443\u043d\u043a\u0442\u044b [\u00abRead project files\u00bb, \u00abEdit project files\u00bb, \u00abExecute safe commands\u00bb, \u00abYOLO Mode\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L204-L215) \u2014 \u044d\u0442\u043e \u043c\u0435\u043d\u044e Cline v3 ([\u0441\u043f\u0438\u0441\u043e\u043a](https://github.com/cline/cline/blob/e1bdeeff68e95734901c7a4b3a31753bae54a634/apps/vscode/webview-ui/src/components/chat/auto-approve-menu/constants.ts)). \u0412 v4.1.21 \u043f\u0443\u043d\u043a\u0442\u044b \u0434\u0440\u0443\u0433\u0438\u0435 \u2014 [\u00abRead files\u00bb, \u00abEdit files\u00bb, \u00abExecute commands\u00bb, \u00abFetch web content\u00bb, \u00abUse MCP servers\u00bb](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/webview-ui/src/components/chat/auto-approve-menu/constants.ts#L6-L31), \u0438 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e [\u043f\u0440\u0430\u0432\u043a\u0430 \u0444\u0430\u0439\u043b\u043e\u0432 \u0438 \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b \u0431\u0435\u0437 \u0432\u043e\u043f\u0440\u043e\u0441\u0430](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/shared/AutoApprovalSettings.ts#L28-L43). \u0412\u043c\u0435\u0441\u0442\u0435 \u0441 [\u0413-10](#\u0433-10) \u044d\u0442\u043e \u0437\u043d\u0430\u0447\u0438\u0442: \u043d\u0430 Windows \u0441 \u043d\u043e\u0432\u044b\u043c Cline \u0434\u043e \u0440\u0443\u0447\u043d\u043e\u0439 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0430\u0433\u0435\u043d\u0442\u0430 \u043d\u0435 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u043d\u0438\u0447\u0435\u0433\u043e, \u043a\u0440\u043e\u043c\u0435 [\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0437\u0430\u0449\u0438\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L223-L252), \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0442\u0430\u043a\u0443\u044e \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u044e \u043b\u043e\u0432\u0438\u0442. \u0416\u0438\u0432\u0430\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 v4 \u0432 \u044d\u0442\u043e\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Cline \u0438 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043f\u0443\u043d\u043a\u0442\u043e\u0432 \u0434\u043b\u044f \u043d\u0435\u0451; \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0437\u0430\u0449\u0438\u0442\u044b \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u043f\u044b\u0442\u043a\u0443 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0444\u0430\u0439\u043b\u0430 |\\n168-\\n169-### \u0413. \u0411\u0430\u043b\u0430\u043d\u0441 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438: \u0433\u0434\u0435 \u043a\u043e\u043d\u0447\u0430\u0435\u0442\u0441\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0438 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f G-mach\\n--\\n173:| \u0413-16 | \u0421\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Working \u0434\u0430\u0451\u0442 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Release | \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 Golden \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 `release.json` (\u043f\u0440\u043e\u0431\u0430 `P5`). \u0412\u044b\u0432\u043e\u0434 \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON \u0441 \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u043a\u043b\u044e\u0447\u0435\u0439 ([`canonical`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L20-L29)); `validate-release` \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041f\u0440\u0438\u043d\u044f\u0442\u044c** \u043a\u0430\u043a \u043e\u043f\u043e\u0440\u0443: \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 6, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442 Working \u0434\u043e Release |\\n174-| \u0413-17 | \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 PASS \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442, \u0447\u0442\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442 \u0438 \u0446\u0438\u0442\u0430\u0442\u044b \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u043d\u0438\u0445 | \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f \u0441\u0443\u043c\u043c\u0430 \u2014 `sha256` \u043e\u0442 \u0441\u0430\u043c\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b ([`EVID-03`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L178-L185)); `retrieval_status: \\\"read\\\"` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. \u0427\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0441 \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u043c \u0430\u0434\u0440\u0435\u0441\u043e\u043c `https://nonexistent.invalid/page/42` \u0438 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 `PASS` (\u043f\u0440\u043e\u0431\u0430 `P4`). \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u0438 [\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 G-human](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/evaluation/g-human-checklist.md#L10) \u043e\u0442\u0434\u0430\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c**: \u0441\u0443\u043c\u043c\u0430 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0435\u0451 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u044c. **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** \u0434\u043b\u044f KB: \u0435\u0441\u043b\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u0444\u0430\u0439\u043b `docs/kb/`, runner \u043c\u043e\u0436\u0435\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0430 \u0435\u0441\u0442\u044c \u0432 \u0444\u0430\u0439\u043b\u0435 |\",\n[2026-09-29T07:47:45.380Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:45.380Z] [INFO]       }\n[2026-09-29T07:47:45.380Z] [INFO]     ]\n[2026-09-29T07:47:45.380Z] [INFO]   },\n[2026-09-29T07:47:45.380Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:45.380Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:45.380Z] [INFO]   \"uuid\": \"a44b67c5-d9c1-4e01-ae17-3f3be5ac103d\",\n[2026-09-29T07:47:45.380Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:45.369Z\",\n[2026-09-29T07:47:45.380Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:45.380Z] [INFO]     \"stdout\": \"dist/execution-package-cline-vscode:\\nAGENTS.md\\nREADME.md\\ncontracts\\ndocs\\nevaluation\\ngolden\\nmeta-model\\npackage-manifest.yaml\\nroutes\\nruns\\nsubmissions\\ntaxonomy\\ntemplates\\ntools\\n\\ndist/execution-package-gigacode-cli:\\nAGENTS.md\\nREADME.md\\ncontracts\\ndocs\\nevaluation\\ngolden\\nmeta-model\\npackage-manifest.yaml\\nrequirements.txt\\nroutes\\nruns\\ntaxonomy\\ntemplates\\ntools\\ndist/execution-package-gigacode-cli/golden:\\ncandidates\\ncases.yaml\\ngs-cc-01-queue-overflow.md\\ngs-cc-02-report-export.md\\ngs-cc-neg-01-inbound-vs-outbound.md\\ngs-cc-neg-02-queue-vs-group.md\\ngs-cc-neg-03-sla-vs-aht.md\\ngs-cc-neg-04-ivr-vs-announcer.md\\n\\ndist/execution-package-gigacode-cli/templates:\\nbcreq-skeleton.md\\ncheckpoint-skeleton.md\\ncore-skeleton.yaml\\nquest-skeleton.md\\n32:[\u0413-16](#\u0433-16)). \u0420\u0430\u0437\u0440\u044b\u0432 \u0441 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\u043c\u0438 \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u043d\u0435 \u0432 \u043d\u0435\u0439, \u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u043d\u0435\u0451:\\n33-\u043e\u0431\u0449\u0435\u043d\u0438\u0435, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, \u043f\u043e\u0438\u0441\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430\\n34-\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n35-\u0442\u0435\u043a\u0441\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043a\u043e\u0434\u0435.\\n36-\\n--\\n128:| 6 | \u0413\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 | \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Working, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e | \u0412\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 | [\u0413-16](#\u0433-16), [\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18) |\\n129-\\n130-## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n131-\\n132-\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f:\\n--\\n165:| \u0413-14 | \u041f\u043e\u043b\u0435 `temperature: 0.1` \u0432 \u0444\u0430\u0439\u043b\u0430\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u0435\u043b\u0430\u0435\u0442 \u043e\u0442\u0432\u0435\u0442\u044b \u043c\u043e\u0434\u0435\u043b\u0438 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b\u043c\u0438 | `temperature` \u0441\u0442\u043e\u0438\u0442 \u0432 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 [`.clinerules/01-package.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/.clinerules/01-package.md#L5) \u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0444\u0430\u0439\u043b\u043e\u0432. \u042d\u0442\u043e \u043c\u0435\u0442\u043a\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u043f\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\u043c \u0425\u0430\u0431\u0430, \u0430 \u043d\u0435 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438: Cline v3 \u0438\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e [`paths`](https://github.com/cline/cline/blob/e1bdeeff68e95734901c7a4b3a31753bae54a634/apps/vscode/src/core/context/instructions/user-instructions/rule-conditionals.ts#L77-L106), v4 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e [`name`, `disabled`, `enabled`](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/sdk/packages/core/src/extensions/config/user-instruction-config-loader.ts#L383-L408) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c**: \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u0432 \u0444\u0430\u0439\u043b\u0430\u0445; \u0435\u0451 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0437\u0430\u0434\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u043c\u043e\u0434\u0435\u043b\u0438. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 runner, \u0430 \u043d\u0435 \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0430 ([\u0413-16](#\u0433-16)) |\\n166-| \u0413-15 | \u041a\u043e\u043c\u0430\u043d\u0434\u0430 \u00ab\u0417\u0430\u043f\u0435\u0447\u0430\u0442\u0430\u0442\u044c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u00bb \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u0432 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0435, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0441\u0442\u043e\u0438\u0442 \u0443 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f | \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f: [\u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432 PowerShell 7 \u043d\u0430 Linux; \u0432 Windows PowerShell 5.1 \u0435\u0433\u043e \u043f\u043e\u043a\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0438\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/05-commands-reference.md#L105-L108); \u043d\u0430 Windows \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0441\u0442\u043e\u0438\u0442 5.1. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 [\u041e-2](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/01-junior-pilot.md#L136) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** (B-199): \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `seal` \u0432 runner \u2014 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 Python \u0432\u043c\u0435\u0441\u0442\u043e here-string \u0432 PowerShell |\\n167-| \u0413-25 | \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0442\u0435\u043c, \u0447\u0442\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0443\u0432\u0438\u0434\u0438\u0442 \u0432 Cline | \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0443\u043d\u043a\u0442\u044b [\u00abRead project files\u00bb, \u00abEdit project files\u00bb, \u00abExecute safe commands\u00bb, \u00abYOLO Mode\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L204-L215) \u2014 \u044d\u0442\u043e \u043c\u0435\u043d\u044e Cline v3 ([\u0441\u043f\u0438\u0441\u043e\u043a](https://github.com/cline/cline/blob/e1bdeeff68e95734901c7a4b3a31753bae54a634/apps/vscode/webview-ui/src/components/chat/auto-approve-menu/constants.ts)). \u0412 v4.1.21 \u043f\u0443\u043d\u043a\u0442\u044b \u0434\u0440\u0443\u0433\u0438\u0435 \u2014 [\u00abRead files\u00bb, \u00abEdit files\u00bb, \u00abExecute commands\u00bb, \u00abFetch web content\u00bb, \u00abUse MCP servers\u00bb](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/webview-ui/src/components/chat/auto-approve-menu/constants.ts#L6-L31), \u0438 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e [\u043f\u0440\u0430\u0432\u043a\u0430 \u0444\u0430\u0439\u043b\u043e\u0432 \u0438 \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b \u0431\u0435\u0437 \u0432\u043e\u043f\u0440\u043e\u0441\u0430](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/shared/AutoApprovalSettings.ts#L28-L43). \u0412\u043c\u0435\u0441\u0442\u0435 \u0441 [\u0413-10](#\u0433-10) \u044d\u0442\u043e \u0437\u043d\u0430\u0447\u0438\u0442: \u043d\u0430 Windows \u0441 \u043d\u043e\u0432\u044b\u043c Cline \u0434\u043e \u0440\u0443\u0447\u043d\u043e\u0439 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0430\u0433\u0435\u043d\u0442\u0430 \u043d\u0435 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u043d\u0438\u0447\u0435\u0433\u043e, \u043a\u0440\u043e\u043c\u0435 [\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0437\u0430\u0449\u0438\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L223-L252), \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0442\u0430\u043a\u0443\u044e \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u044e \u043b\u043e\u0432\u0438\u0442. \u0416\u0438\u0432\u0430\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 v4 \u0432 \u044d\u0442\u043e\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Cline \u0438 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043f\u0443\u043d\u043a\u0442\u043e\u0432 \u0434\u043b\u044f \u043d\u0435\u0451; \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0437\u0430\u0449\u0438\u0442\u044b \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u043f\u044b\u0442\u043a\u0443 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0444\u0430\u0439\u043b\u0430 |\\n168-\\n169-### \u0413. \u0411\u0430\u043b\u0430\u043d\u0441 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438: \u0433\u0434\u0435 \u043a\u043e\u043d\u0447\u0430\u0435\u0442\u0441\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0438 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f G-mach\\n--\\n173:| \u0413-16 | \u0421\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Working \u0434\u0430\u0451\u0442 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Release | \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 Golden \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 `release.json` (\u043f\u0440\u043e\u0431\u0430 `P5`). \u0412\u044b\u0432\u043e\u0434 \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON \u0441 \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u043a\u043b\u044e\u0447\u0435\u0439 ([`canonical`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L20-L29)); `validate-release` \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041f\u0440\u0438\u043d\u044f\u0442\u044c** \u043a\u0430\u043a \u043e\u043f\u043e\u0440\u0443: \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 6, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442 Working \u0434\u043e Release |\\n174-| \u0413-17 | \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 PASS \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442, \u0447\u0442\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442 \u0438 \u0446\u0438\u0442\u0430\u0442\u044b \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u043d\u0438\u0445 | \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f \u0441\u0443\u043c\u043c\u0430 \u2014 `sha256` \u043e\u0442 \u0441\u0430\u043c\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b ([`EVID-03`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L178-L185)); `retrieval_status: \\\"read\\\"` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. \u0427\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0441 \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u043c \u0430\u0434\u0440\u0435\u0441\u043e\u043c `https://nonexistent.invalid/page/42` \u0438 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 `PASS` (\u043f\u0440\u043e\u0431\u0430 `P4`). \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u0438 [\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 G-human](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/evaluation/g-human-checklist.md#L10) \u043e\u0442\u0434\u0430\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c**: \u0441\u0443\u043c\u043c\u0430 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0435\u0451 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u044c. **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** \u0434\u043b\u044f KB: \u0435\u0441\u043b\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u0444\u0430\u0439\u043b `docs/kb/`, runner \u043c\u043e\u0436\u0435\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0430 \u0435\u0441\u0442\u044c \u0432 \u0444\u0430\u0439\u043b\u0435 |\",\n[2026-09-29T07:47:45.380Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:45.380Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:45.380Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:45.380Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:45.380Z] [INFO]   }\n[2026-09-29T07:47:45.380Z] [INFO] }\n[2026-09-29T07:47:45.409Z] [STDOUT] [log_f372e1] sending request {\n[2026-09-29T07:47:45.411Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:45.414Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:45.418Z] [STDOUT]   options: {\n[2026-09-29T07:47:45.420Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:45.422Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:45.426Z] [STDOUT]     body: {\n[2026-09-29T07:47:45.428Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:45.430Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:45.436Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:45.440Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:45.443Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:45.446Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:45.448Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:45.451Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:45.453Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:45.456Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:45.458Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:45.460Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:45.462Z] [STDOUT]     },\n[2026-09-29T07:47:45.465Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:45.467Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:45.471Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:45.476Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:45.482Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:45.487Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:45.494Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:45.501Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:45.505Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:45.510Z] [STDOUT]     },\n[2026-09-29T07:47:45.513Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:45.517Z] [STDOUT]   },\n[2026-09-29T07:47:45.525Z] [STDOUT]   headers: {\n[2026-09-29T07:47:45.532Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:45.539Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:45.556Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:45.562Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:45.567Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:45.570Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:45.572Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:45.578Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:45.584Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:45.591Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1732;Bash=1699\",\n[2026-09-29T07:47:45.595Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:45.598Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:45.603Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:45.606Z] [STDOUT]     \"x-client-request-id\": \"742eeda1-9fec-4547-bfc3-be06900b6120\",\n[2026-09-29T07:47:45.608Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:45.619Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:45.622Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:45.633Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:45.636Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:45.640Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:45.643Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:45.648Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:45.654Z] [STDOUT]   },\n[2026-09-29T07:47:45.661Z] [STDOUT] }\n[2026-09-29T07:47:46.184Z] [STDOUT] [log_f372e1, request-id: \"req_011CfXMw87CXVyPQ8Ppqc1Yb\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 775ms\n[2026-09-29T07:47:46.188Z] [STDOUT] [log_f372e1] response start {\n[2026-09-29T07:47:46.192Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:46.195Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:46.198Z] [STDOUT]   headers: {\n[2026-09-29T07:47:46.201Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:46.204Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:46.207Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:46.210Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:46.213Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:46.216Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:46.219Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:46.224Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:46.247Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:46.256Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:46.262Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:46.270Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:46.279Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:46.286Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:46.290Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:46.294Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:46.298Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:46.304Z] [STDOUT]     \"cf-ray\": \"a42961b0dcf5dbb5-FRA\",\n[2026-09-29T07:47:46.306Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:46.310Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:46.313Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:46.326Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:46.332Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:46 GMT\",\n[2026-09-29T07:47:46.345Z] [STDOUT]     \"request-id\": \"req_011CfXMw87CXVyPQ8Ppqc1Yb\",\n[2026-09-29T07:47:46.350Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:46.356Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:46.362Z] [STDOUT]     traceresponse: \"00-86d1ca49cf41497ad507b48c49382bfb-831ba15a6a4528ba-01\",\n[2026-09-29T07:47:46.366Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:46.370Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:46.375Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:46.378Z] [STDOUT]   },\n[2026-09-29T07:47:46.381Z] [STDOUT]   durationMs: 775,\n[2026-09-29T07:47:46.385Z] [STDOUT] }\n[2026-09-29T07:47:46.389Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:46.396Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:46 GMT\",\n[2026-09-29T07:47:46.400Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:46.403Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:46.408Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:46.413Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:46.417Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:46.422Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:46.428Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:46.431Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:46.436Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:46.440Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:46.443Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:46.447Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:46.450Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:46.454Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:46.460Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:46.464Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:46.467Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:46.470Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:46.476Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:46.479Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:46.483Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:46.486Z] [STDOUT]   \"request-id\": \"req_011CfXMw87CXVyPQ8Ppqc1Yb\",\n[2026-09-29T07:47:46.491Z] [STDOUT]   \"traceresponse\": \"00-86d1ca49cf41497ad507b48c49382bfb-831ba15a6a4528ba-01\",\n[2026-09-29T07:47:46.496Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:46.502Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:46.504Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:46.508Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:46.512Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:46.516Z] [STDOUT]   \"cf-ray\": \"a42961b0dcf5dbb5-FRA\",\n[2026-09-29T07:47:46.519Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:46.528Z] [STDOUT] [log_f372e1] response parsed {\n[2026-09-29T07:47:46.535Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:46.540Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:46.548Z] [STDOUT]   body: X {\n[2026-09-29T07:47:46.554Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:46.557Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:46.559Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:46.563Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:46.567Z] [STDOUT]     },\n[2026-09-29T07:47:46.570Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:46.573Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:46.580Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:46.584Z] [STDOUT]   },\n[2026-09-29T07:47:46.593Z] [STDOUT]   durationMs: 776,\n[2026-09-29T07:47:46.607Z] [STDOUT] }\n[2026-09-29T07:47:46.698Z] [INFO] {\n[2026-09-29T07:47:46.698Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:46.698Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:46.698Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:46.698Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:46.698Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:46.698Z] [INFO]   \"uuid\": \"30e9aa32-9297-41c3-975a-16f97807a66c\"\n[2026-09-29T07:47:46.698Z] [INFO] }\n[2026-09-29T07:47:47.954Z] [INFO] {\n[2026-09-29T07:47:47.954Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:47.954Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:47.954Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:47:47.954Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:47.954Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:47.954Z] [INFO]   \"uuid\": \"42cbea5e-df89-4837-ba1e-2e5d70c0be29\"\n[2026-09-29T07:47:47.954Z] [INFO] }\n[2026-09-29T07:47:48.908Z] [INFO] {\n[2026-09-29T07:47:48.908Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"message\": {\n[2026-09-29T07:47:48.908Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:48.908Z] [INFO]     \"content\": [\n[2026-09-29T07:47:48.908Z] [INFO]       {\n[2026-09-29T07:47:48.908Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:47:48.908Z] [INFO]         \"text\": \"This session is being continued from a previous conversation that ran out of context. The summary below covers the earlier portion of the conversation.\\n\\nSummary:\\n1. Primary Request and Intent:\\nThe parent agent assigned a read-only research task. Constraint, verbatim: \\\"do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md\\\". The repo G-Ivan-A/mango_ba_prompts is cloned at /tmp/mango_ba_prompts (583 commits). The purpose is an executive presentation to the Head of AI development at Mango about a BA meta-model: how the project evolved \\\"from chaotic prompt attempts to a systematic methodology\\\", based on 60+ recorded task runs.\\n\\nThe factual evidence report (Russian or English) must cover six areas, with exact paths and commit hashes/dates:\\n1. Top-level directory structure.\\n2. Runs: exact count and how it was counted, date range, record structure, task categories, and aggregated metrics with concrete numbers.\\n3. Evolution timeline from git log: phases and turning points (golden templates, validators, fail-closed, human gate, KB).\\n4. Documented lessons and defects (failure modes of direct LLM generation), with quotes.\\n5. Target-pipeline artifacts: normalization, reconciliation with docs, generation from golden templates with source links, human gate, translation to a development format.\\n6. Runtime environments (GigaCode, Cline, CLI, etc.).\\n\\nAlso required:\\n- GitHub URL format https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/, with the default branch verified.\\n- No invented numbers.\\n- `mkdir -p /tmp/research-notes`, then write the full report there.\\n- Return a concise summary (up to ~1500 words) with the most presentation-worthy facts.\\n- No emojis, absolute paths, and no other .md report files.\\n\\n2. Key Technical Concepts:\\n- Hub/spoke model: the spoke grew out of the monorepo Hub \\\"hybrid-Intelligence-lab\\\". The public playbooks repo is ai-ba-playbooks. The KB was later moved to the sister repo G-Ivan-A/mango-ba-ai-runtime (issue #361; pinned commit ed42b3cd0eed2774c9b080232ca00484d9a4f7cd; scripts/kb/runtime_snapshot.py).\\n- Taxonomy: 13 cognitive operations and 9 BA processes (docs/taxonomy.md).\\n- Prompt modes: stepwise / oneshot / legacy.\\n- Standards:\\n  - Prompt standard: 4 required frontmatter fields (status, version, updated, temperature 0.1).\\n  - Pattern standard: 8 fields.\\n- Runs contract: runs/YYYY/RUN-XXXX/ containing metadata.yaml, inputs/, outputs/, feedback/, logs/.\\n  - run_type values: execution / statistics / legacy (issue #293).\\n  - metrics block added by issue #271.\\n- Principles and gates:\\n  - DoD principle: \\\"\u041a\u0430\u0436\u0434\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0411\u0410 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u2014 \u0447\u0435\u043a-\u043b\u0438\u0441\u0442, evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u0438\u043b\u0438 human-in-the-loop gate. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0439.\\\"\\n  - Honest gap: \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\" (README.md, ai-governance/ai-governance.md:90, pr-ops/BACKLOG.md:324 issue #263).\\n  - fail-closed appears in ai-rules/ai-quick-rules.md and 17 files; \\\"human gate\\\" appears in 30 files.\\n  - Validators: scripts/validate_issue_*.py, scripts/validate_all.py, tools/validate-*.sh, CI .github/workflows/validate.yml.\\n- Citation formats: `[\u0414\u041e\u041a, \u00a7X \u00ab\u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a\u00bb, \u0441.Y](url)` pinned to a runtime commit (scripts/validate_issue_363_run.py, validate_issue_365_run.py). KB cross-verification uses pdfplumber vs PyMuPDF (scripts/kb/verify_extraction.py).\\n\\n3. Files and Code Sections (all paths relative to /tmp/mango_ba_prompts):\\n\\nGit facts:\\n- Default branch is main (remote HEAD \u2192 origin/main). Other branches: gh-pages, revert-340-issue-339-c354031e9147.\\n- 583 commits: 174 merges, 409 non-merge.\\n- Commits by month (all / non-merge): 2026-06 267/193; 2026-07 9/7; 2026-08 269/179; 2026-09 38/30.\\n- Authors: konard 442 (AI issue-solver bot), Ivan Gulienko 140, unknown 1.\\n- First commit: 53506bc on 2026-06-02, \\\"Add files via upload\\\" (README.md only). Last commit: 317a0a1 on 2026-09-28, merge PR #366.\\n\\nTop-level directories:\\n- ai-governance/ (4 files): constitution, security checklist.\\n- ai-rules/ (6): quick rules (fail-closed), handover prompt, onboarding protocol v1.5, adversarial-stress-testing.\\n- docs/ (86): adr/ (ADR 001\u2013011, 0001\u20130004), analysis/, audit/, report/, rfc/, ba-processes/, taxonomy.md, ba-ecosystem.md, screenshots/, superpowers/plans/.\\n- experiments/ (101): run-fixation and statistics scripts per issue.\\n- kb/ (41): README, USAGE, STRUCTURE_REVIEW, practices/source-backed-analysis.md, sources/*/meta.json. processed/ now points to the runtime repo.\\n- patterns/ (15): 7 patterns (asr-ingestion, fr-generation, fr-validation, glossary-context-generation, meeting-summary-generation, usecase-generation, user-story-generation).\\n- pr-ops/ (8): BACKLOG, artifact-map, migration manifest/registries, prompt-feedback.json, session-digests, sync-matrix.\\n- prompts/ (34): 26 top-level prompt files (oneshot/stepwise/legacy variants) plus archive/.\\n- runs/ (697 files).\\n- scripts/ (60): validators, generators, chat-export converters.\\n- site/ (26): SPA with Catalog, Dashboard, Roadmap, Processes, Patterns; password-protected reports/run-0060.\\n- standards/ (20): prompt, pattern, runs-contract, evals-contract, kb, bcreq-process, prompt-debugging-process, experiment-log, cascading-context-loading, ontology, etc.\\n- tools/ (5): Hub validators \u2014 frontmatter, file naming, structure.\\n- .archive/ and .github/ (ISSUE_TEMPLATE, workflows).\\n- Root files: README.md v2.4, CHANGELOG.md (216 KB), CONTRIBUTING.md, Makefile, LICENSE (MIT), .hub-profile.json.\\n\\nRuns, counted precisely:\\n- Counted with `ls runs/2026` and `ls -d runs/2026/RUN-*`: 69 directories, RUN-0001..RUN-0069, contiguous. All 69 have metadata.yaml, parsed with PyYAML.\\n- run_type: statistics 48, execution 21.\\n- status: draft 37, works-with-edits 19, partial-success 8, success 2 (RUN-0006, RUN-0060), experimental 1, needs-rework 1 (RUN-0020), invalid 1 (RUN-0063, superseded by RUN-0067).\\n- Metadata dates run from 2026-04-10 (RUN-0027) to 2026-09-28 (RUN-0068/0069). Commits only start 2026-06-02; earlier runs were fixed retroactively from chat exports.\\n- RUN-0001..0012 were migrated in Phase 0 (issue #123).\\n- RUN-0030..0054 are 25 chat exports from issue #309, generated by experiments/issue_309_fixate_runs.py (commit 946e605, 2026-08-22).\\n- Field presence: metrics 56, feedback 56, logs 59, inputs 59, related_runs 32.\\n- Model field:\\n  - not-recorded 10.\\n  - Qwen family: qwen3.5/3.6/3.7-plus, qwen3-max variants, qwen3-235b-a22b, qwen3-coder-plus, qwen3-vl-30b-a3b, qwen3.8-max-preview.\\n  - claude-opus-5 7, claude-opus-5-5 2, claude-opus-4-8 1 (RUN-0012), gpt-5.6-sol 4 (RUN-0062..0065).\\n  - RUN-0055: qwen3.7-plus primary with claude-opus-5 verification.\\n- Author field: \\\"BA/AI\\\" (early), \\\"BA-IH + LLM\\\", \\\"AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410\\\", \\\"AI issue solver (Claude Code)\\\" (RUN-0067), \\\"OpenAI Codex\\\" (RUN-0064).\\n\\nAggregated metrics (computed from metadata `metrics` blocks):\\n- hallucinations recorded in 11 runs (RUN-0015,16,18,21,22,24\u201329): 41 total, 12 shipped into artifacts.\\n- quality (scale apparently 1\u20135) in 10 runs: all 3, except RUN-0028 = 2. RUN-0014 eval.quality = 2, defects = 5, factual_distortions = 1, target_artifact \\\"not-produced\\\", success_rate 0.25.\\n- success_rate recorded in 19 runs; mean \u2248 0.67, range 0.25\u20131.0. Examples: RUN-0019 0.29, RUN-0022 0.92, RUN-0058/59/60 1.0.\\n- ba_edits in 10 runs: 53 total. Episodes in 42 runs: 1095 total.\\n- tokens_dialog_total across 33 runs: \u224862.1M. tokens_input across 35 runs: \u224860.4M. tokens_output across 38 runs: \u22481.96M.\\n- duration_active_s across 41 runs: \u2248103.5 h.\\n- Caveat: RUN-0025 tokens_output/thinking (15262/6614) equal RUN-0015's, and its tokens_input 1322626 equals RUN-0015's tokens_context_refeed_sum. Possible duplication; flag it.\\n- Separate metric styles exist: RUN-0017 (2,536,400 total tokens, 3.04 h) and RUN-0020 (15.65M tokens, max context 523,249, 92.78 h wall-clock).\\n- One run's top-level metadata (probably RUN-0013; not verified) has success_rate 0.62 (\\\"75 \u0438\u0437 121 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0411\u0410 \u0431\u0435\u0437 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438\\\"), tokens_input 79,405,522, tokens_output 543,180, 242 turns, 44 calendar days.\\n\\nFeasibility runs:\\n- RUN-0057: 101 requirements; coverage_none 37; 64/101 = 0.63; 16 vendor questions; 7 pilot spikes.\\n- RUN-0066: 386 assessed; 338 yes / 34 partial / 14 no; 702 atomic citations.\\n- RUN-0068: 22 requirements; 3/7/11/1; template_v4_matches_over_90 = 0.\\n- RUN-0069: 59 requirements; 20/15/14/10; template_v4_max_similarity 0.638.\\n- RUN-0056: 7/10 FRs fully assessed; 7 critical gaps.\\n\\nTask categories (runs/README.md registry):\\n- Prompt experiments, audits and self-tests (RUN-0001..0005).\\n- FR generation/validation/drafting for BCREQ tickets and Mango integrations: amoCRM, Bitrix24, 1C, OkDesk, BPMSoft, IVR, speech analytics, mTalker, e-mail, HH.ru.\\n- Clarifying questions, and meeting transcript analysis.\\n- Tender TZ feasibility assessments L0\u2013L4: Utair.Chat, STT/TTS/NLU, task-1099 telephony, BCREQ-1114.\\n- Gap analysis and architecture spikes for the HH.ru \u2194 Mango CC integration.\\n- Link-review statistics (RUN-0061).\\n- FR rework (RUN-0063\u21920064\u21920067).\\n\\nKey documents read:\\n- docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md (issue #353), A/B on 65 rows, gpt-5.6-sol RUN-0065 vs claude-opus-5 RUN-0066:\\n  - Accuracy_verdict 31/65 = 47.7% vs 100%.\\n  - Accuracy_page 17/45 = 37.8% vs 64/64.\\n  - Hallucination_rate (page \u0394>2) 28/65 = 43.1% vs 0%.\\n  - Decomposition_quality 0% vs 100%.\\n  - Root cause: page numbers held in a manual EVIDENCE dictionary and replicated by lexical rules; the validator checked link shape but not frontmatter. RUN-0066 is the reference by definition.\\n- docs/report/2026-09-01-kb-assessment-error-analysis.md (issue #349): RUN-0062 narrowed the SSOT to 3 modules, turning missing data into missing capability. RUN-0065 used a keyword heuristic. Both validators \\\"\u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443\\\". New rules: search the full KB index first \u2192 web on trusted Mango domains only \u2192 \\\"\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\\\" only with an escalation log; atomic decomposition; technical critic; validator checks.\\n- runs/2026/RUN-0064/reports/error-analysis.md (issue #345), n = 8 errors: contract violation 3, missing contract 2, prompt ambiguity 2, technical limitation 1.\\n  - Examples: existing functionality presented as new FRs; a hypothesis promoted to fact; ignoring a screenshot showing \\\"\u0421\u043a\u0430\u0447\u0430\u0442\u044c: CSV\\\"; scope creep into access rights; flip-flopping on detail rows; stopping at questions with no final FR.\\n  - Root cause: no gate separating current state from required delta.\\n  - Recommendation: matrix `SSOT \u2192 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u2192 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u2192 FR \u2192 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0440\u0438\u0435\u043c\u043a\u0438` with fail-closed on an empty source; screenshot/KB gate; decision log; two independent CBAP/eTOM passes.\\n- kb/practices/source-backed-analysis.md: anti-example \\\"\u0413\u041e\u0421\u0422 34.602-2015 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\\" (a hallucinated standard).\\n- docs/analysis/experiment-1027-analysis.md (issue #101, 2026-06-16): first real BA session with repo prompts. BA hypothesis H1: \\\"\u0418\u0418 \u0432\u043e\u0441\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0437\u0430\u0434\u0430\u0447\u0438\\\" \u2014 partially confirmed.\\n- CHANGELOG entries:\\n  - #56: a single PDF of prompts was split into 23 standardized prompts (18 new, 5 legacy, 6 old canonical archived).\\n  - #54: the original single prompt file \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).pdf\\\".\\n  - #310: KB anti-hallucination cross-check over 9531 critical tokens, 0 unconfirmed; negative test experiments/kb-verify-detects-hallucination.py.\\n  - #101: experiment-log standard, prompt-debugging-process \\\"\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442 \u2192 RFC \u2192 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u2192 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\\\".\\n- Many runs are explicitly flagged \\\"\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f golden case\\\" (CHANGELOG lines ~693\u20131316). scripts/validate_issue_272_run_0019.py checks \\\"golden case\\\" wording.\\n- standards/evals-contract-standard.md defines the golden-set/rubric form, but no golden-set exists yet.\\n\\nTimeline commits (non-merge):\\n- 2026-06-02 to 06-05: bootstrap and Hub\u2192spoke migration (d159ab2 audit & migration RFC; 0c10eda bootstrap; 49d81a9 README M-001; ee90e7b normalize prompts; 8deffc8 migration manifest).\\n- 06-10: e90780f governance sync with Hub PR #208; 3a265e6 attached BA prompt file to drafts (#54).\\n- 06-11: d8a4759 \\\"split BA prompts draft into 23 standardized files (#56)\\\"; 00d2072 taxonomy of 13 operations and 9 processes (#52); 430fe9b prompt/pattern standards; 748ff6d ADR prompt standard.\\n- 06-13 to 06-16: 9eef477 GitHub Pages; 23115c6 MVP pattern library; ADR-003..010 (1885f7d \\\"ADR-009: multi-level BCREQ formation process \u2014 6 subprocesses, human gates\\\"; 37dc51c ADR-007 KB standard before RAG); 0363a44 experiment 1027 analysis; 2abf5e6 \\\"\u041e\u0442\u043a\u0430\u0442 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 #101: \u0432\u043e\u0437\u0432\u0440\u0430\u0442 \u043a v0.1 + \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0442\u043b\u0430\u0434\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\\".\\n- 06-17 to 06-20: 7fb2b3b BCREQ-1025 experiment + RFC; 8b20fb6 dogfooding; a3784c4 KB ingestion pipeline (#111); 482b316 CI regression validator; LFS PDFs; b4269ad \\\"create runs/ with execution contract\\\"; c4163a1 cascading context loading.\\n- 07-03 KB after LFS cleanup; 07-14 dd20da9 RUN-0012.\\n- 08-17: vision correction (#263), Hub re-sync (#265).\\n- 08-21: e5e84d0 onboarding v1.5 + Hub validators (#267); a mass run-fixation day (RUN-0013..0029) with many renumbering commits; db54905 explicit run types (#293); 5d70a60 metrics contract (#271); 091c768 canonical root (#291).\\n- 08-22: validator optimization (#299); 946e605 25 chat exports \u2192 RUN-0030..0054; ae187ca KB 4 PDFs + cross-check (#310).\\n- 08-23 to 08-28: RUN-0055..0061; KB sections #317/#320; 37bb44a Issue Forms for runs (#323); 1dcca69 ADR-011 integration task artifacts + task taxonomy RFC (#335); 7369989 password-protected web report.\\n- 08-31 to 09-03: c4902e0 revert of a L0 run; RUN-0062..0067; a661e1b \\\"verify citation pagination\\\"; 00295d5 RCA; 3c53cbe RUN-0067 rework.\\n- 09-26: KB migration to runtime (cce374d, f64672c, c6471da).\\n- 09-28: 46a7ebe RUN-0068, dba7b47 RUN-0069.\\n\\nRuntime environments found:\\n- No mentions of GigaCode or Cline anywhere in the repo (0 files). Only a lowercase \\\"cline\\\" substring match in 2 files, which is irrelevant.\\n- LLM runs were in a Qwen web chat: runs/2026/RUN-0014/logs/metrics.md reads \\\"qwen3.7-plus (Qwen3.7-Plus, \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441)\\\"; RUN-0018 feedback says \\\"\u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0447\u0430\u0442 (Qwen, `auto_search: true`) \u0431\u0435\u0437 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\\". Chat-export JSON contains content_list[*].usage and extra.tool_result with web_search/web_extractor.\\n- The AI issue solver is konard/hive-mind on GitHub issues\u2192PRs, using Claude Code (RUN-0067), OpenAI Codex (RUN-0064), claude-opus-5/5-5 and gpt-5.6-sol.\\n- A redacted Codex trace exists: docs/report/evidence/2026-09-01-run-0065-acb6c7bc-redacted.txt.\\n- Local Python scripts are run manually (runs/README.md \\\"\u041b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438\\\").\\n- The current working-directory repo mentions GigaCode guide backlog items B-219..B-222. That is outside mango_ba_prompts (probably the Hub) and was not investigated.\\n\\n4. Errors and fixes:\\n- `ModuleNotFoundError: No module named 'yaml'`: fixed with `pip install pyyaml -q`.\\n- Large outputs were persisted to tool-result files and read via sed.\\n\\n5. Problem Solving:\\n- Metrics were aggregated with Python and saved to /tmp/runs_metrics.json (a scratch file outside the repo).\\n- A possible duplication between RUN-0015 and RUN-0025 was identified and should be flagged.\\n\\n6. All user messages:\\n- A single task message (research task), whose substance is captured in section 1. Key constraints, verbatim: \\\"Research task (read-only; do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md)\\\"; \\\"Be precise; do not invent numbers \u2014 if something cannot be determined, say so. Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first) and return a concise summary (up to ~1500 words) with the most presentation-worthy facts and numbers.\\\"\\n\\n7. Pending Tasks:\\n- Optional further checks if tools become available:\\n  - ADR-009 human gates (docs/adr/009-bcreq-formation-process.md).\\n  - ADR-011 integration task artifacts (L0\u2013L4 levels).\\n  - docs/rfc/2026-08-task-taxonomy.md.\\n  - ai-rules/ai-quick-rules.md fail-closed wording.\\n  - standards/prompt-debugging-process.md.\\n  - Which run holds the 0.62 / 79.4M-token top-level metrics (likely RUN-0013).\\n  - docs/analysis/2026-08-21-runs-type-gap-analysis.md.\\n- Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first).\\n- Return the concise summary (\u2264~1500 words).\\n\\n8. Current Work:\\nEvidence collection was finishing. The last search looked for \\\"golden\\\"/\\\"\u044d\u0442\u0430\u043b\u043e\u043d\\\"/template references. It showed that golden-set is only defined in standards/evals-contract-standard.md and is acknowledged as absent, and that runs are repeatedly marked \\\"\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f golden case\\\". The next action was to write the report file.\\n\\n9. Optional Next Step:\\nCreate /tmp/research-notes/ and write the full evidence report (sections 1\u20136 plus the URL format https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/, with default branch main verified) using the facts above. Mark as \\\"not determined\\\" anything unverified, such as GigaCode/Cline usage (absent from the repo) and whether target-pipeline items like \\\"translation into contract/development format\\\" exist. Then return the concise summary to the caller.\\n\\nIf you need specific details from before compaction (like exact code snippets, error messages, or content you generated), read the full transcript at: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de.jsonl\\nContinue the conversation from where it left off without asking the user any further questions. Resume directly \u2014 do not acknowledge the summary, do not recap what was happening, do not preface with \\\"I'll continue\\\" or similar. Pick up the last task as if the break never happened.\"\n[2026-09-29T07:47:48.908Z] [INFO]       }\n[2026-09-29T07:47:48.908Z] [INFO]     ]\n[2026-09-29T07:47:48.908Z] [INFO]   },\n[2026-09-29T07:47:48.908Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"uuid\": \"63f8590d-51e4-43d2-968d-a1c6f38cb23d\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:48.793Z\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"isSynthetic\": true,\n[2026-09-29T07:47:48.908Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:47:48.908Z] [INFO] }\n[2026-09-29T07:47:48.938Z] [STDOUT] [log_98d68e] sending request {\n[2026-09-29T07:47:48.947Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:48.962Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:48.966Z] [STDOUT]   options: {\n[2026-09-29T07:47:48.974Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:48.979Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:48.987Z] [STDOUT]     body: {\n[2026-09-29T07:47:48.992Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:48.995Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:49.000Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:49.006Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:47:49.009Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:49.016Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:49.024Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:49.036Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:49.046Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:49.054Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:49.057Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:49.061Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:49.063Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:49.066Z] [STDOUT]     },\n[2026-09-29T07:47:49.068Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:49.072Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:49.075Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:47:49.079Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:47:49.082Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:49.088Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:49.093Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:49.098Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:49.105Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:49.108Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:49.111Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:49.114Z] [STDOUT]     },\n[2026-09-29T07:47:49.121Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:49.127Z] [STDOUT]   },\n[2026-09-29T07:47:49.130Z] [STDOUT]   headers: {\n[2026-09-29T07:47:49.132Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:49.135Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:49.140Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:49.144Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:49.148Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:49.151Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:49.157Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:49.161Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:49.173Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:49.182Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:47:49.184Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:47:49.189Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1295\",\n[2026-09-29T07:47:49.193Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:49.197Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:47:49.201Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:49.205Z] [STDOUT]     \"x-client-request-id\": \"75bda6e4-c148-48c2-bc52-33db48893213\",\n[2026-09-29T07:47:49.210Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:49.213Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:49.220Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:49.224Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:49.231Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:49.245Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:49.248Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:49.257Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:49.261Z] [STDOUT]   },\n[2026-09-29T07:47:49.272Z] [STDOUT] }\n[2026-09-29T07:47:49.501Z] [INFO] {\n[2026-09-29T07:47:49.501Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:49.501Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:49.501Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:47:49.501Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:49.501Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:49.501Z] [INFO]   \"uuid\": \"07db2ca0-1ca6-4f12-ac3c-344e18a1960e\"\n[2026-09-29T07:47:49.501Z] [INFO] }\n[2026-09-29T07:47:49.665Z] [STDOUT] [log_98d68e, request-id: \"req_011CfXMwPJ1vJUgVLMf3Nf5u\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 745ms\n[2026-09-29T07:47:49.670Z] [STDOUT] [log_98d68e] response start {\n[2026-09-29T07:47:49.675Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:49.679Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:49.683Z] [STDOUT]   headers: {\n[2026-09-29T07:47:49.686Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:49.689Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:49.697Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:49.701Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:49.705Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:49.714Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:49.719Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:49.723Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:49.728Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:49.735Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:49.746Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:49.760Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:49.765Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:49.774Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:49.780Z] [STDOUT]     \"anthropic-thinking-prefix-mismatch\": \"kind=not_recorded; pattern=not_applicable; block=messages.2.content.0; removed=0; inserted=0; modified=0\",\n[2026-09-29T07:47:49.786Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:49.792Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:49.808Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:49.816Z] [STDOUT]     \"cf-ray\": \"a42961c7088b29ad-FRA\",\n[2026-09-29T07:47:49.828Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:49.840Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:49.859Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:49.868Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:49.874Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:49 GMT\",\n[2026-09-29T07:47:49.880Z] [STDOUT]     \"request-id\": \"req_011CfXMwPJ1vJUgVLMf3Nf5u\",\n[2026-09-29T07:47:49.888Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:49.891Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:49.896Z] [STDOUT]     traceresponse: \"00-d9ff857e1e2ea9650e743bba016113b8-9498da76c8a17d29-01\",\n[2026-09-29T07:47:49.901Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:49.906Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:49.912Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:49.931Z] [STDOUT]   },\n[2026-09-29T07:47:49.940Z] [STDOUT]   durationMs: 745,\n[2026-09-29T07:47:49.947Z] [STDOUT] }\n[2026-09-29T07:47:49.955Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:49.958Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:49 GMT\",\n[2026-09-29T07:47:49.981Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:49.984Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:49.991Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:49.996Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:49.998Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:50.009Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:50.013Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:50.037Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:50.051Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:50.064Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:50.066Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:50.070Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:50.076Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:50.082Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:50.086Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:50.093Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:50.097Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:50.110Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:50.113Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:50.119Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:50.124Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:50.140Z] [STDOUT]   \"request-id\": \"req_011CfXMwPJ1vJUgVLMf3Nf5u\",\n[2026-09-29T07:47:50.169Z] [STDOUT]   \"traceresponse\": \"00-d9ff857e1e2ea9650e743bba016113b8-9498da76c8a17d29-01\",\n[2026-09-29T07:47:50.172Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:50.176Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:50.180Z] [STDOUT]   \"anthropic-thinking-prefix-mismatch\": \"kind=not_recorded; pattern=not_applicable; block=messages.2.content.0; removed=0; inserted=0; modified=0\",\n[2026-09-29T07:47:50.203Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:50.208Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:50.212Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:50.222Z] [STDOUT]   \"cf-ray\": \"a42961c7088b29ad-FRA\",\n[2026-09-29T07:47:50.228Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:50.238Z] [STDOUT] [log_98d68e] response parsed {\n[2026-09-29T07:47:50.254Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:50.260Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:50.263Z] [STDOUT]   body: X {\n[2026-09-29T07:47:50.267Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:50.271Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:50.277Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:50.282Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:50.286Z] [STDOUT]     },\n[2026-09-29T07:47:50.289Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:50.292Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:50.295Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:50.301Z] [STDOUT]   },\n[2026-09-29T07:47:50.305Z] [STDOUT]   durationMs: 746,\n[2026-09-29T07:47:50.311Z] [STDOUT] }\n[2026-09-29T07:47:50.361Z] [INFO] {\n[2026-09-29T07:47:50.361Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:50.361Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:50.361Z] [INFO]   \"estimated_tokens\": 400,\n[2026-09-29T07:47:50.361Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:50.361Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:50.361Z] [INFO]   \"uuid\": \"6df77bbb-4b19-486a-a9b1-86d5b44d9624\"\n[2026-09-29T07:47:50.361Z] [INFO] }\n[2026-09-29T07:47:50.366Z] [INFO] {\n[2026-09-29T07:47:50.366Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:50.366Z] [INFO]   \"message\": {\n[2026-09-29T07:47:50.366Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:50.366Z] [INFO]     \"id\": \"msg_011CfXMw8qceYJ7mdSYJ22Sr\",\n[2026-09-29T07:47:50.366Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:50.366Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:50.366Z] [INFO]     \"content\": [\n[2026-09-29T07:47:50.366Z] [INFO]       {\n[2026-09-29T07:47:50.366Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:50.366Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:50.366Z] [INFO]         \"signature\": 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\"cf-ray\": \"a42961df3d80dbb5-FRA\",\n[2026-09-29T07:47:53.732Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:53.748Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:53.755Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:53.759Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:53.763Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:53 GMT\",\n[2026-09-29T07:47:53.771Z] [STDOUT]     \"request-id\": \"req_011CfXMwfu97VZHSFVULtVRG\",\n[2026-09-29T07:47:53.776Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:53.785Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:53.790Z] [STDOUT]     traceresponse: \"00-8e79c2241e824a72f711b19dce6be79f-3c3c0f6ea80002c2-01\",\n[2026-09-29T07:47:53.793Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:53.801Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:53.807Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:53.812Z] [STDOUT]   },\n[2026-09-29T07:47:53.816Z] [STDOUT]   durationMs: 692,\n[2026-09-29T07:47:53.829Z] [STDOUT] }\n[2026-09-29T07:47:53.846Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:53.851Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:53 GMT\",\n[2026-09-29T07:47:53.860Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:53.863Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:53.865Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:53.868Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:53.870Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:53.877Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:53.882Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:53.893Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:53.902Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:53.906Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:53.914Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:53.917Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:53.923Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:53.928Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:53.931Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:53.936Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:53.941Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:53.946Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:53.953Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:53.959Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:53.966Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:53.969Z] [STDOUT]   \"request-id\": \"req_011CfXMwfu97VZHSFVULtVRG\",\n[2026-09-29T07:47:53.976Z] [STDOUT]   \"traceresponse\": \"00-8e79c2241e824a72f711b19dce6be79f-3c3c0f6ea80002c2-01\",\n[2026-09-29T07:47:53.982Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:53.989Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:53.999Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:54.002Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:54.010Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:54.021Z] [STDOUT]   \"cf-ray\": \"a42961df3d80dbb5-FRA\",\n[2026-09-29T07:47:54.029Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:54.040Z] [STDOUT] [log_5d60a7] response parsed {\n[2026-09-29T07:47:54.049Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:54.060Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:54.062Z] [STDOUT]   body: X {\n[2026-09-29T07:47:54.067Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:54.072Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:54.076Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:54.080Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:54.084Z] [STDOUT]     },\n[2026-09-29T07:47:54.088Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:54.091Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:54.097Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:54.100Z] [STDOUT]   },\n[2026-09-29T07:47:54.103Z] [STDOUT]   durationMs: 700,\n[2026-09-29T07:47:54.112Z] [STDOUT] }\n[2026-09-29T07:47:54.120Z] [INFO] {\n[2026-09-29T07:47:54.120Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:54.120Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:54.120Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:54.120Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:54.120Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:54.120Z] [INFO]   \"uuid\": \"298b6cee-cba9-459e-adb6-fdee711da089\"\n[2026-09-29T07:47:54.120Z] [INFO] }\n[2026-09-29T07:47:54.131Z] [INFO] {\n[2026-09-29T07:47:54.131Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"message\": {\n[2026-09-29T07:47:54.131Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:54.131Z] [INFO]     \"content\": [\n[2026-09-29T07:47:54.131Z] [INFO]       {\n[2026-09-29T07:47:54.131Z] [INFO]         \"tool_use_id\": \"toolu_01DPFycJVvAZmjuVuLmU15Q9\",\n[2026-09-29T07:47:54.131Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:54.131Z] [INFO]         \"content\": \"14:> \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0425\u0430\u0431\u0430. \u0412 Structured \u0440\u0435\u0436\u0438\u043c\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u0435\u0442 fail-closed; \u0432 Creative \u0440\u0435\u0436\u0438\u043c\u0435\\n33:### Fail-Closed Semantics (\u041a\u0420\u0418\u0422\u0418\u0427\u041d\u041e)\\n42:\u041a\u043e\u0440\u043e\u0442\u043a\u043e: **Structured = fail-closed**. \u0415\u0441\u043b\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u043e \u2014 \u0430\u0433\u0435\u043d\u0442 \u043d\u0435\\n---\\n20:# ADR-009: \u041c\u043d\u043e\u0433\u043e\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f BCREQ \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, human gates, \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n33:\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432**), **human gates \u0432 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u0442\u043e\u0447\u043a\u0430\u0445**, **\u0436\u0451\u0441\u0442\u043a\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435** \u2014\\n50:BCREQ, \u0433\u0434\u0435 \u0441\u0442\u043e\u044f\u0442 **human gates** \u0438 \u043a\u0430\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0432\u0435\u0434\u0451\u0442 \u0441\u0435\u0431\u044f, \u043a\u043e\u0433\u0434\u0430 **\u0447\u0430\u0441\u0442\u044c \u0434\u0435\u0440\u0435\u0432\u0430\\n79:| \u2116 | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 | \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u041f\u0440\u043e\u0446\u0435\u0441\u0441 | \u041f\u0435\u0440\u0435\u0445\u043e\u0434 \u0416\u0426 | Gate |\\n91:  \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 human gate (\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438, \u043f\u0440\u0438\u0451\u043c\u043a\u0430 \u0440\u0438\u0441\u043a\u043e\u0432, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435).\\n93:  (\u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u0435\u0440\u0435\u0432\u0430 \u0432 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0435); governance-overhead \u0440\u0430\u0441\u0442\u0451\u0442 \u0441 \u0447\u0438\u0441\u043b\u043e\u043c gate \u2014 \u0447\u0438\u0441\u043b\u043e\\n99:  `baselined`, \u043d\u0435\u0441\u0443\u0449\u0438\u0439 \u0432\u0441\u0435 human gate \u043d\u0430 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u0445 \u0438 \u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0439\u0441\u044f \u0434\u0430\u043b\u0435\u043a\u043e\\n101:  (\u041f3 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432), \u043d\u043e \u043d\u0435 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0441 human gate (B2).\\n117:### 3. Human gates \u0432 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u0442\u043e\u0447\u043a\u0430\u0445\\n119:\u0422\u0440\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 human gate \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d\u044b \u043a \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u043c `\u0447\u0435\u043b\u043e\u0432\u0435\u043a`\\n122:\u00abgate\u00bb \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442 gateway/\u0442\u043e\u0447\u043a\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u043e\u0439 \u043d\u043e\u0442\u0430\u0446\u0438\u0438 OMG BPMN 2.0.\\n132:\u0433\u0440\u0430\u043d\u0438\u0446\u044b \u2014 operation gate.\\n---\\nruns/2026/RUN-0013/metadata.yaml:10:tokens_input: 794\u2026te: \\\"0.62 (75 \u0438\u0437 121 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0411\u0410 \u0431\u0435\u0437 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438/\u043a\u0440\u0438\u0442\u0438\u043a\u0438; \u043e\u0446\u0435\u043d\u043a\u0430 \u043f\u043e \u043c\u0430\u0440\u043a\u0435\u0440\u0430\u043c \u0432 \u0440\u0435\u043f\u043b\u0438\u043a\u0430\u0445 \u0411\u0410, \u0441\u043c. logs/experiment-log.md)\\\"\\nruns/2026/RUN-0062/metadata.yaml:1:run_id: RUN-0062\\nruns/2026/RUN-0065/metadata.yaml:31:  - RUN-0062\\n---\\ndocs/adr:\\n0001-hub-sync-pr208.md\\n0002-issue48-handover-local-enrichment.md\\n0003-creative-mode-governance.md\\n0004-hub-resync-2026-08.md\\n001-prompt-standard.md\\n002-pattern-standard.md\\n003-ba-ontology.md\\n004-operations-taxonomy.md\\n005-artifact-team-naming.md\\n006-prompt-naming.md\\n007-kb-standard.md\\n008-industry-standards-standard.md\\n009-bcreq-formation-process.md\\n010-pages-ux.md\\n2026-08-adr-011-integration-task-artifacts.md\\n\\ndocs/rfc:\\n2026-08-task-taxonomy.md\\nknowledge-transfer-to-hub\\nprompt-improvement-bcreq-1025-proposal.md\\nprompt-improvement-multichannel-proposal.md\\nrfc-process.md\\nrfc-register.md\\nrfc-to-hub-001-knowledge-transfer.md\\nrfc-to-hub-002-prompt-debugging-process.md\\ngrep: docs/adr/011*.md: No such file or directory\",\n[2026-09-29T07:47:54.131Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:54.131Z] [INFO]       }\n[2026-09-29T07:47:54.131Z] [INFO]     ]\n[2026-09-29T07:47:54.131Z] [INFO]   },\n[2026-09-29T07:47:54.131Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"uuid\": \"e5a8d849-2c37-4e97-8a34-d05444e804e4\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:54.071Z\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:47:54.131Z] [INFO] }\n[2026-09-29T07:47:54.144Z] [STDOUT] [log_a8625a] sending request {\n[2026-09-29T07:47:54.153Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:54.159Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:54.162Z] [STDOUT]   options: {\n[2026-09-29T07:47:54.165Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:54.167Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:54.169Z] [STDOUT]     body: {\n[2026-09-29T07:47:54.171Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:54.174Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:54.176Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:54.179Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:54.181Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:54.184Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:54.188Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:54.194Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:54.203Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:54.209Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:54.213Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:54.241Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:54.245Z] [STDOUT]     },\n[2026-09-29T07:47:54.248Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:54.251Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:54.255Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:47:54.258Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:47:54.263Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:54.265Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:54.268Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:54.273Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:54.276Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:54.279Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:54.283Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:54.286Z] [STDOUT]     },\n[2026-09-29T07:47:54.289Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:54.292Z] [STDOUT]   },\n[2026-09-29T07:47:54.294Z] [STDOUT]   headers: {\n[2026-09-29T07:47:54.297Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:54.300Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:54.309Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:54.316Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:54.336Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:54.343Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:54.348Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:54.352Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:54.355Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:54.358Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:47:54.359Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:47:54.363Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1400\",\n[2026-09-29T07:47:54.370Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:54.375Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:47:54.380Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:54.382Z] [STDOUT]     \"x-client-request-id\": \"0e6e63cb-0626-4fa4-98ee-d8504bc478b0\",\n[2026-09-29T07:47:54.386Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:54.391Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:54.397Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:54.402Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:54.406Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:54.409Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:54.417Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:54.422Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:54.427Z] [STDOUT]   },\n[2026-09-29T07:47:54.431Z] [STDOUT] }\n[2026-09-29T07:47:54.821Z] [INFO] {\n[2026-09-29T07:47:54.821Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:54.821Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:54.821Z] [INFO]   \"estimated_tokens\": 231,\n[2026-09-29T07:47:54.821Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:54.821Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:54.821Z] [INFO]   \"uuid\": \"c1c2c1ca-7cb8-4c20-87a4-74f291117bfd\"\n[2026-09-29T07:47:54.821Z] [INFO] }\n[2026-09-29T07:47:54.828Z] [INFO] {\n[2026-09-29T07:47:54.828Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:54.828Z] [INFO]   \"message\": {\n[2026-09-29T07:47:54.828Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:54.828Z] [INFO]     \"id\": \"msg_011CfXMwgMRwTP3BBpNhm9TR\",\n[2026-09-29T07:47:54.828Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:54.828Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:54.828Z] [INFO]     \"content\": [\n[2026-09-29T07:47:54.828Z] [INFO]       {\n[2026-09-29T07:47:54.828Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:54.828Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:54.828Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:47:54.828Z] [INFO]     ],\n[2026-09-29T07:47:54.828Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:54.828Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:54.828Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:54.828Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:54.828Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:54.828Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:54.828Z] [INFO]       \"cache_creation_input_tokens\": 993,\n[2026-09-29T07:47:54.828Z] [INFO]       \"cache_read_input_tokens\": 57813,\n[2026-09-29T07:47:54.828Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:54.828Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:54.828Z] [INFO]         \"ephemeral_1h_input_tokens\": 993\n[2026-09-29T07:47:54.828Z] [INFO]       },\n[2026-09-29T07:47:54.828Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:54.828Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:54.828Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:54.828Z] [INFO]     },\n[2026-09-29T07:47:54.828Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:54.828Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:54.828Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:54.828Z] [INFO]   },\n[2026-09-29T07:47:54.828Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:54.828Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:54.828Z] [INFO]   \"uuid\": \"ba19c22a-ddaf-4a16-95bc-00fb790b0f72\",\n[2026-09-29T07:47:54.828Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:54.820Z\",\n[2026-09-29T07:47:54.828Z] [INFO]   \"request_id\": \"req_011CfXMwfu97VZHSFVULtVRG\"\n[2026-09-29T07:47:54.828Z] [INFO] }\n[2026-09-29T07:47:54.855Z] [STDOUT] [log_a8625a, request-id: \"req_011CfXMwmFcK3fTbTJpHJqwc\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 754ms\n[2026-09-29T07:47:54.860Z] [STDOUT] [log_a8625a] response start {\n[2026-09-29T07:47:54.867Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:54.876Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:54.880Z] [STDOUT]   headers: {\n[2026-09-29T07:47:54.886Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:54.892Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:54.902Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:54.933Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:54.946Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:54.986Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:55.004Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:55.054Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:55.070Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:55.082Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:55.086Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:55.096Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:55.105Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:55.115Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:55.157Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:55.164Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:55.167Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:55.172Z] [STDOUT]     \"cf-ray\": \"a42961e72c4f29ad-FRA\",\n[2026-09-29T07:47:55.174Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:55.177Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:55.179Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:55.183Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:55.186Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:54 GMT\",\n[2026-09-29T07:47:55.189Z] [STDOUT]     \"request-id\": \"req_011CfXMwmFcK3fTbTJpHJqwc\",\n[2026-09-29T07:47:55.194Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:55.198Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:55.202Z] [STDOUT]     traceresponse: \"00-9b44ffd04ad157c8ebf87571f760d026-95b26b82694d33ee-01\",\n[2026-09-29T07:47:55.205Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:55.207Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:55.210Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:55.217Z] [STDOUT]   },\n[2026-09-29T07:47:55.245Z] [STDOUT]   durationMs: 754,\n[2026-09-29T07:47:55.251Z] [STDOUT] }\n[2026-09-29T07:47:55.255Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:55.261Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:54 GMT\",\n[2026-09-29T07:47:55.266Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:55.269Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:55.273Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:55.280Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:55.285Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:55.290Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:55.293Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:55.296Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:55.302Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:55.305Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:55.310Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:55.322Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:55.347Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:55.353Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:55.357Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:55.363Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:55.380Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:55.383Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:55.387Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:55.392Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:55.395Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:55.400Z] [STDOUT]   \"request-id\": \"req_011CfXMwmFcK3fTbTJpHJqwc\",\n[2026-09-29T07:47:55.403Z] [STDOUT]   \"traceresponse\": \"00-9b44ffd04ad157c8ebf87571f760d026-95b26b82694d33ee-01\",\n[2026-09-29T07:47:55.410Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:55.415Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:55.421Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:55.427Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:55.432Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:55.439Z] [STDOUT]   \"cf-ray\": \"a42961e72c4f29ad-FRA\",\n[2026-09-29T07:47:55.455Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:55.460Z] [STDOUT] [log_a8625a] response parsed {\n[2026-09-29T07:47:55.464Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:55.467Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:55.469Z] [STDOUT]   body: X {\n[2026-09-29T07:47:55.472Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:55.474Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:55.480Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:55.485Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:55.495Z] [STDOUT]     },\n[2026-09-29T07:47:55.500Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:55.503Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:55.505Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:55.507Z] [STDOUT]   },\n[2026-09-29T07:47:55.509Z] [STDOUT]   durationMs: 756,\n[2026-09-29T07:47:55.511Z] [STDOUT] }\n[2026-09-29T07:47:56.244Z] [INFO] {\n[2026-09-29T07:47:56.244Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:56.244Z] [INFO]   \"message\": {\n[2026-09-29T07:47:56.244Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:56.244Z] [INFO]     \"id\": \"msg_011CfXMwgMRwTP3BBpNhm9TR\",\n[2026-09-29T07:47:56.244Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:56.244Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:56.244Z] [INFO]     \"content\": [\n[2026-09-29T07:47:56.244Z] [INFO]       {\n[2026-09-29T07:47:56.244Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:47:56.244Z] [INFO]         \"id\": \"toolu_01Wbr5qtyFJdx8a5fhEczBi3\",\n[2026-09-29T07:47:56.244Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:47:56.244Z] [INFO]         \"input\": {\n[2026-09-29T07:47:56.244Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements; for f in 2026-08-25-mango-runs-empirical-snapshot.md 2026-09-08-artifact-structure-variance-facts.md 2026-09-09-legacy-normative-influence-facts.md; do echo \\\"=== $f\\\"; awk '/^## /{c++} c>=1 && c<=2' $f | head -40 | cut -c1-400; done\",\n[2026-09-29T07:47:56.244Z] [INFO]           \"description\": \"Skim key empirical facts files\"\n[2026-09-29T07:47:56.244Z] [INFO]         },\n[2026-09-29T07:47:56.244Z] [INFO]         \"caller\": {\n[2026-09-29T07:47:56.244Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:56.244Z] [INFO]         }\n[2026-09-29T07:47:56.244Z] [INFO]       }\n[2026-09-29T07:47:56.244Z] [INFO]     ],\n[2026-09-29T07:47:56.244Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:56.244Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:56.244Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:56.244Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:56.244Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:56.244Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:56.244Z] [INFO]       \"cache_creation_input_tokens\": 993,\n[2026-09-29T07:47:56.244Z] [INFO]       \"cache_read_input_tokens\": 57813,\n[2026-09-29T07:47:56.244Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:56.244Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:56.244Z] [INFO]         \"ephemeral_1h_input_tokens\": 993\n[2026-09-29T07:47:56.244Z] [INFO]       },\n[2026-09-29T07:47:56.244Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:56.244Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:56.244Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:56.244Z] [INFO]     },\n[2026-09-29T07:47:56.244Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:56.244Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:56.244Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:56.244Z] [INFO]   },\n[2026-09-29T07:47:56.244Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:56.244Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:56.244Z] [INFO]   \"uuid\": \"396f8ad9-40de-4cfc-b17a-5f174a282cbd\",\n[2026-09-29T07:47:56.244Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:56.238Z\",\n[2026-09-29T07:47:56.244Z] [INFO]   \"request_id\": \"req_011CfXMwfu97VZHSFVULtVRG\",\n[2026-09-29T07:47:56.244Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:47:56.244Z] [INFO]     \"toolu_01Wbr5qtyFJdx8a5fhEczBi3\": {\n[2026-09-29T07:47:56.244Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements; for f in 2026-08-25-mango-runs-empirical-snapshot.md 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history\"\n[2026-09-29T07:47:56.799Z] [INFO] }\n[2026-09-29T07:47:56.804Z] [INFO] {\n[2026-09-29T07:47:56.804Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"description\": \"Running Read ADR-009 gates, quick rules, ADR-011\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"usage\": {\n[2026-09-29T07:47:56.804Z] [INFO]     \"total_tokens\": 19458,\n[2026-09-29T07:47:56.804Z] [INFO]     \"tool_uses\": 31,\n[2026-09-29T07:47:56.804Z] [INFO]     \"duration_ms\": 214502\n[2026-09-29T07:47:56.804Z] [INFO]   },\n[2026-09-29T07:47:56.804Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"uuid\": 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\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `524a8eb`. \u0410\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440:\\n[`exp/ba-requirements-normalization-539/aggregate-runs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-requirements-normalization-539/aggregate-runs.py).\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e `metadata.yaml` \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432 \u043d\u0451\u043c \u043d\u0435\u0442 \u2014 \u0438\u043d\u0430\u0447\u0435 \u0432\u044b\u0432\u043e\u0434 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0431\u044b\u043b \u0431\u044b \u043f\u0440\u0435\u0434\u0440\u0435\u0448\u0451\u043d \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439.\\n\\n## 2. \u0421\u043e\u0441\u0442\u0430\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 56 |\\n| \u041f\u0435\u0440\u0438\u043e\u0434 | 2026-04-10 \u2026 2026-08-25 |\\n| `run_type` | `statistics` 47, `execution` 9 |\\n| `status` | `draft` 29, `works-with-edits` 19, `partial-success` 5, `success` 1, `needs-rework` 1, `experimental` 1 |\\n\\n\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0444\u0438\u043a\u0441\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 (\u043f\u0435\u0440\u0432\u044b\u0439 \u0441\u0435\u0433\u043c\u0435\u043d\u0442 \u043f\u043e\u043b\u044f `process`):\\n\\n| \u041f\u0440\u0435\u0444\u0438\u043a\u0441 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 |\\n| --- | --- | --- |\\n| `task-` | 32 | \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u0442\u0440\u0435\u043a\u0435\u0440\u0430/\u0447\u0430\u0442\u0430 \u2014 \u0443\u0436\u0435 \u0443\u043f\u0430\u043a\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 |\\n| `fr-` | 9 | \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 (\u0430\u043d\u0430\u043b\u0438\u0437, \u0434\u0440\u0430\u0444\u0442, \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f) |\\n| `bcreq-` | 4 | \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 (business change request) |\\n| `prompt-` | 3 | \u0440\u0430\u0431\u043e\u0442\u0430 \u043d\u0430\u0434 \u0441\u0430\u043c\u0438\u043c\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438, \u0430 \u043d\u0435 \u043d\u0430\u0434 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c |\\n| `tz-`, `usecase-`, `user-`, `gap-`, `kb-`, `industry-`, `session-`, `multichannel-` | \u043f\u043e 1 | \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u044b\u0435 \u0442\u0438\u043f\u044b |\\n\\n**\u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435.** 32 \u0438\u0437 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 `task-`, \u0442\u043e \u0435\u0441\u0442\u044c \u0441 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0443\u0436\u0435 \u043f\u0440\u043e\u0448\u0451\u043b \u0447\u044c\u044e-\u0442\u043e \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e. \u0418\u0441\u0445\u043e\u0434\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435\\n\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043e \u0441\u043b\u0430\u0431\u043e (4 `bcreq-`): \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c **\u0441\u0430\u043c\u043e\u0433\u043e \u0440\u0430\u043d\u043d\u0435\u0433\u043e** \u0443\u0447\u0430\u0441\u0442\u043a\u0430 \u0432\u0445\u043e\u0434\u0430\\n\u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.\\n\\n=== 2026-09-08-artifact-structure-variance-facts.md\\n## 1. \u0427\u0442\u043e \u0438 \u043a\u0430\u043a \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`. \u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c:\\n[`exp/ba-micro-structure-561/measure-artifact-structure.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/measure-artifact-structure.py).\\n\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 `##` \u043a\u0430\u0436\u0434\u043e\u0433\u043e markdown-\u0444\u0430\u0439\u043b\u0430 \u0432 `outputs/`, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u0438\u0445 \u043a\\n\u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0435 \u0438 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u0432 **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0441\u043b\u043e\u0442\u043e\u0432** (`S-*`) \u043f\u043e\\n\u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e\u043c\u0443 \u0441\u043f\u0438\u0441\u043a\u0443 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u043c\u0435\u0441\u0442\u043e\\n\u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u043e\u0433\u043e \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u0432 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0438, \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u043e\u0439\\n`SLOT_RULES` \u0432 \u0448\u0430\u043f\u043a\u0435 \u0441\u043a\u0440\u0438\u043f\u0442\u0430 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u043e.\\n\\n\u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043f\u0438\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u2192 \u0441\u043b\u043e\u0442\u00bb \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 **\u0444\u043e\u0440\u043c\u0443** \u043e\u0442 **\u0441\u043c\u044b\u0441\u043b\u0430**: \u0434\u0432\u0430\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c\u0438 (`1. \u0413\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439` \u0438 `1. \u0422\u0435\u0440\u043c\u0438\u043d\u044b \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f`)\\n\u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u043e\u0434\u0438\u043d \u0441\u043b\u043e\u0442 `S-GLOSSARY`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432, \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435\\n\u043d\u0438\u0436\u0435, \u2014 \u044d\u0442\u043e \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u0441\u043c\u044b\u0441\u043b\u0443, \u0430 \u043d\u0435 \u043f\u043e \u043e\u0440\u0444\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432.\\n\\n## 2. \u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0434\u0430\u043b\u0430 125 \u00ab\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438\u00bb \u0438 72 % \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432\\n\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u0420\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u043f\u0440\u0438\u0447\u0438\u043d\u0443: \u0432 `outputs/` \u043b\u0435\u0436\u0430\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\\n\u0444\u0430\u0439\u043b\u043e\u0432, \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0442\u0443 \u0436\u0435 \u043b\u0435\u043a\u0441\u0438\u043a\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0447\u0442\u043e \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 `classify_doc_kind()` \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u0438\u0445; \u0432\u0441\u0435 \u0442\u0440\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\\n`artifact-structure.json`, \u043d\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0441\u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0442\u0440\u0435\u0442\u044c\u0435\u043c\u0443.\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u0424\u0430\u0439\u043b\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e |\\n| --- | --- | --- |\\n| `run-journal` | 63 | \u0436\u0443\u0440\u043d\u0430\u043b \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u044d\u043f\u0438\u0437\u043e\u0434\u044b, \u0432\u0435\u0440\u0434\u0438\u043a\u0442, \u0447\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e |\\n| `analysis-note` | 45 | \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 |\\n| `requirement-document` | 17 | **\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0411\u0410** \u2014 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0437\u0430\u043c\u0435\u0440\u0430 |\\n\\n\u041f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u043e 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432; markdown-\u0444\u0430\u0439\u043b\u043e\u0432 \u0441 \u043b\u0435\u043a\u0441\u0438\u043a\u043e\u0439 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u2014 125.\\n\\n=== 2026-09-09-legacy-normative-influence-facts.md\\n## 1. \u0414\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0442\u0438\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442\u0435, \u0430 \u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e\\n\u0448\u0438\u0440\u043e\u043a\u0438\u0435 (RU + EN, \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u043e\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u043c\u0435\u0449\u0435\u043d\u0430 **\u0432 \u0441\u0442\u043e\u0440\u043e\u043d\u0443\\n\u0437\u0430\u0432\u044b\u0448\u0435\u043d\u0438\u044f** \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430.\\n\\n| \u041a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f | \u0427\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 | \u041f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438\u0437 24 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 |\\n| --- | --- | --- | --- |\\n| `MM-1` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u0448\u0430\u0433 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 | **0** | 1 |\\n| `MM-3` \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430: \u0432\u0445\u043e\u0434, \u0430\u043a\u0442\u043e\u0440, \u0433\u0435\u0439\u0442\u044b | **0** | 8 |\\n| `MM-4` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 | **0** | **0** |\\n| `OPS-2` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0432\u044b\u0445\u043e\u0434\u044b | **0** | **0** |\\n| `Contract` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | **0** | **0** |\\n| `T-1` \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c | \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 | **0** | **0** |\\n| `G-self` \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u0434\u043e \u0432\u044b\u0434\u0430\u0447\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 | **0** | 7 |\\n| `G-mach` \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u043e \u0441\u0445\u0435\u043c\u0435 | **0** | 9 |\\n| `G-human` \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 | \u0442\u043e\u0447\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | **0** | 7 |\\n| `SK-4` \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f | **0** | 1 |\\n| `EP-G1` \u044d\u0442\u0430\u043b\u043e\u043d (Golden Set) | \u044d\u0442\u0430\u043b\u043e\u043d \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 | 1 | 15 |\\n| `SK-5` \u0432\u0435\u0440\u0441\u0438\u044f \u0432\u043e frontmatter | \u0432\u0435\u0440\u0441\u0438\u044f \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0432 \u0438\u043c\u0435\u043d\u0438 | 24 | 67 |\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0444\u0430\u043a\u0442.** \u0418\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 **\u0434\u0435\u0441\u044f\u0442\u044c\\n\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432**, \u0447\u0435\u0442\u044b\u0440\u0435 \u2014 \u043d\u0438 \u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445,\\n\u043d\u0438 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445. \u0421\u0440\u0435\u0434\u043d\u0435\u0435 \u0447\u0438\u0441\u043b\u043e \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442 \u2014 **1.04** \u043f\u0440\u0438 \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c\u0435 2,\\n\u0438 \u044d\u0442\u0430 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435\u0433\u0434\u0430 `version:` \u0432\u043e frontmatter, \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u043e\u0435 \u043f\u043e\u043b\u0435, \u0430\\n\u043d\u0435 \u043f\u0440\u043e\u0435\u043a\u0442 \u043d\u043e\u0440\u043c\u044b.\\n\\n## 2. \u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442\\n\\n1. **\u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e, \u0430 \u043f\u043e\\n   \u0441\u043e\u0441\u0442\u0430\u0432\u0443.** \u0412\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u043d\u0435\u0433\u043e `MM-1`\u2026`MM-4`, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u0438 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e: \u044d\u0442\u0438\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u0442\u0430\u043c \u043d\u0435\u0442. \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014\\n   \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430\u00bb \u043d\u0435 \u0441\u0443\u0436\u0430\u0435\u0442 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043e\u043d\u043e \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n   \u0443\u0436\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u0435\u043b.\\n2. **\u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u0430.** \u041f\u0440\u043e\u043c\u043f\u0442\u044b \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u044b \u0438 \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u044b \u043f\u043e \u0444\u043e\u0440\u043c\u0435\\n   (\u0436\u0451\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u0448\u0430\u0433\u0438, \u0440\u043e\u043b\u0438), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0438 \u0441\u0438\u043d\u0442\u0435\u0437\u0435 \u00ab\u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443\u00bb \u043e\u043d\u0438 \u0441\u043a\u043b\u043e\u043d\u043d\u044b\\n   \u0434\u0438\u043a\u0442\u043e\u0432\u0430\u0442\u044c **\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443** \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u043d\u0435 \u043d\u0435\u0441\u044f \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0439\\n   \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438. \u041e\u0442\u0441\u044e\u0434\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e\\n   \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043f\u043e\u043b\u0430\u0433\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u0434\u043e\u0431\u0440\u043e\u0441\u043e\u0432\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0437\u0430 (`LG-4` ADR-014).\\n3. **\u041f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (7\u20139 \u0438\u0437 67) \u2014 \u043d\u0435 \u043a\u043e\u043d\u0442\u0440\u043f\u0440\u0438\u043c\u0435\u0440.** \u042d\u0442\u043e\",\n[2026-09-29T07:47:57.591Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:57.591Z] [INFO]       }\n[2026-09-29T07:47:57.591Z] [INFO]     ]\n[2026-09-29T07:47:57.591Z] [INFO]   },\n[2026-09-29T07:47:57.591Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:57.591Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:57.591Z] [INFO]   \"uuid\": \"3d69efc5-8043-49a9-b9f8-a8e79e798568\",\n[2026-09-29T07:47:57.591Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:57.570Z\",\n[2026-09-29T07:47:57.591Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:57.591Z] [INFO]     \"stdout\": \"=== 2026-08-25-mango-runs-empirical-snapshot.md\\n## 1. \u0427\u0442\u043e \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `524a8eb`. \u0410\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440:\\n[`exp/ba-requirements-normalization-539/aggregate-runs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-requirements-normalization-539/aggregate-runs.py).\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e `metadata.yaml` \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432 \u043d\u0451\u043c \u043d\u0435\u0442 \u2014 \u0438\u043d\u0430\u0447\u0435 \u0432\u044b\u0432\u043e\u0434 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0431\u044b\u043b \u0431\u044b \u043f\u0440\u0435\u0434\u0440\u0435\u0448\u0451\u043d \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439.\\n\\n## 2. \u0421\u043e\u0441\u0442\u0430\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 56 |\\n| \u041f\u0435\u0440\u0438\u043e\u0434 | 2026-04-10 \u2026 2026-08-25 |\\n| `run_type` | `statistics` 47, `execution` 9 |\\n| `status` | `draft` 29, `works-with-edits` 19, `partial-success` 5, `success` 1, `needs-rework` 1, `experimental` 1 |\\n\\n\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0444\u0438\u043a\u0441\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 (\u043f\u0435\u0440\u0432\u044b\u0439 \u0441\u0435\u0433\u043c\u0435\u043d\u0442 \u043f\u043e\u043b\u044f `process`):\\n\\n| \u041f\u0440\u0435\u0444\u0438\u043a\u0441 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 |\\n| --- | --- | --- |\\n| `task-` | 32 | \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u0442\u0440\u0435\u043a\u0435\u0440\u0430/\u0447\u0430\u0442\u0430 \u2014 \u0443\u0436\u0435 \u0443\u043f\u0430\u043a\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 |\\n| `fr-` | 9 | \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 (\u0430\u043d\u0430\u043b\u0438\u0437, \u0434\u0440\u0430\u0444\u0442, \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f) |\\n| `bcreq-` | 4 | \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 (business change request) |\\n| `prompt-` | 3 | \u0440\u0430\u0431\u043e\u0442\u0430 \u043d\u0430\u0434 \u0441\u0430\u043c\u0438\u043c\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438, \u0430 \u043d\u0435 \u043d\u0430\u0434 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c |\\n| `tz-`, `usecase-`, `user-`, `gap-`, `kb-`, `industry-`, `session-`, `multichannel-` | \u043f\u043e 1 | \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u044b\u0435 \u0442\u0438\u043f\u044b |\\n\\n**\u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435.** 32 \u0438\u0437 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 `task-`, \u0442\u043e \u0435\u0441\u0442\u044c \u0441 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0443\u0436\u0435 \u043f\u0440\u043e\u0448\u0451\u043b \u0447\u044c\u044e-\u0442\u043e \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e. \u0418\u0441\u0445\u043e\u0434\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435\\n\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043e \u0441\u043b\u0430\u0431\u043e (4 `bcreq-`): \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c **\u0441\u0430\u043c\u043e\u0433\u043e \u0440\u0430\u043d\u043d\u0435\u0433\u043e** \u0443\u0447\u0430\u0441\u0442\u043a\u0430 \u0432\u0445\u043e\u0434\u0430\\n\u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.\\n\\n=== 2026-09-08-artifact-structure-variance-facts.md\\n## 1. \u0427\u0442\u043e \u0438 \u043a\u0430\u043a \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`. \u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c:\\n[`exp/ba-micro-structure-561/measure-artifact-structure.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/measure-artifact-structure.py).\\n\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 `##` \u043a\u0430\u0436\u0434\u043e\u0433\u043e markdown-\u0444\u0430\u0439\u043b\u0430 \u0432 `outputs/`, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u0438\u0445 \u043a\\n\u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0435 \u0438 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u0432 **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0441\u043b\u043e\u0442\u043e\u0432** (`S-*`) \u043f\u043e\\n\u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e\u043c\u0443 \u0441\u043f\u0438\u0441\u043a\u0443 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u043c\u0435\u0441\u0442\u043e\\n\u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u043e\u0433\u043e \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u0432 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0438, \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u043e\u0439\\n`SLOT_RULES` \u0432 \u0448\u0430\u043f\u043a\u0435 \u0441\u043a\u0440\u0438\u043f\u0442\u0430 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u043e.\\n\\n\u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043f\u0438\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u2192 \u0441\u043b\u043e\u0442\u00bb \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 **\u0444\u043e\u0440\u043c\u0443** \u043e\u0442 **\u0441\u043c\u044b\u0441\u043b\u0430**: \u0434\u0432\u0430\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c\u0438 (`1. \u0413\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439` \u0438 `1. \u0422\u0435\u0440\u043c\u0438\u043d\u044b \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f`)\\n\u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u043e\u0434\u0438\u043d \u0441\u043b\u043e\u0442 `S-GLOSSARY`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432, \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435\\n\u043d\u0438\u0436\u0435, \u2014 \u044d\u0442\u043e \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u0441\u043c\u044b\u0441\u043b\u0443, \u0430 \u043d\u0435 \u043f\u043e \u043e\u0440\u0444\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432.\\n\\n## 2. \u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0434\u0430\u043b\u0430 125 \u00ab\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438\u00bb \u0438 72 % \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432\\n\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u0420\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u043f\u0440\u0438\u0447\u0438\u043d\u0443: \u0432 `outputs/` \u043b\u0435\u0436\u0430\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\\n\u0444\u0430\u0439\u043b\u043e\u0432, \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0442\u0443 \u0436\u0435 \u043b\u0435\u043a\u0441\u0438\u043a\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0447\u0442\u043e \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 `classify_doc_kind()` \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u0438\u0445; \u0432\u0441\u0435 \u0442\u0440\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\\n`artifact-structure.json`, \u043d\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0441\u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0442\u0440\u0435\u0442\u044c\u0435\u043c\u0443.\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u0424\u0430\u0439\u043b\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e |\\n| --- | --- | --- |\\n| `run-journal` | 63 | \u0436\u0443\u0440\u043d\u0430\u043b \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u044d\u043f\u0438\u0437\u043e\u0434\u044b, \u0432\u0435\u0440\u0434\u0438\u043a\u0442, \u0447\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e |\\n| `analysis-note` | 45 | \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 |\\n| `requirement-document` | 17 | **\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0411\u0410** \u2014 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0437\u0430\u043c\u0435\u0440\u0430 |\\n\\n\u041f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u043e 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432; markdown-\u0444\u0430\u0439\u043b\u043e\u0432 \u0441 \u043b\u0435\u043a\u0441\u0438\u043a\u043e\u0439 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u2014 125.\\n\\n=== 2026-09-09-legacy-normative-influence-facts.md\\n## 1. \u0414\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0442\u0438\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442\u0435, \u0430 \u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e\\n\u0448\u0438\u0440\u043e\u043a\u0438\u0435 (RU + EN, \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u043e\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u043c\u0435\u0449\u0435\u043d\u0430 **\u0432 \u0441\u0442\u043e\u0440\u043e\u043d\u0443\\n\u0437\u0430\u0432\u044b\u0448\u0435\u043d\u0438\u044f** \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430.\\n\\n| \u041a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f | \u0427\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 | \u041f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438\u0437 24 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 |\\n| --- | --- | --- | --- |\\n| `MM-1` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u0448\u0430\u0433 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 | **0** | 1 |\\n| `MM-3` \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430: \u0432\u0445\u043e\u0434, \u0430\u043a\u0442\u043e\u0440, \u0433\u0435\u0439\u0442\u044b | **0** | 8 |\\n| `MM-4` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 | **0** | **0** |\\n| `OPS-2` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0432\u044b\u0445\u043e\u0434\u044b | **0** | **0** |\\n| `Contract` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | **0** | **0** |\\n| `T-1` \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c | \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 | **0** | **0** |\\n| `G-self` \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u0434\u043e \u0432\u044b\u0434\u0430\u0447\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 | **0** | 7 |\\n| `G-mach` \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u043e \u0441\u0445\u0435\u043c\u0435 | **0** | 9 |\\n| `G-human` \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 | \u0442\u043e\u0447\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | **0** | 7 |\\n| `SK-4` \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f | **0** | 1 |\\n| `EP-G1` \u044d\u0442\u0430\u043b\u043e\u043d (Golden Set) | \u044d\u0442\u0430\u043b\u043e\u043d \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 | 1 | 15 |\\n| `SK-5` \u0432\u0435\u0440\u0441\u0438\u044f \u0432\u043e frontmatter | \u0432\u0435\u0440\u0441\u0438\u044f \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0432 \u0438\u043c\u0435\u043d\u0438 | 24 | 67 |\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0444\u0430\u043a\u0442.** \u0418\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 **\u0434\u0435\u0441\u044f\u0442\u044c\\n\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432**, \u0447\u0435\u0442\u044b\u0440\u0435 \u2014 \u043d\u0438 \u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445,\\n\u043d\u0438 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445. \u0421\u0440\u0435\u0434\u043d\u0435\u0435 \u0447\u0438\u0441\u043b\u043e \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442 \u2014 **1.04** \u043f\u0440\u0438 \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c\u0435 2,\\n\u0438 \u044d\u0442\u0430 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435\u0433\u0434\u0430 `version:` \u0432\u043e frontmatter, \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u043e\u0435 \u043f\u043e\u043b\u0435, \u0430\\n\u043d\u0435 \u043f\u0440\u043e\u0435\u043a\u0442 \u043d\u043e\u0440\u043c\u044b.\\n\\n## 2. \u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442\\n\\n1. **\u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e, \u0430 \u043f\u043e\\n   \u0441\u043e\u0441\u0442\u0430\u0432\u0443.** \u0412\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u043d\u0435\u0433\u043e `MM-1`\u2026`MM-4`, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u0438 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e: \u044d\u0442\u0438\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u0442\u0430\u043c \u043d\u0435\u0442. \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014\\n   \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430\u00bb \u043d\u0435 \u0441\u0443\u0436\u0430\u0435\u0442 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043e\u043d\u043e \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n   \u0443\u0436\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u0435\u043b.\\n2. **\u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u0430.** \u041f\u0440\u043e\u043c\u043f\u0442\u044b \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u044b \u0438 \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u044b \u043f\u043e \u0444\u043e\u0440\u043c\u0435\\n   (\u0436\u0451\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u0448\u0430\u0433\u0438, \u0440\u043e\u043b\u0438), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0438 \u0441\u0438\u043d\u0442\u0435\u0437\u0435 \u00ab\u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443\u00bb \u043e\u043d\u0438 \u0441\u043a\u043b\u043e\u043d\u043d\u044b\\n   \u0434\u0438\u043a\u0442\u043e\u0432\u0430\u0442\u044c **\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443** \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u043d\u0435 \u043d\u0435\u0441\u044f \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0439\\n   \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438. \u041e\u0442\u0441\u044e\u0434\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e\\n   \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043f\u043e\u043b\u0430\u0433\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u0434\u043e\u0431\u0440\u043e\u0441\u043e\u0432\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0437\u0430 (`LG-4` ADR-014).\\n3. **\u041f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (7\u20139 \u0438\u0437 67) \u2014 \u043d\u0435 \u043a\u043e\u043d\u0442\u0440\u043f\u0440\u0438\u043c\u0435\u0440.** \u042d\u0442\u043e\",\n[2026-09-29T07:47:57.591Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:57.591Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:57.591Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:57.591Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:57.591Z] [INFO]   }\n[2026-09-29T07:47:57.591Z] [INFO] }\n[2026-09-29T07:47:57.652Z] [STDOUT] [log_7307a5] sending request {\n[2026-09-29T07:47:57.658Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:57.665Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:57.667Z] [STDOUT]   options: {\n[2026-09-29T07:47:57.671Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:57.675Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:57.678Z] [STDOUT]     body: {\n[2026-09-29T07:47:57.682Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:57.685Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:57.690Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:57.695Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:57.700Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:57.706Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:57.715Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:57.725Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:57.732Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:57.740Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:57.756Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:57.761Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:57.766Z] [STDOUT]     },\n[2026-09-29T07:47:57.778Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:57.781Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:57.784Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:57.788Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:57.792Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:57.797Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:57.801Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:57.805Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:57.812Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:57.818Z] [STDOUT]     },\n[2026-09-29T07:47:57.822Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:57.825Z] [STDOUT]   },\n[2026-09-29T07:47:57.843Z] [STDOUT]   headers: {\n[2026-09-29T07:47:57.849Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:57.856Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:57.866Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:57.878Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:57.886Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:57.897Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:57.907Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:57.912Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:57.916Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:57.924Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1314\",\n[2026-09-29T07:47:57.934Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:57.939Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:57.943Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:57.955Z] [STDOUT]     \"x-client-request-id\": \"7adf22ca-362d-424b-a768-043cc85b9df7\",\n[2026-09-29T07:47:57.961Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:57.967Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:57.972Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:57.977Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:57.980Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:57.983Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:57.985Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:57.989Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:57.992Z] [STDOUT]   },\n[2026-09-29T07:47:57.996Z] [STDOUT] }\n[2026-09-29T07:47:58.388Z] [INFO] {\n[2026-09-29T07:47:58.388Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"message\": {\n[2026-09-29T07:47:58.388Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:58.388Z] [INFO]     \"content\": [\n[2026-09-29T07:47:58.388Z] [INFO]       {\n[2026-09-29T07:47:58.388Z] [INFO]         \"tool_use_id\": \"toolu_016LtBu3oWELu31VU7QTrm7E\",\n[2026-09-29T07:47:58.388Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:58.388Z] [INFO]         \"content\": \"```\\n\\n### 3. Human gates \u0432 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u0442\u043e\u0447\u043a\u0430\u0445\\n\\n\u0422\u0440\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 human gate \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d\u044b \u043a \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u043c `\u0447\u0435\u043b\u043e\u0432\u0435\u043a`\\n([ba-ontology.md \u00a73](../../standards/ba-ontology.md), \u04213) \u0438 governance-\u043c\u043e\u0434\u0435\u043b\u0438\\n\u00ab\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u0435 = \u0441\u043e\u0433\u043b\u0430\u0441\u0438\u0435\u00bb ([ADR-0003](0003-creative-mode-governance.md)). \u041f\u043e\u043d\u044f\u0442\u0438\u0435\\n\u00abgate\u00bb \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442 gateway/\u0442\u043e\u0447\u043a\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u043e\u0439 \u043d\u043e\u0442\u0430\u0446\u0438\u0438 OMG BPMN 2.0.\\n\\n- **G1 @ \u043a\u043e\u043d\u0435\u0446 \u041f2** \u2014 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0443\u0440\u043e\u0432\u043d\u0435\u0439 BCREQ (\u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e\\n  \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438).\\n- **G2 @ \u043a\u043e\u043d\u0435\u0446 \u041f5** \u2014 `risk_analysis` (\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `\u0447\u0435\u043b\u043e\u0432\u0435\u043a`): high/compliance-\\n  \u0440\u0438\u0441\u043a\u0438 \u0438\u043c\u0435\u044e\u0442 owner-review.\\n- **G3 @ \u043a\u043e\u043d\u0435\u0446 \u041f6** \u2014 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 baselining: \u043f\u0435\u0440\u0435\u0445\u043e\u0434 `validated` \u2192 `approved`\\n  \u2192 `baselined` (\u04216).\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u043e B3: G1/G2/G3 **\u041d\u0415 \u0414\u041e\u041b\u0416\u041d\u042b** \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 LLM; \u043f\u0440\u043e\u0447\u0438\u0435\\n\u0433\u0440\u0430\u043d\u0438\u0446\u044b \u2014 operation gate.\\n\\n### 4. \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 (\u0436\u0451\u0441\u0442\u043a\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435)\\n\\n---\\n   ([https://github.com/G-Ivan-A/hybrid-Intelligence-lab](https://github.com/G-Ivan-A/hybrid-Intelligence-lab))\\n   \u2014 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u043d\u0430\u043d\u0438\u0439, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 governance-\u043f\u0440\u0430\u0432\u0438\u043b.\\n\\n### Fail-Closed Semantics (\u041a\u0420\u0418\u0422\u0418\u0427\u041d\u041e)\\n\\n\u0412 **Structured** \u0440\u0435\u0436\u0438\u043c\u0435, \u0435\u0441\u043b\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u043e \u0432 `AI_GOVERNANCE.md` \u0438\u043b\u0438\\n`AI_QUICK_RULES.md`:\\n\\n- \u041d\u0415 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0439 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435;\\n- \u0441\u043e\u0437\u0434\u0430\u0439 issue \u0441 \u043c\u0435\u0442\u043a\u043e\u0439 `question:capability`;\\n- \u0434\u043e\u0436\u0434\u0438\u0441\u044c human review.\\n\\n\u041a\u043e\u0440\u043e\u0442\u043a\u043e: **Structured = fail-closed**. \u0415\u0441\u043b\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u043e \u2014 \u0430\u0433\u0435\u043d\u0442 \u043d\u0435\\n\u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442, \u0430 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 human review.\\n\\n\u0412 **Creative** \u0440\u0435\u0436\u0438\u043c\u0435, \u0435\u0441\u043b\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u043e, \u043d\u043e \u043d\u0443\u0436\u043d\u043e \u0434\u043b\u044f \u0446\u0435\u043b\u0438 issue:\\n---\\n15:  - \\\"runs/2026/RUN-0060/outputs/L4-combined-gap-report.md\\\"\\n23:# ADR-011: \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438\\n32:## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\\n44:| [RUN-0060](../../runs/2026/RUN-0060/) | 2026-08-27 | `L4-combined-gap-report.md`, `hh-api-source-index.md` | \u0421\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0411\u0410 \u0438 \u0421\u0410 \u0432 \u043e\u0434\u0438\u043d \u043e\u0442\u0447\u0451\u0442: 10 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0424\u0422, 27 \u043e\u0446\u0435\u043d\u0451\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0443\u043d\u043a\u0442\u043e\u0432 \u0422\u0417, 11 Activity-\u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c, 53 \u0441\u043d\u043e\u0441\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, SHA-256 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 |\\n46:### \u041e\u0431\u0449\u0435\u0435 \u0443 \u0432\u0441\u0435\u0445 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\n56:### \u0427\u0435\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u043b\u0438\u0441\u044c\\n59:   `architecture-spike.md` \u0432 RUN-0059 \u0438 `L4` \u0432 RUN-0060. `L3` \u0432 RUN-0056 \u2014 \u043f\u043b\u0430\u043d\\n72:\u041e\u0442\u0447\u0451\u0442 [`RUN-0060/outputs/L4-combined-gap-report.md`](../../runs/2026/RUN-0060/outputs/L4-combined-gap-report.md)\\n82:## \u0420\u0435\u0448\u0435\u043d\u0438\u0435\\n84:### 1. \u0414\u0432\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\\n92:| **L2/L4** | `L4-combined-gap-report.md` | \u0431\u0435\u0437 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f | \u0411\u0410, \u0421\u0410, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432 L1 |\\n100:   | \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 | \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 | \u0420\u0430\u0437\u0434\u0435\u043b L4 |\\n108:\u0417\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e: JSON, \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b, \u0438\u043c\u0435\u043d\u0430 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 API. \u0412\u0441\u0451 \u044d\u0442\u043e \u0443\u0440\u043e\u0432\u0435\u043d\u044c L4.\\n110:**L2/L4 \u2014 \u0433\u043b\u0443\u0431\u043e\u043a\u0438\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440.** \u041e\u0434\u0438\u043d \u0444\u0430\u0439\u043b \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d, \u0440\u0430\u0437\u0434\u0435\u043b\u044b\\n113:### 2. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 L4\\n149:### 3. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0432\u0435\u0434\u0435\u043d\u0438\u044f\\n164:### 4. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0441\u0442\u0438 \u0441\u0441\u044b\u043b\u043e\u043a \u0434\u043b\u044f Human Review\\n223:### 5. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438\\n246:\u0421\u0432\u043e\u0434 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432 \u0432 L1 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0448\u0430\u0433\u0430 5 \u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u0433\u043e\u0442\u043e\u0432\u043e\u0433\u043e L4.\\n270:## \u041f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f\\n295:| \u0420\u043e\u0441\u0442 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u041e\u0442\u0447\u0451\u0442 \u043d\u0435 \u0443\u0441\u043f\u0435\u0432\u0430\u044e\u0442 \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0432 \u0441\u0440\u043e\u043a | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e L1; L4 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u043f\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u043c |\\n298:## \u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u044b (\u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b)\\n312:## \u0421\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b\\n316:- [`runs/2026/RUN-0060/outputs/L4-combined-gap-report.md`](../../runs/2026/RUN-0060/outputs/L4-combined-gap-report.md) \u2014 \u044d\u0442\u0430\u043b\u043e\u043d \u0444\u043e\u0440\u043c\u044b L4\\n\\n1dcca69 2026-08-28\",\n[2026-09-29T07:47:58.388Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:58.388Z] [INFO]       }\n[2026-09-29T07:47:58.388Z] [INFO]     ]\n[2026-09-29T07:47:58.388Z] [INFO]   },\n[2026-09-29T07:47:58.388Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"uuid\": \"e0f4d09f-1302-447a-8230-2ff6a7e1f690\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:58.377Z\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:47:58.388Z] [INFO] }\n[2026-09-29T07:47:58.434Z] [STDOUT] [log_3e044e] sending request {\n[2026-09-29T07:47:58.441Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:58.447Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:58.453Z] [STDOUT]   options: {\n[2026-09-29T07:47:58.457Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:58.468Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:58.480Z] [STDOUT]     body: {\n[2026-09-29T07:47:58.485Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:58.488Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:58.492Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:58.497Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:58.508Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:58.511Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:58.518Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:58.521Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:58.524Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:58.527Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:58.534Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:58.540Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:58.544Z] [STDOUT]     },\n[2026-09-29T07:47:58.548Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:58.565Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:58.569Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:47:58.575Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:47:58.593Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:58.602Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:58.619Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:58.623Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:58.634Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:58.641Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:58.649Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:58.661Z] [STDOUT]     },\n[2026-09-29T07:47:58.670Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:58.695Z] [STDOUT]   },\n[2026-09-29T07:47:58.708Z] [STDOUT]   headers: {\n[2026-09-29T07:47:58.711Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:58.719Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:58.756Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:58.775Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:58.779Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:58.786Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:58.792Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:58.803Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:58.816Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:58.818Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:47:58.838Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:47:58.848Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1520\",\n[2026-09-29T07:47:58.862Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:58.870Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:47:58.886Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:58.900Z] [STDOUT]     \"x-client-request-id\": \"87a81c70-4957-4949-9b5d-5f9d201f9571\",\n[2026-09-29T07:47:58.907Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:58.913Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:58.970Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:58.974Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:58.986Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:58.995Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:59.001Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:59.005Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:59.008Z] [STDOUT]   },\n[2026-09-29T07:47:59.010Z] [STDOUT] }\n[2026-09-29T07:47:59.013Z] [STDOUT] [log_7307a5, request-id: \"req_011CfXMx3NUvwiWcYL9wTqhP\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1114ms\n[2026-09-29T07:47:59.019Z] [STDOUT] [log_7307a5] response start {\n[2026-09-29T07:47:59.027Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:59.035Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:59.041Z] [STDOUT]   headers: {\n[2026-09-29T07:47:59.046Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:59.057Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:59.061Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:59.065Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:59.067Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:59.069Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.074Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:59.078Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:59.082Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:59.085Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:59.094Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:59.099Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:59.102Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:59.106Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.111Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:59.117Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:59.127Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:59.131Z] [STDOUT]     \"cf-ray\": \"a42961fd598fdbb5-FRA\",\n[2026-09-29T07:47:59.135Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:59.138Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:59.140Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:59.145Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:59.149Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:58 GMT\",\n[2026-09-29T07:47:59.155Z] [STDOUT]     \"request-id\": \"req_011CfXMx3NUvwiWcYL9wTqhP\",\n[2026-09-29T07:47:59.160Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:59.166Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:59.173Z] [STDOUT]     traceresponse: \"00-7950aa0c4243f2cfc1a9c334bc0ab34a-0071f23248a1b7bf-01\",\n[2026-09-29T07:47:59.184Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:59.194Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:59.204Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:59.221Z] [STDOUT]   },\n[2026-09-29T07:47:59.229Z] [STDOUT]   durationMs: 1114,\n[2026-09-29T07:47:59.238Z] [STDOUT] }\n[2026-09-29T07:47:59.245Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:59.248Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:58 GMT\",\n[2026-09-29T07:47:59.253Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:59.263Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:59.267Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:59.273Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:59.277Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:59.280Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:59.283Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:59.286Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:59.288Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:59.290Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:59.294Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:59.299Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:59.304Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:59.307Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:59.317Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:59.322Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.327Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:59.330Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:59.339Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:59.351Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:59.356Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.358Z] [STDOUT]   \"request-id\": \"req_011CfXMx3NUvwiWcYL9wTqhP\",\n[2026-09-29T07:47:59.360Z] [STDOUT]   \"traceresponse\": \"00-7950aa0c4243f2cfc1a9c334bc0ab34a-0071f23248a1b7bf-01\",\n[2026-09-29T07:47:59.363Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:59.367Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:59.374Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:59.377Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:59.380Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:59.385Z] [STDOUT]   \"cf-ray\": \"a42961fd598fdbb5-FRA\",\n[2026-09-29T07:47:59.390Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:59.402Z] [STDOUT] [log_7307a5] response parsed {\n[2026-09-29T07:47:59.424Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:59.448Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:59.458Z] [STDOUT]   body: X {\n[2026-09-29T07:47:59.473Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:59.480Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:59.483Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:59.503Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:59.523Z] [STDOUT]     },\n[2026-09-29T07:47:59.529Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:59.531Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:59.537Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:59.541Z] [STDOUT]   },\n[2026-09-29T07:47:59.546Z] [STDOUT]   durationMs: 1115,\n[2026-09-29T07:47:59.552Z] [STDOUT] }\n[2026-09-29T07:47:59.557Z] [INFO] {\n[2026-09-29T07:47:59.557Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:59.557Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:59.557Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:59.557Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:59.557Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:59.557Z] [INFO]   \"uuid\": \"5a123b9b-5132-43b6-bdd9-908036759ed8\"\n[2026-09-29T07:47:59.557Z] [INFO] }\n[2026-09-29T07:47:59.562Z] [STDOUT] [log_3e044e, request-id: \"req_011CfXMx5pooVLcj49khtHEu\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 935ms\n[2026-09-29T07:47:59.566Z] [STDOUT] [log_3e044e] response start {\n[2026-09-29T07:47:59.568Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:59.574Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:59.579Z] [STDOUT]   headers: {\n[2026-09-29T07:47:59.582Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:59.584Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:59.587Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:59.591Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:59.593Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:59.597Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.600Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:59.606Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:59.609Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:59.613Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:59.618Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:59.633Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:59.641Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:59.646Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.650Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:59.656Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:59.662Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:59.670Z] [STDOUT]     \"cf-ray\": \"a4296202483029ad-FRA\",\n[2026-09-29T07:47:59.672Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:59.676Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:59.679Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:59.682Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:59.685Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:59 GMT\",\n[2026-09-29T07:47:59.687Z] [STDOUT]     \"request-id\": \"req_011CfXMx5pooVLcj49khtHEu\",\n[2026-09-29T07:47:59.689Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:59.691Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:59.696Z] [STDOUT]     traceresponse: \"00-7dc4103636991574ccb257f9a177adb6-4176a3a60dd56ad3-01\",\n[2026-09-29T07:47:59.698Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:59.703Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:59.707Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:59.711Z] [STDOUT]   },\n[2026-09-29T07:47:59.723Z] [STDOUT]   durationMs: 935,\n[2026-09-29T07:47:59.731Z] [STDOUT] }\n[2026-09-29T07:47:59.737Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:59.744Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:59 GMT\",\n[2026-09-29T07:47:59.753Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:59.761Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:59.765Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:59.771Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:59.776Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:59.782Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:59.785Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:59.789Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:59.793Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:59.796Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:59.801Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:59.804Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:59.807Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:59.810Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:59.814Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:59.816Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.820Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:59.830Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:59.837Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:59.841Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:59.844Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.850Z] [STDOUT]   \"request-id\": \"req_011CfXMx5pooVLcj49khtHEu\",\n[2026-09-29T07:47:59.852Z] [STDOUT]   \"traceresponse\": \"00-7dc4103636991574ccb257f9a177adb6-4176a3a60dd56ad3-01\",\n[2026-09-29T07:47:59.856Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:59.858Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:59.863Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:59.866Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:59.869Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:59.875Z] [STDOUT]   \"cf-ray\": \"a4296202483029ad-FRA\",\n[2026-09-29T07:47:59.878Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:59.882Z] [STDOUT] [log_3e044e] response parsed {\n[2026-09-29T07:47:59.884Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:59.886Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:59.888Z] [STDOUT]   body: X {\n[2026-09-29T07:47:59.891Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:59.894Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:59.896Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:59.899Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:59.903Z] [STDOUT]     },\n[2026-09-29T07:47:59.908Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:59.916Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:59.919Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:59.922Z] [STDOUT]   },\n[2026-09-29T07:47:59.925Z] [STDOUT]   durationMs: 936,\n[2026-09-29T07:47:59.933Z] [STDOUT] }\n[2026-09-29T07:48:00.669Z] [INFO] {\n[2026-09-29T07:48:00.669Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:48:00.669Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:48:00.669Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:48:00.669Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:48:00.669Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:00.669Z] [INFO]   \"uuid\": \"8a9abb7a-c111-4ec1-b393-c07efbe23b78\"\n[2026-09-29T07:48:00.669Z] [INFO] }\n[2026-09-29T07:48:01.289Z] [INFO] {\n[2026-09-29T07:48:01.289Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:48:01.289Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:48:01.289Z] [INFO]   \"estimated_tokens\": 282,\n[2026-09-29T07:48:01.289Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:48:01.289Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:01.289Z] [INFO]   \"uuid\": \"a5262855-adc2-48ee-a70e-155f5e0394ec\"\n[2026-09-29T07:48:01.289Z] [INFO] }\n[2026-09-29T07:48:01.299Z] [INFO] {\n[2026-09-29T07:48:01.299Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:48:01.299Z] [INFO]   \"message\": {\n[2026-09-29T07:48:01.299Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:48:01.299Z] [INFO]     \"id\": \"msg_011CfXMx3vxa165cYJG64vDV\",\n[2026-09-29T07:48:01.299Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:48:01.299Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:48:01.299Z] [INFO]     \"content\": [\n[2026-09-29T07:48:01.299Z] [INFO]       {\n[2026-09-29T07:48:01.299Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:48:01.299Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:48:01.299Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:48:01.299Z] [INFO]       }\n[2026-09-29T07:48:01.299Z] [INFO]     ],\n[2026-09-29T07:48:01.299Z] [INFO]     \"container\": null,\n[2026-09-29T07:48:01.299Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:48:01.299Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:48:01.299Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:48:01.299Z] [INFO]     \"usage\": {\n[2026-09-29T07:48:01.299Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:48:01.299Z] [INFO]       \"cache_creation_input_tokens\": 3247,\n[2026-09-29T07:48:01.299Z] [INFO]       \"cache_read_input_tokens\": 58806,\n[2026-09-29T07:48:01.299Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:48:01.299Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:48:01.299Z] [INFO]         \"ephemeral_1h_input_tokens\": 3247\n[2026-09-29T07:48:01.299Z] [INFO]       },\n[2026-09-29T07:48:01.299Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:48:01.299Z] [INFO]       \"service_tier\": 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\"message\": {\n[2026-09-29T07:48:04.741Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:48:04.741Z] [INFO]     \"content\": [\n[2026-09-29T07:48:04.741Z] [INFO]       {\n[2026-09-29T07:48:04.741Z] [INFO]         \"tool_use_id\": \"toolu_012ShQb1DvdqXvzU2AuAdd6b\",\n[2026-09-29T07:48:04.741Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:48:04.741Z] [INFO]         \"content\": \"### 5. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438\\n\\n**\u041f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f.** \u0417\u0430\u043f\u0443\u0441\u043a \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f, \u043f\u043e\u043a\u0430 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0432\u0441\u0451:\\n\\n1. \u0422\u0417 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e \u0432 \u0432\u0438\u0434\u0435 \u0444\u0430\u0439\u043b\u0430 \u0441 \u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0443\u043d\u043a\u0442\u0430\u043c\u0438.\\n2. \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d SSOT \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u0435\u0433\u043e \u0441\u0435\u0442\u0435\u0432\u0430\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c \u0438\u0437 \u0441\u0440\u0435\u0434\u044b\\n   \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `logs/source-availability.md`. \u041d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c\\n   \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u2014 \u043d\u0435 \u043f\u043e\u0432\u043e\u0434 \u0434\u043e\u043c\u044b\u0441\u043b\u0438\u0432\u0430\u0442\u044c, \u0430 \u043f\u043e\u0432\u043e\u0434 \u043f\u043e\u043d\u0438\u0437\u0438\u0442\u044c \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430\\n   (\u043e\u0431\u0440\u0430\u0437\u0435\u0446 \u2014 RUN-0056).\\n3. \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d SSOT \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430.\\n4. \u0417\u0430\u0432\u0435\u0434\u0451\u043d \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e `standards/runs-contract-standard.md`.\\n5. \u041d\u0430\u0437\u0432\u0430\u043d \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0434\u0430\u0447\u0438, \u0435\u0441\u043b\u0438 \u043e\u043d \u0435\u0441\u0442\u044c.\\n\\n**\u0428\u0430\u0433\u0438.**\\n\\n| \u0428\u0430\u0433 | \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 | \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 |\\n| --- | --- | --- |\\n| 1 | \u0417\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438: \u0441\u043a\u0430\u0447\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e, \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0443\u044e \u0441\u0443\u043c\u043c\u0443, \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0432 \u0448\u0430\u043f\u043a\u0443 \u043e\u0442\u0447\u0451\u0442\u0430 | \u0428\u0430\u043f\u043a\u0430 \u00ab\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0435\u0433\u043e \u0432\u0435\u0440\u0441\u0438\u044f\u00bb |\\n| 2 | \u0420\u0430\u0437\u043e\u0431\u0440\u0430\u0442\u044c \u0422\u0417 \u043d\u0430 \u043f\u043e\u0434\u043f\u0443\u043d\u043a\u0442\u044b \u0438 \u0432\u044b\u043f\u0438\u0441\u0430\u0442\u044c \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u044b\u0435 \u0446\u0438\u0442\u0430\u0442\u044b | \u0417\u0430\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 N.1 |\\n| 3 | \u0412\u044b\u043d\u0435\u0441\u0442\u0438 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043f\u043e \u043f\u043e\u0434\u043f\u0443\u043d\u043a\u0442\u0430\u043c \u0441\u043e \u0441\u043d\u043e\u0441\u043a\u0430\u043c\u0438 \u043d\u0430 SSOT | \u041f\u043e\u0434\u0440\u0430\u0437\u0434\u0435\u043b\u044b N.1 |\\n| 4 | \u041f\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c: JSON, \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b, \u043c\u0430\u043f\u043f\u0438\u043d\u0433 | \u041f\u043e\u0434\u0440\u0430\u0437\u0434\u0435\u043b\u044b N.2 |\\n| 5 | \u0421\u043e\u0431\u0440\u0430\u0442\u044c \u0442\u0430\u0431\u043b\u0438\u0446\u044b \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0438\u0445 \u0447\u0435\u043a-\u043b\u0438\u0441\u0442\u043e\u043c \u0441\u0441\u044b\u043b\u043e\u043a | \u041f\u043e\u0434\u0440\u0430\u0437\u0434\u0435\u043b\u044b N.3 + \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 |\\n\\n\u0421\u0432\u043e\u0434 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432 \u0432 L1 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0448\u0430\u0433\u0430 5 \u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u0433\u043e\u0442\u043e\u0432\u043e\u0433\u043e L4.\\n\\n**Quality gates.**\\n\\n| \u0413\u0435\u0439\u0442 | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0411\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0432\u044b\u043f\u0443\u0441\u043a |\\n### 1. \u0414\u0432\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\\n\\n\u0418\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b **\u0440\u043e\u0432\u043d\u043e \u0434\u0432\u0443\u0445 \u0443\u0440\u043e\u0432\u043d\u0435\u0439**. \u041f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0435\\n`L3`-\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0438 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0440\u0430\u0431\u043e\u0447\u0438\u043c\u0438 \u043b\u043e\u0433\u0430\u043c\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443 \u043d\u0435 \u0432\u044b\u0434\u0430\u044e\u0442\u0441\u044f.\\n\\n| \u0423\u0440\u043e\u0432\u0435\u043d\u044c | \u0424\u0430\u0439\u043b | \u041e\u0431\u044a\u0451\u043c | \u0410\u0434\u0440\u0435\u0441\u0430\u0442 | \u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- | --- | --- |\\n| **L1** | `L1-business-gap-summary.md` | **1 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430** | \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a, \u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442 | \u041e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u0434\u0435\u043b\u0430\u0435\u043c \u0438\u043b\u0438 \u043d\u0435\u0442 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443\u00bb |\\n| **L2/L4** | `L4-combined-gap-report.md` | \u0431\u0435\u0437 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f | \u0411\u0410, \u0421\u0410, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432 L1 |\\n\\n**L1 \u2014 Business Gap Summary.** \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432:\\n\\nL4-combined-gap-report.md\\nREADME.md\\nhh-api-source-index.md\\nhuman-review-checklist.md\",\n[2026-09-29T07:48:04.741Z] [INFO]         \"is_error\": false\n[2026-09-29T07:48:04.741Z] [INFO]       }\n[2026-09-29T07:48:04.741Z] [INFO]     ]\n[2026-09-29T07:48:04.741Z] [INFO]   },\n[2026-09-29T07:48:04.741Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:48:04.741Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:04.741Z] [INFO]   \"uuid\": \"1d360f1d-a7a0-49ff-b36f-59682ff2dc59\",\n[2026-09-29T07:48:04.741Z] [INFO]   \"timestamp\": \"2026-09-29T07:48:04.736Z\",\n[2026-09-29T07:48:04.741Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:04.741Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:48:04.741Z] [INFO] }\n[2026-09-29T07:48:04.871Z] [STDOUT] [log_917b24] sending request {\n[2026-09-29T07:48:04.882Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:48:04.894Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:48:04.906Z] [STDOUT]   options: {\n[2026-09-29T07:48:04.915Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:48:04.929Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:48:04.940Z] [STDOUT]     body: {\n[2026-09-29T07:48:04.956Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:48:05.008Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:48:05.020Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:48:05.030Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:48:05.036Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:48:05.039Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:48:05.042Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:48:05.046Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:48:05.048Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:48:05.051Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:48:05.053Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:48:05.055Z] [STDOUT]       stream: true,\n[2026-09-29T07:48:05.057Z] [STDOUT]     },\n[2026-09-29T07:48:05.059Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:48:05.061Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:48:05.088Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:48:05.095Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:48:05.098Z] [STDOUT]       aborted: false,\n[2026-09-29T07:48:05.101Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:48:05.107Z] [STDOUT]       onabort: null,\n[2026-09-29T07:48:05.110Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:48:05.113Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:48:05.115Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:48:05.119Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:48:05.123Z] [STDOUT]     },\n[2026-09-29T07:48:05.127Z] [STDOUT]     stream: true,\n[2026-09-29T07:48:05.130Z] [STDOUT]   },\n[2026-09-29T07:48:05.132Z] [STDOUT]   headers: {\n[2026-09-29T07:48:05.139Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:48:05.146Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:48:05.149Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:48:05.152Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:48:05.154Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:48:05.161Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:48:05.164Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:48:05.173Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:48:05.178Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:48:05.182Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:48:05.185Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:48:05.192Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=3386\",\n[2026-09-29T07:48:05.207Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:48:05.227Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:48:05.250Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:05.257Z] [STDOUT]     \"x-client-request-id\": \"3557856b-7951-4b98-ac9b-422ae5efd2bc\",\n[2026-09-29T07:48:05.273Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:48:05.494Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:48:05.529Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:48:05.601Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:48:05.640Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:48:05.673Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:48:05.704Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:48:05.788Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:48:05.846Z] [STDOUT]   },\n[2026-09-29T07:48:05.849Z] [STDOUT] }\n[2026-09-29T07:48:05.852Z] [STDOUT] [log_917b24, request-id: \"req_011CfXMxZg7sVxWFUVZtAjA9\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 832ms\n[2026-09-29T07:48:05.856Z] [STDOUT] [log_917b24] response start {\n[2026-09-29T07:48:05.859Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:48:05.863Z] [STDOUT]   status: 200,\n[2026-09-29T07:48:05.866Z] [STDOUT]   headers: {\n[2026-09-29T07:48:05.869Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:48:05.879Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:48:05.884Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:48:05.890Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:48:05.895Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:48:05.907Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:48:05.917Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:48:05.920Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:48:05.923Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:48:05.932Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:48:05.951Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:48:05.953Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:48:05.959Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:48:05.963Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:48:05.969Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:48:05.977Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:48:05.986Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:48:05.988Z] [STDOUT]     \"cf-ray\": \"a429622addf829ad-FRA\",\n[2026-09-29T07:48:05.998Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:48:06.122Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:48:06.159Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:48:06.183Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:48:06.191Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:48:05 GMT\",\n[2026-09-29T07:48:06.196Z] [STDOUT]     \"request-id\": \"req_011CfXMxZg7sVxWFUVZtAjA9\",\n[2026-09-29T07:48:06.198Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:48:06.201Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:48:06.331Z] [STDOUT]     traceresponse: \"00-40ad11aca6966016592707165a6600fd-d39ec0d6d3abda47-01\",\n[2026-09-29T07:48:06.341Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:48:06.356Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:48:06.364Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:48:06.378Z] [STDOUT]   },\n[2026-09-29T07:48:06.393Z] [STDOUT]   durationMs: 832,\n[2026-09-29T07:48:06.396Z] [STDOUT] }\n[2026-09-29T07:48:06.398Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:48:06.403Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:48:05 GMT\",\n[2026-09-29T07:48:06.408Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:48:06.412Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:48:06.430Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:48:06.435Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:48:06.438Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:48:06.442Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:48:06.448Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:48:06.456Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:48:06.486Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:48:06.494Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:48:06.503Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:48:06.508Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:48:06.512Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:48:06.517Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:48:06.523Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:48:06.532Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:48:06.535Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:48:06.546Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:48:06.575Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:48:06.582Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:48:06.590Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:48:06.596Z] [STDOUT]   \"request-id\": \"req_011CfXMxZg7sVxWFUVZtAjA9\",\n[2026-09-29T07:48:06.605Z] [STDOUT]   \"traceresponse\": \"00-40ad11aca6966016592707165a6600fd-d39ec0d6d3abda47-01\",\n[2026-09-29T07:48:06.611Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:48:06.625Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:48:06.658Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:48:06.662Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:48:06.680Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:48:06.685Z] [STDOUT]   \"cf-ray\": \"a429622addf829ad-FRA\",\n[2026-09-29T07:48:06.740Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:48:06.834Z] [STDOUT] [log_917b24] response parsed {\n[2026-09-29T07:48:06.856Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:48:06.859Z] [STDOUT]   status: 200,\n[2026-09-29T07:48:06.863Z] [STDOUT]   body: X {\n[2026-09-29T07:48:06.872Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:48:06.875Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:48:06.878Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:48:06.880Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:48:06.882Z] [STDOUT]     },\n[2026-09-29T07:48:06.885Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:48:06.889Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:48:06.893Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:48:06.896Z] [STDOUT]   },\n[2026-09-29T07:48:06.899Z] [STDOUT]   durationMs: 867,\n[2026-09-29T07:48:06.904Z] [STDOUT] }\n[2026-09-29T07:48:07.264Z] [INFO] {\n[2026-09-29T07:48:07.264Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"message\": {\n[2026-09-29T07:48:07.264Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:48:07.264Z] [INFO]     \"id\": \"msg_011CfXMxaAPhVLVXwouJe2M2\",\n[2026-09-29T07:48:07.264Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:48:07.264Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:48:07.264Z] [INFO]     \"content\": [\n[2026-09-29T07:48:07.264Z] [INFO]       {\n[2026-09-29T07:48:07.264Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:48:07.264Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:48:07.264Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:48:07.264Z] [INFO]     ],\n[2026-09-29T07:48:07.264Z] [INFO]     \"container\": null,\n[2026-09-29T07:48:07.264Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:48:07.264Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:48:07.264Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:48:07.264Z] [INFO]     \"usage\": {\n[2026-09-29T07:48:07.264Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:48:07.264Z] [INFO]       \"cache_creation_input_tokens\": 1174,\n[2026-09-29T07:48:07.264Z] [INFO]       \"cache_read_input_tokens\": 20685,\n[2026-09-29T07:48:07.264Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:48:07.264Z] [INFO]         \"ephemeral_5m_input_tokens\": 1174,\n[2026-09-29T07:48:07.264Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:48:07.264Z] [INFO]       },\n[2026-09-29T07:48:07.264Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:48:07.264Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:48:07.264Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:48:07.264Z] [INFO]     },\n[2026-09-29T07:48:07.264Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:48:07.264Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:48:07.264Z] [INFO]     \"context_management\": null\n[2026-09-29T07:48:07.264Z] [INFO]   },\n[2026-09-29T07:48:07.264Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"uuid\": \"4c6f4641-e1d3-4a5a-b45e-a4cd99035f1e\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"timestamp\": \"2026-09-29T07:48:07.259Z\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"request_id\": \"req_011CfXMxZg7sVxWFUVZtAjA9\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:48:07.264Z] [INFO] }\n[2026-09-29T07:48:07.537Z] [STDOUT] [log_a72700] sending request {\n[2026-09-29T07:48:07.543Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:48:07.548Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:48:07.553Z] [STDOUT]   options: {\n[2026-09-29T07:48:07.556Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:48:07.561Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:48:07.563Z] [STDOUT]     body: {\n[2026-09-29T07:48:07.567Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:48:07.573Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:48:07.577Z] [STDOUT]       tools: [],\n[2026-09-29T07:48:07.581Z] [STDOUT]     },\n[2026-09-29T07:48:07.583Z] [STDOUT]   },\n[2026-09-29T07:48:07.586Z] [STDOUT]   headers: {\n[2026-09-29T07:48:07.588Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:48:07.591Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:48:07.595Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:48:07.601Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:48:07.610Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:48:07.613Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:48:07.615Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:48:07.618Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:48:07.623Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:48:07.626Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:07.629Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:48:07.639Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:48:07.655Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:48:07.658Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:48:07.664Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:48:07.671Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:48:07.678Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:48:07.682Z] [STDOUT]   },\n[2026-09-29T07:48:07.687Z] [STDOUT] }\n[2026-09-29T07:48:07.766Z] [STDOUT] [log_a72700, request-id: \"req_011CfXMxkgAU7yoeNZsfHiE1\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 231ms\n[2026-09-29T07:48:07.771Z] [STDOUT] [log_a72700] response start {\n[2026-09-29T07:48:07.775Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:48:07.789Z] [STDOUT]   status: 200,\n[2026-09-29T07:48:07.807Z] [STDOUT]   headers: {\n[2026-09-29T07:48:07.813Z] [STDOUT]     \"anthropic-organization-id\": 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[STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:48:07.901Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:48:07.907Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:48:07.911Z] [STDOUT]   },\n[2026-09-29T07:48:07.915Z] [STDOUT]   durationMs: 231,\n[2026-09-29T07:48:07.920Z] [STDOUT] }\n[2026-09-29T07:48:07.945Z] [STDOUT] [log_a72700] response parsed {\n[2026-09-29T07:48:07.949Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:48:07.955Z] [STDOUT]   status: 200,\n[2026-09-29T07:48:07.958Z] [STDOUT]   body: {\n[2026-09-29T07:48:07.963Z] [STDOUT]     input_tokens: 15355,\n[2026-09-29T07:48:07.966Z] [STDOUT]     _request_id: \"req_011CfXMxkgAU7yoeNZsfHiE1\",\n[2026-09-29T07:48:07.969Z] [STDOUT]   },\n[2026-09-29T07:48:07.974Z] [STDOUT]   durationMs: 231,\n[2026-09-29T07:48:07.977Z] [STDOUT] }\n[2026-09-29T07:48:07.993Z] [INFO] {\n[2026-09-29T07:48:07.993Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:48:07.993Z] [INFO]   \"message\": {\n[2026-09-29T07:48:07.993Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:48:07.993Z] [INFO]     \"content\": [\n[2026-09-29T07:48:07.993Z] [INFO]       {\n[2026-09-29T07:48:07.993Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:48:07.993Z] [INFO]         \"text\": \"This session is being continued from a previous conversation that ran out of context. The summary below covers the earlier portion of the conversation.\\n\\nSummary:\\n1. Primary Request and Intent\\n\\nThe user asked for a read-only research task on the repo at /tmp/gh-issue-solver-1790667776920 (G-Ivan-A/hybrid-Intelligence-lab).\\n\\nConstraints, as the user gave them: \\\"do NOT modify repository files; write notes only to /tmp/research-notes/ba-requirements.md, mkdir -p first\\\".\\n\\nThe goal is to extract verified, presentation-worthy facts from research/ba-requirements for an executive presentation to the Head of AI development at Mango. The presentation covers the BA meta-model (Product \u2192 Process \u2192 Operation \u2192 Artifact) and its runtime environments. The user asked for five things:\\n1. Empirical snapshots of Mango runs, with numbers and paths.\\n2. The hypothesis that cognitive operations are poorly suited to direct AI generation, and the proposed solution: strict prompts plus machine-readable contracts plus fail-closed validation. Find where this is argued or evidenced.\\n3. Two or three lines of key conclusions for each of these subdirs: normalization, methodology-unification, orchestration, solution-modeling, artifact-micro-structure, artifact-rendering, feedback-and-evolution.\\n4. GigaCode environment facts, skill granularity/format facts, and process taxonomy defects.\\n5. What is new on branch issue-639 compared with main.\\n\\nOther requirements:\\n- Cite every fact with its repo path. Do not invent numbers.\\n- URL format for main: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/\\n- URL format for branch-only files: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/\\n- Write the full report to the notes file, then return a concise summary of up to about 1500 words.\\n- No emojis. Use absolute paths.\\n\\n2. Key Technical Concepts\\n\\n- Pipeline modules: M0 normalization, M1 solution-modeling (C-CORE), M2 artifact-rendering (C-OUT), M3 feedback (C-CL), M4 orchestration (C-RK route sheet, axes A1\u2013A6).\\n- Gate types:\\n  - G-self: self-check. It catches form defects, not confidently invented facts (rule T-1).\\n  - G-mach: deterministic machine check, only for decidable properties (criterion \u041a).\\n  - G-human: for irreversible decisions (rule T-2).\\n- Governance L0/L1/L2 delta inheritance versus the execution level, where SKILL.md is the compiled/resolved artifact. The agent never computes deltas at runtime.\\n- Meta-model: 9 entities, later 11 (System and Actor added in v0.2). Skills are subprocesses; routes are directed graphs.\\n- Operation taxonomy: 31 operations in 5 cognitive classes (extract/transform/generate/check/assess). Each operation is \\\"\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435\\\" (atomic but semantically complete cognitive action) with a 6-field contract. Atomicity rules are OA-1\u2026OA-6.\\n- Slots S-*, formats F-*, projections V-BIZ/V-APPROVE/V-DEV, a mandatory synthetic Golden Set.\\n- ADR-013 (run modes deprecation), ADR-014 (legacy is evidence, not baseline), ADR-015 (taxonomy rebuild), ADR-016 (skill form/contract format), ADR-018 (GigaCode CLI execution boundary), ADR-019 (Cline + Mango AI pilot).\\n\\n3. Files and Code Sections\\n\\nAll files below are on main and identical on the branch. Main URL prefix: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/\\n\\n**research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md** (mango_ba_prompts commit 524a8eb)\\n- 56 runs, 2026-04-10\u20262026-08-25; run_type statistics 47 / execution 9.\\n- Status: draft 29, works-with-edits 19, partial-success 5, success 1, needs-rework 1, experimental 1.\\n- Prefixes: task- 32, fr- 9, bcreq- 4, prompt- 3.\\n- Metrics (n / sum / median / range):\\n  - episodes 41 / 1080 / 15 / 1\u202683\\n  - iterations 37 / 1052 / 19\\n  - turns 34 / 2084 / 44 / 2\u2026166\\n  - success_rate 18 / median 0.60 / 0.25\u20260.92\\n  - hallucinations 11 / 41 / 3 / 2\u20268\\n  - hallucinations_shipped 11 / 12 / 1 / 0\u20263\\n  - ba_edits 10 / 53 / 6 / 0\u202611\\n  - quality 11 / 31 / 3\\n  - tokens_dialog_total 32 / 61,360,738 / 720,806 / 3,387\u20269,225,333\\n  - duration_wall_clock_s 11 / 1,331,029 / 45,675 / 2,762\u2026522,867\\n- 9 runs had shipped hallucinations: RUN-0016, 0018, 0021, 0022, 0024\u20130028.\\n- Keyword counts out of 56 runs: \u043f\u043e\u043a\u0440\u044b\u0442 41, \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438 23, \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d 20, \u0434\u043e\u043c\u044b\u0441\u043b 11, \u043a\u0430\u0441\u0442\u043e\u043c 10, \u0442\u0430\u0440\u0438\u0444 7, \u043f\u0440\u0430\u0432 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 5, \u0443\u0436\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d 3, discoverab 0, deprecat/\u0432\u044b\u0432\u043e\u0434 \u0438\u0437 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 0.\\n- Limitations:\\n  - Hallucinations are recorded under 3 different keys (hallucinations 11, _found 3, _prevented 3).\\n  - success_rate is not comparable across runs.\\n  - Metric fill rate ranges from 10 to 41 of 56 runs.\\n\\n**research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md** (commit ef88a9a)\\n- 57 runs; statistics 47 / execution 10; draft 29, wwe 19, partial 6, success 1, needs-rework 1, experimental 1.\\n- inputs/, logs/ and feedback/ exist in 100% of runs, so the contract is kept in form only.\\n- M1: core-process markers in 15/57 runs; modeling markers in 2/57 (RUN-0002, RUN-0003). No C-CORE exists in practice.\\n- M2: 57/57 runs produce at least 1 document; 23/57 (40.4%) produce more than 1. Distribution 1\u219234, 2\u219211, 3\u219211, 5\u21921 (RUN-0057). L0\u2013L4 audience fan-out in 2 runs (RUN-0056, RUN-0057).\\n- M3: metrics.eval 40 (70.2%), verdict 15 (26.3%), success_rate 16 (28.1%), measured declared 5 (8.8%; true 3, false 2), related_runs 21 (36.8%), hallucinations_shipped>0 in 9 (15.8%).\\n- M4: 71 distinct metrics keys, and no key is universal. episodes appears in 41 runs (71.9%). 24 keys appear in exactly one run. token_method is filled in 41 runs with 24 distinct values. Prompt modes: stepwise 10, oneshot 9, legacy 5, others 3.\\n- No run delivered a contract TZ (per #541).\\n\\n**research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md**\\n- 57 runs; 32 produced at least 1 document (the denominator); 0 produced a TZ; 4 consumed someone else's TZ as input (RUN-0055, RUN-0057).\\n- 4 runs fanned out into multiple documents, 2 of them with L0\u2013L4.\\n- Linear decomposition reaches its terminal contract in 0/32 runs (0%); layered decomposition in 32/32 (100%). The owner's criterion was 80%.\\n\\n**research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md** (commit 8cbf82a)\\n- 67 runs viewed; 125 markdown files split into run-journal 63, analysis-note 45, requirement-document 17.\\n- The 17 documents have 17 distinct skeletons, with no match even as slot sets.\\n- BCREQ-1074 (RUN-0063/0064/0067): 3 documents, 3 skeletons, mean Jaccard 0.69, minimum 0.571. Other groups: 0.286, 0.2, 0.167, 0.333.\\n- Slots: S-OTHER 33 (27 captions), S-SCENARIO 14 sections under 14 captions, S-FR 14/10, S-PROBLEM 10/8, S-LIMITS 9/7, S-SOLUTION 8/6, S-OPEN 7/5, S-GLOSSARY 6/4, S-TRACE 5/3, S-AC 1, S-UI 1.\\n- Formats: F-NARRATIVE 7, F-CLASSIC 6, F-MIXED 3, F-SHORT 1. No run declares its expected format.\\n- There are no clean product samples, which is why the Golden Set has to be synthetic.\\n\\n**research/ba-requirements/2026-09-08-meta-model-inputs-facts.md** (commit 8cbf82a)\\n- 24 active prompts: stepwise 10, oneshot 9, legacy 5. 13 capabilities, duplication 1.85, 9/13 have more than one variant.\\n- 13 variant pairs: mean Jaccard 0.077, 0 identical sets or orders, maximum 0.4 (fr-validation), size ratio 1.22\u20133.30. 8 of 13 pairs have Jaccard 0.0.\\n- 50/67 runs reference no prompt. Stepwise is referenced by 14, oneshot 3, legacy 3. 11/24 prompts are never referenced.\\n- Operations: 6/13 covered by prompts. The 7 without a prompt: governance, impact_analysis, quality, release_readiness, research, reverse_requirements, risk_analysis.\\n- Processes: 1/9 used (fr-generation); 65 process labels fall outside the dictionary.\\n- Product domain declared in 5/67 runs; 66/67 runs map to more than one domain lexically.\\n\\n**research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md**\\n- 12 meta-model constructs checked against 24 prompts and 67 runs.\\n- 10 appear in none of the 24 prompts; 4 appear in neither prompts nor runs (MM-4, OPS-2, Contract, T-1 closed dictionary).\\n- Average 1.04 constructs per prompt, maximum 2, and the one present is usually version:.\\n- Gates mentioned in runs: G-self 7, G-mach 9, G-human 7, SK-4 1, EP-G1 in 1 prompt and 15 runs.\\n- Conclusion: the corpus cannot serve as the basis for new contracts. This feeds ADR-014 and LG-4.\\n\\n**research/ba-requirements/2026-09-08-kb-slot-fit-facts.md**\\n- 5 KB docs, 860 sections. 457 (53.1%) matched a specific rule, 403 (46.9%) fell to the default S-SCOPE, and 0 needed a slot outside the dictionary (dictionary has 14 slots).\\n- Profile ordinal predictions: 5/5 confirmed (3/3 pairs each).\\n- Two absolute predictions failed: S-INTEGRATION for P-API reached 19.2% against a \u226530% threshold; S-UI for speech-analytics was 3.9% against \u226510%.\\n\\n**research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md**\\n- 368 artifacts: hub 251 (68%), mango 64 (17%), clarify 53 (14%).\\n- By class: Research 173 (163 in hub), Standard 53, RFC 39, ADR 37.\\n- Status: draft 242 (65.8%), no frontmatter 53, canonical+accepted 48/368 = 13%.\\n- Graph: 3361 edges, 200 cross-repo, 19 isolated nodes. mango\u2192hub 81, hub\u2192mango 31, clarify\u2192hub 0.\\n- 8 transferable mechanisms found in clarify.\\n\\n**research/ba-requirements/2026-09-10-gigacode-environment-facts.md**\\n- 11/11 pages returned HTTP 200; 24/24 control statements found. GC-1\u2026GC-28:\\n  - SKILL.md in .agents/skills//, only name and description required, unique name, staged loading.\\n  - Agents in .opencode/agent/*.md with mode primary/subagent/all, permission, steps.\\n  - Shell access for build/test/lint. Profile forbids reading secrets, editing .git, curl, wget, git merge, git reset --hard. MCP is available.\\n  - \\\"\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430\\\" (a check must be shown, not claimed in words); \\\"\u043a\u0430\u0436\u0434\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0444\u0430\u0439\u043b\u043e\u043c \u0438 \u0441\u0442\u0440\u043e\u043a\u043e\u0439\\\" (every claim backed by file and line).\\n  - Automatic context compression; AGENTS.md is read on every run.\\n  - GC-19: works where the result is machine-checkable. GC-20: the agent will invent whatever it doesn't know.\\n  - GigaCode developer opens PRs; MCP has 42 tools including issue_read, add_issue_comment, get_job_logs.\\n  - GC-25\u201328 skill bounds: a short rule belongs in AGENTS.md; anything needing separate permissions and isolated context is an agent.\\n- Owner's claim: 1,000,000-token hard limit (not documented, rule SK-6, check tracked as B-162).\\n- The earlier assumption \\\"SKILL.md derived by analogy\\\" is refuted.\\n- The human-gate mechanism remains undocumented.\\n\\n**research/ba-requirements/2026-09-10-skill-granularity-format-facts.md**\\n- F1: the environment does not bound skill level (confirmed).\\n- F2 and F3: lower and upper bounds.\\n- F4: return of control to the actor occurs in stepwise 10/10, oneshot 0/9, legacy 0/5. This is a perfect split.\\n- F5: oneshot does not mean atomic; 9/9 oneshot prompts contain an internal algorithm (refuted).\\n- F6: 0/33 L3 skills consist of a single operation; skills have 2\u20137 operations each.\\n- F7: 21/31 operations are used by 3 or more skills. Top reuse: check-schema 11, link-elements 8, map-to-slot 7, check-completeness 6, classify-item 6, classify-severity 6, extract-statements 6.\\n\\n**research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md** (spoke 8cbf82a, hub 15aa76f)\\n- D1: \\\"\u0424\u0422/\u0422\u0417\\\" (FR/TZ) merged in 29 places, while the ontology has 2 types (A18 feature-spec-kk, A19 tz-contract per GOST 34.602-2020).\\n- D2: \\\"draft\\\" used as a process boundary in 4 places (and it is also a lifecycle state).\\n- D3: 7/13 operations (0.538) have more than one output class; documentation has 6.\\n- D4: 8/13 operation definitions enumerate heterogeneous results.\\n- D5: 6 subprocesses (\u041f1\u2013\u041f6, gates G1\u2013G3) versus 0 in the hub.\\n- D6: System, User and Subprocess entities missing; 5 prompts require an actor.\\n- D7: 66/67 runs fall outside the process dictionary.\\n- D8: 1 branching marker (a negation) versus 2 immutability claims.\\n- Discrepancy to flag: README.md describes D3 as \\\"7 of 13 operations without a single prompt\\\" and D4 as \\\"8 of 13 require branching\\\". The facts file instead says D3 = more than one output class and D4 = enumerating definitions.\\n\\n**research/ba-requirements/README.md** (v0.5)\\n- Module map. ba-meta-model, process-taxonomy and operation-taxonomy were moved to projects/ba-ai-process/ (B-155, #573).\\n- Process taxonomy levels: L0 BABOK 6 \u2192 L1 6 families \u2192 L2 10 processes P-01\u2026P-10 \u2192 L3 33 skills.\\n- 31 operations, 5 classes.\\n\\n**Subdir BLUFs (00-introduction.md of each)**\\n- normalization:\\n  - Term \\\"Initiating Artifact\\\" with IA-1\u2026IA-7.\\n  - The main loss is coverage assessment (\u043f\u043e\u043a\u0440\u044b\u0442 41/56 vs discoverab 0), so it should be a separate operation with a gate.\\n  - The human gate is unreliable (9/56 runs shipped hallucinations), so machine-checkable grounding is required.\\n  - Recommendation: hybrid H-H. Also a universal taxonomy vs a Mango taxonomy plus a correlation matrix, and statistics as a separate process.\\n  - 13 cognitive operations left unchanged in this iteration.\\n- methodology-unification:\\n  - No unified BA methodology; 13% of knowledge is normative. Inheritance runs upward.\\n  - Two levels: governance L0 industry \u2192 L1 IT-telecom \u2192 L2 Mango deltas (D1\u2013D5) vs an execution-level resolved SKILL.md (I-1\u2026I-7).\\n  - The agent never computes deltas at runtime (resolution is a build step with a human gate).\\n  - Of 67 runs only 2 are unconditional success. Baseline: 2/32 runs with a verdict (6%) accepted without edits. Verdicts: draft 35, wwe 19, partial 8, success 2.\\n  - Roadmap B-121\u2026B-135.\\n- orchestration:\\n  - Route fixed before generation on axes A1\u2013A6 at gate HG-0, producing route sheet C-RK, which is a commitment.\\n  - Compatibility rules C1\u2013C6 and flow rules F1\u2013F6 are checked by machine.\\n  - Interruption is normal. HG-8 is the stop gate.\\n  - Routing already exists implicitly (stepwise 10 / oneshot 9 / legacy 5).\\n  - Build verdict: YAML artifact, engine redundant (30-decision-framework.md L193).\\n- solution-modeling:\\n  - The core is an object (C-CORE), not a stage. Practice has none (2/57 modeling runs, 40% multi-document from dialogue context).\\n  - Readability across actors takes priority; 12 model classes MO-1\u2026MO-12.\\n  - HG-4 owner set by A6. Build-vs-buy: StrictDoc, Doorstop, Sphinx-Needs, ReqIF.\\n  - Mango covers 6/12 model classes and 4/9 invariants.\\n- artifact-micro-structure:\\n  - 17/17 skeletons differ; arity is stable but semantics are not; captions and meanings must be separated.\\n  - UI and AC are dissolved into FR. Documents are built by projection, not concatenation.\\n  - One artifact with 3 projections. Golden Set is mandatory, synthetic, and part of G-mach.\\n  - A skill is an atomic compiled, self-contained artifact.\\n- artifact-rendering:\\n  - M2 is assembly, not writing: no new meaning may be born at render. Non-drift K5.\\n  - 23/57 runs produce multiple documents; 9 shipped fiction.\\n  - 3 render modes (deterministic RM-1, generative, hybrid RM-3) that differ by what can be proven.\\n  - H2.2: deterministic render may be impossible for a TZ.\\n  - HG-5 / HG-5.1.\\n- feedback-and-evolution:\\n  - Without M3 the pipeline cannot learn. Documents delivered in 100% of runs, measurement reliability declared in 8.8%.\\n  - 71 keys, 24 singletons, token_method with 24 values.\\n  - First task: closure-record schema C-CL. Distinguish execution, decision and process quality.\\n  - Feedback delays range from minutes to months.\\n\\n**Hypothesis 2 evidence (item 2)**\\n- research/ba-requirements/methodology-unification/10-theory.md \u00a71 and \u00a75:\\n  - Failure A: delta resolution by the model is non-deterministic (\\\"\u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c\\\", two runs give two different sets of norms).\\n  - Gate theory. T-1: \\\"G-self \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442\u044c \u0434\u0435\u0444\u0435\u043a\u0442, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0437\u0430\u0431\u043b\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438\u2026 \u0444\u0430\u043a\u0442\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u0438\u043c\u0435\u0442\u044c G-mach\\\" (G-self cannot catch a defect caused by the model's own delusion; factual properties must have G-mach).\\n- methodology-unification/40-practice-and-cases.md:\\n  - Case C-1: RUN-0018 (qwen3.7-plus, fr-validation-stepwise, 8 self-check steps) recorded hallucinations 8, shipped 1, ba_edits 6, success_rate 0.63. The run's own conclusion: \\\"\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\\\" (the prompt mechanics were followed, factual accuracy was not ensured).\\n  - Case C-2: RUN-0063\u21920064\u21920067 (BCREQ-1074). 5 requirements described existing functionality. 8 errors: contract violation 3, missing contract 2, prompt ambiguity 2, technical limitation 1. The rework applied 9 audit findings, removed 5 requirements, reduced the delta to 8 fields, and moved 9 statements to questions. RUN-0063 was marked invalid. Remedy: a delta-baseline skill with a G-mach fail-closed gate (\\\"\u043f\u0443\u0441\u0442\u043e\u0439 SSOT \u2014 \u043e\u0442\u043a\u0430\u0437, \u0430 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\\\", an empty SSOT is a refusal, not a warning). The defect was found two runs late.\\n  - Case C-3: RUN-0008/0009 norm checks were done by the model and stayed draft (gap G-13).\\n  - The BCREQ decomposition table assigns gates per skill. B-131 is the pilot delta-baseline with G-mach fail-closed (50-open-research.md).\\n- Also relevant:\\n  - GC-19/GC-20 in the GigaCode facts.\\n  - Normalization BLUF item 3.\\n  - Artifact-rendering: \\\"no new meaning born at render\\\".\\n  - Legacy: prompts are persuasive in form but carry 0 checkable constructs.\\n  - Meta-model variant Jaccard 0.077.\\n- The exact phrasing \\\"cognitive operations poorly suited to direct generation\\\" was not found verbatim. Evidence is scattered, and this should be stated honestly in the report.\\n\\n**Issue-639 findings (item 5)**\\n- The branch tip 836faaf is an ancestor of main (merged via PR #643, d718616). research/ba-requirements is identical, so there are no new files in that directory.\\n- #639 commits added these files (now on main; branch URLs are also valid):\\n  - projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md (508 lines, v0.1)\\n  - projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md (hypotheses \u0413-01\u2026\u0413-25, v0.2 pointer)\\n  - projects/ba-ai-process/experiments/issue_639_gap_probes.sh / .log\\n  - projects/ba-ai-process/experiments/issue_639_runner_probes.py / .log (probes P10\u2013P12)\\n  - ops/backlog.md sprint 25 items B-203..B-210 and sprint 26 items B-211..B-218\\n- Runtime-options key content:\\n  - Verdict: the main gap is in the meta-model. The orchestrator role has no executor among the 11 entities (\u0413-26 refuted).\\n  - \u0413-28: 17 YAML predicates in routes/rg-bcreq-v1.yaml are not read; branches are re-coded in Python for 8 nodes (P11).\\n  - \u0413-29: \\\"lorem ipsum\\\" was accepted as output of n1\u2013n3 because the gate checks the package, not the step (P10).\\n  - \u0413-30: deterministic_share = 1.0 even with junk output, so the ADR-018 \\\"<95% after 10 tasks\\\" trigger never fires.\\n  - \u0413-31: halt is terminal, so there is no resume.\\n  - \u0413-32: one mistyped transition to n9 blocks the task permanently (P12).\\n  - \u0413-33: EP-R7 allows 1 corrective attempt, but the package uses 0.\\n  - \u0413-35: append-only digest-chain journal confirmed.\\n  - \u0413-37\u201339: clients, MCP (\\\"model-controlled\\\") and hooks cannot guarantee step order.\\n  - \u0413-41: client instability (Roo Code archived, Kilo orchestrator deprecated, Gemini CLI paid-only from 2026-06-18, Cline v4 renamed tools).\\n  - \u0413-42: GigaCode CLI provenance and hooks unverified.\\n  - Environments table: env 1 GigaCode CLI (BA drives the route manually), env 2 Cline + Mango AI via OpenAI-compatible API (the model drives the route), env 3 Qwen Chat, env 4 server.\\n  - Options matrix \u0412-0\u2026\u0412-10 against criteria \u041a1\u2013\u041a8:\\n    - Recommendation 1 = \u0412-1: runner as leader on the BA workstation.\\n    - Recommendation 2 = \u0412-3: server runner with FastAPI + FSM + Postgres, optionally LangGraph (MIT library) as \u0412-4.\\n    - n8n only as a shell (\u0412-7), not the core (\u0412-6). Reasons: CVE-2026-21858 (CVSS 10.0), graph redrawn in n8n, AI Agent node non-deterministic, Business tier \u20ac667/month.\\n    - Rejected: Dify/Flowise, Windmill/Kestra/Prefect, Camunda/Operaton, Temporal (overkill).\\n    - \u0413-54: the deferred external-engine option needs a revisit trigger (multi-user, waits longer than a session, shared journal, i.e. env 4).\\n\\n4. Errors and fixes\\n\\n- The first `git diff --stat main origin/issue-639... -- research/ba-requirements` returned empty. Investigation showed the branch is already merged into main (merge-base equals the branch tip, 0 commits ahead), so this is not an error, just a finding.\\n- One large output was persisted to a file and read via the Read tool.\\n\\n5. Problem Solving\\n\\n- Established that the branch diff is empty for research/ba-requirements, and located the #639 deliverables in projects/ba-ai-process instead.\\n- Could not find the exact wording of the cognitive-operations hypothesis. Assembled a chain of evidence from several files instead.\\n- Found the README vs facts-file wording discrepancy for D3/D4.\\n\\n6. All user messages\\n\\n- A single task message, as summarized in section 1. It includes the verbatim constraints \\\"Research task (read-only; do NOT modify repository files; write notes only to /tmp/research-notes/ba-requirements.md, mkdir -p first)\\\", the requirements \\\"Cite every fact with the repo path. Do not invent numbers.\\\", and the URL formats for main and branch-only files.\\n- The final instruction to produce a text-only summary with no tools applies only to this summary turn.\\n\\n7. Pending Tasks\\n\\n- Write the full report to /tmp/research-notes/ba-requirements.md (the directory already exists). This is the only allowed write location.\\n- Return a concise summary to the caller (up to about 1500 words) covering items 1\u20135, with absolute URLs and paths.\\n- Optionally skim the remaining runtime-options sections (\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1/2\\\", \\\"\u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\\", \\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430\\\" around lines 310\u2013486) and the cline-gap doc for extra facts.\\n\\n8. Current Work\\n\\nI had just read lines 126\u2013310 of projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md (Layers 1\u20133, the options matrix, hypotheses \u0413-26\u2026\u0413-54, and the target Mermaid schema). All core facts for items 1\u20135 have been gathered.\\n\\n9. Optional Next Step\\n\\nWrite /tmp/research-notes/ba-requirements.md with the complete cited report (sections 1\u20135 as above, using main URLs, and noting that #639 is already merged so branch URLs are equivalent). Then return the concise summary, following the user's instruction to \\\"Write the full report to the notes file and return a concise summary (up to ~1500 words).\\\"\\n\\nIf you need specific details from before compaction (like exact code snippets, error messages, or content you generated), read the full transcript at: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de.jsonl\\nContinue the conversation from where it left off without asking the user any further questions. Resume directly \u2014 do not acknowledge the summary, do not recap what was happening, do not preface with \\\"I'll continue\\\" or similar. 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\"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:48:09.013Z] [STDOUT]     traceresponse: \"00-03ab6d40276d53e2a48daa7107c92898-04a317613dfb5a92-01\",\n[2026-09-29T07:48:09.077Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:48:09.090Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:48:09.104Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:48:09.114Z] [STDOUT]   },\n[2026-09-29T07:48:09.137Z] [STDOUT]   durationMs: 813,\n[2026-09-29T07:48:09.156Z] [STDOUT] }\n[2026-09-29T07:48:09.167Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:48:09.179Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:48:08 GMT\",\n[2026-09-29T07:48:09.209Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:48:09.213Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:48:09.237Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:48:09.336Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:48:09.350Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:48:09.358Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:48:09.364Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:48:09.370Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:48:09.375Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:48:09.379Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:48:09.383Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:48:09.391Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:48:09.393Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:48:09.396Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:48:09.400Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:48:09.403Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:48:09.406Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:48:09.408Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:48:09.410Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:48:09.418Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:48:09.432Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:48:09.439Z] [STDOUT]   \"request-id\": \"req_011CfXMxnJ98thjJPG9kSVy4\",\n[2026-09-29T07:48:09.443Z] [STDOUT]   \"traceresponse\": \"00-03ab6d40276d53e2a48daa7107c92898-04a317613dfb5a92-01\",\n[2026-09-29T07:48:09.450Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:48:09.460Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:48:09.468Z] [STDOUT]   \"anthropic-thinking-prefix-mismatch\": \"kind=not_recorded; pattern=not_applicable; block=messages.2.content.0; removed=0; inserted=0; modified=0\",\n[2026-09-29T07:48:09.484Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:48:09.489Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:48:09.495Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:48:09.499Z] [STDOUT]   \"cf-ray\": \"a429623d696701ff-CDG\",\n[2026-09-29T07:48:09.505Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:48:09.508Z] [STDOUT] [log_c78a1f] response parsed {\n[2026-09-29T07:48:09.516Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:48:09.527Z] [STDOUT]   status: 200,\n[2026-09-29T07:48:09.533Z] [STDOUT]   body: X {\n[2026-09-29T07:48:09.536Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:48:09.538Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:48:09.540Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:48:09.543Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:48:09.546Z] [STDOUT]     },\n[2026-09-29T07:48:09.550Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:48:09.553Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:48:09.556Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:48:09.563Z] [STDOUT]   },\n[2026-09-29T07:48:09.569Z] [STDOUT]   durationMs: 817,\n[2026-09-29T07:48:09.575Z] [STDOUT] }\n[2026-09-29T07:48:09.991Z] [INFO] {\n[2026-09-29T07:48:09.991Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:48:09.991Z] [INFO]   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[INFO]       }\n[2026-09-29T07:48:09.991Z] [INFO]     ],\n[2026-09-29T07:48:09.991Z] [INFO]     \"container\": null,\n[2026-09-29T07:48:09.991Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:48:09.991Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:48:09.991Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:48:09.991Z] [INFO]     \"usage\": {\n[2026-09-29T07:48:09.991Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:48:09.991Z] [INFO]       \"cache_creation_input_tokens\": 15992,\n[2026-09-29T07:48:09.991Z] [INFO]       \"cache_read_input_tokens\": 5547,\n[2026-09-29T07:48:09.991Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:48:09.991Z] [INFO]         \"ephemeral_5m_input_tokens\": 15992,\n[2026-09-29T07:48:09.991Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:48:09.991Z] [INFO]       },\n[2026-09-29T07:48:09.991Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:48:09.991Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:48:09.991Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:48:09.991Z] [INFO]     },\n[2026-09-29T07:48:09.991Z] [INFO]     \"input_transformations\": [\n[2026-09-29T07:48:09.991Z] [INFO]       {\n[2026-09-29T07:48:09.991Z] [INFO]         \"type\": \"thinking_dropped\",\n[2026-09-29T07:48:09.991Z] [INFO]         \"path\": \"messages.2.content.0\",\n[2026-09-29T07:48:09.991Z] [INFO]         \"reason\": \"prefix_binding_mismatch\"\n[2026-09-29T07:48:09.991Z] [INFO]       }\n[2026-09-29T07:48:09.991Z] [INFO]     ],\n[2026-09-29T07:48:09.991Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:48:09.991Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:48:09.991Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:48:09.991Z] [INFO]         \"cache_missed_input_tokens\": 14294\n[2026-09-29T07:48:09.991Z] [INFO]       }\n[2026-09-29T07:48:09.991Z] [INFO]     },\n[2026-09-29T07:48:09.991Z] [INFO]     \"context_management\": null\n[2026-09-29T07:48:09.991Z] [INFO]   },\n[2026-09-29T07:48:09.991Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"uuid\": \"3a89a7cf-fafc-4dc3-a5a7-146e31f06506\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"timestamp\": \"2026-09-29T07:48:09.975Z\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"request_id\": \"req_011CfXMxnJ98thjJPG9kSVy4\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:48:09.991Z] [INFO] }\n[2026-09-29T07:48:10.971Z] [INFO] {\n[2026-09-29T07:48:10.971Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:48:10.971Z] [INFO]   \"message\": {\n[2026-09-29T07:48:10.971Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:48:10.971Z] [INFO]     \"id\": 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{\n[2026-09-29T07:48:10.971Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:48:10.971Z] [INFO]         }\n[2026-09-29T07:48:10.971Z] [INFO]       }\n[2026-09-29T07:48:10.971Z] [INFO]     ],\n[2026-09-29T07:48:10.971Z] [INFO]     \"container\": null,\n[2026-09-29T07:48:10.971Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:48:10.971Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:48:10.971Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:48:10.971Z] [INFO]     \"usage\": {\n[2026-09-29T07:48:10.971Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:48:10.971Z] [INFO]       \"cache_creation_input_tokens\": 15992,\n[2026-09-29T07:48:10.971Z] [INFO]       \"cache_read_input_tokens\": 5547,\n[2026-09-29T07:48:10.971Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:48:10.971Z] [INFO]         \"ephemeral_5m_input_tokens\": 15992,\n[2026-09-29T07:48:10.971Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:48:10.971Z] [INFO]       },\n[2026-09-29T07:48:10.971Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:48:10.971Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:48:10.971Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:48:10.971Z] [INFO]     },\n[2026-09-29T07:48:10.971Z] [INFO]     \"input_transformations\": [\n[2026-09-29T07:48:10.971Z] [INFO]       {\n[2026-09-29T07:48:10.971Z] [INFO]         \"type\": \"thinking_dropped\",\n[2026-09-29T07:48:10.971Z] [INFO]         \"path\": \"messages.2.content.0\",\n[2026-09-29T07:48:10.971Z] [INFO]         \"reason\": \"prefix_binding_mismatch\"\n[2026-09-29T07:48:10.971Z] [INFO]       }\n[2026-09-29T07:48:10.971Z] [INFO]     ],\n[2026-09-29T07:48:10.971Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:48:10.971Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:48:10.971Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:48:10.971Z] [INFO]         \"cache_missed_input_tokens\": 14294\n[2026-09-29T07:48:10.971Z] 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Other branches: gh-pages, revert-340-issue-339-c354031e9147.\\nURL format: https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/\\n\\n## 0. Git statistics\\n- 583 commits = 174 merge + 409 non-merge.\\n- By month (all / non-merge): 2026-06 267/193; 2026-07 9/7; 2026-08 269/179; 2026-09 38/30.\\n- Authors: konard 442 (AI issue solver, hive-mind: issue -> PR), Ivan Gulienko 140, other 1.\\n- First commit 53506bc 2026-06-02 \\\"Add files via upload\\\" (README.md only). Last 317a0a1 2026-09-28.\\n\\n## 1. Top-level structure (file counts)\\n- ai-governance/ (4) - constitution, security checklist (ai-governance/ai-governance.md).\\n- ai-rules/ (6) - ai-quick-rules.md (fail-closed), handover prompt, onboarding protocol v1.5, adversarial stress testing.\\n- docs/ (86) - adr/ (ADR 001-010, 0001-0004, 2026-08-adr-011-integration-task-artifacts.md), analysis/, audit/, report/, rfc/, ba-processes/, taxonomy.md, ba-ecosystem.md.\\n- experiments/ (101) - per-issue run fixation / statistics / verification scripts.\\n- kb/ (41) - README, USAGE, STRUCTURE_REVIEW, practices/source-backed-analysis.md, sources/*/meta.json; processed content moved to sister repo G-Ivan-A/mango-ba-ai-runtime (issue #361, pinned commit ed42b3cd0eed2774c9b080232ca00484d9a4f7cd; scripts/kb/runtime_snapshot.py).\\n- patterns/ (15) - 7 patterns: asr-ingestion, fr-generation, fr-validation, glossary-context-generation, meeting-summary-generation, usecase-generation, user-story-generation.\\n- pr-ops/ (8) - BACKLOG.md, artifact-map, migration manifest/registries, prompt-feedback.json, session digests, sync matrix.\\n- prompts/ (34) - 26 top-level prompt files (modes oneshot / stepwise / legacy) + archive/.\\n- runs/ (697 files) - 69 run directories.\\n- scripts/ (60) - validators (validate_issue_*.py, validate_all.py), generators, chat-export converters, kb/.\\n- site/ (26) - SPA (Catalog, Dashboard, Roadmap, Processes, Patterns) + password-protected report run-0060.\\n- standards/ (20) - prompt, pattern, runs-contract, evals-contract, kb, bcreq-process, prompt-debugging-process, experiment-log, cascading-context-loading, ontology, ...\\n- tools/ (5) - Hub validators (frontmatter, file naming, structure).\\n- .github/ (ISSUE_TEMPLATE incl. run Issue Forms, workflows/validate.yml CI), .archive/.\\n- Root: README.md (v2.4), CHANGELOG.md (~216 KB), CONTRIBUTING.md, Makefile (validate / validate-full), LICENSE (MIT), .hub-profile.json.\\n- Origin: spoke of Hub monorepo G-Ivan-A/hybrid-Intelligence-lab; taxonomy 13 cognitive operations x 9 BA processes (docs/taxonomy.md, commit 00d2072, issue #52).\\n\\n## 2. Runs\\nCounting method: `ls -d runs/2026/RUN-*` -> 69 directories RUN-0001..RUN-0069, contiguous, all with metadata.yaml (parsed with PyYAML).\\n- run_type: statistics 48, execution 21 (field introduced by issue #293, commit db54905).\\n- status: draft 37, works-with-edits 19, partial-success 8, success 2 (RUN-0006, RUN-0060), experimental 1, needs-rework 1 (RUN-0020), invalid 1 (RUN-0063, superseded by RUN-0064 -> RUN-0067).\\n- Metadata date range: 2026-04-10 (RUN-0027) .. 2026-09-28 (RUN-0068, RUN-0069). Git history starts 2026-06-02 -> earlier runs were fixed retroactively from chat exports.\\n- RUN-0001..0012 migrated in Phase 0 (issue #123). RUN-0030..0054 = 25 chat exports fixed by experiments/issue_309_fixate_runs.py (commit 946e605, 2026-08-22).\\n- Record structure (standards/runs-contract-standard.md): runs/YYYY/RUN-XXXX/{metadata.yaml, inputs/, outputs/, feedback/, logs/}; metrics block per issue #271 (commit 5d70a60). Field presence: metrics 56/69, feedback 56, logs 59, inputs 59, related_runs 32.\\n- Models: Qwen web chat family dominant (qwen3.5/3.6/3.7-plus, qwen3-max variants, qwen3-235b-a22b, qwen3-coder-plus, qwen3-vl-30b-a3b, qwen3.8-max-preview); claude-opus-5 x7, claude-opus-5-5 x2, claude-opus-4-8 x1 (RUN-0012), gpt-5.6-sol x4 (RUN-0062..0065); not-recorded x10. RUN-0055: qwen3.7-plus + claude-opus-5 verification.\\n- Authors: \\\"BA/AI\\\" (early) -> \\\"BA-IH + LLM\\\" -> \\\"AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410\\\" / \\\"AI issue solver (Claude Code)\\\" (RUN-0067) / \\\"OpenAI Codex\\\" (RUN-0064).\\n\\nTask categories (runs/README.md registry):\\n- prompt experiments, audits, self-tests (RUN-0001..0005);\\n- FR generation / validation / drafting for BCREQ tickets and Mango integrations (amoCRM, Bitrix24, 1C, OkDesk, BPMSoft, IVR, speech analytics, mTalker, e-mail, HH.ru);\\n- clarifying questions, meeting-transcript analysis;\\n- tender TZ feasibility assessment (Utair.Chat, STT/TTS/NLU, task-1099 telephony, BCREQ-1114);\\n- gap analysis / architecture spikes HH.ru <-> Mango CC (RUN-0056..0060);\\n- link-review statistics (RUN-0061); FR rework chain RUN-0063 -> 0064 -> 0067.\\n\\nAggregated metrics (sum over runs where field present; heterogeneous self-reported metrics, not a benchmark):\\n- hallucinations: 11 runs (RUN-0015,16,18,21,22,24-29): 41 total, 12 reached final artifacts.\\n- quality (1-5 scale): 10 runs, all = 3 except RUN-0028 = 2. RUN-0014: quality 2, defects 5, factual_distortions 1, target artifact \\\"not-produced\\\", success_rate 0.25.\\n- success_rate: 19 runs, mean ~0.67, range 0.25-1.0 (RUN-0019 0.29, RUN-0022 0.92, RUN-0058/59/60 1.0).\\n- RUN-0013 (top-level metadata): success_rate \\\"0.62 (75 \u0438\u0437 121 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0411\u0410 \u0431\u0435\u0437 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438/\u043a\u0440\u0438\u0442\u0438\u043a\u0438 ...)\\\", tokens_input 79,405,522, tokens_output 543,180, 242 turns, 44 calendar days.\\n- ba_edits: 10 runs, 53 total. episodes: 42 runs, 1095 total.\\n- tokens_dialog_total: [REDACTED] runs ~62.1M; tokens_input: [REDACTED] runs ~60.4M; tokens_output: [REDACTED] runs ~1.96M; duration_active_s: 41 runs ~103.5 h.\\n- Other formats: RUN-0017 2,536,400 tokens / 3.04 h; RUN-0020 15.65M tokens, max context 523,249, 92.78 h wall-clock.\\n- DATA-QUALITY FLAG: RUN-0025 tokens_output/thinking (15262/6614) equal RUN-0015; RUN-0025 tokens_input 1322626 = RUN-0015 tokens_context_refeed_sum -> possible copy error.\\n- Feasibility outputs: RUN-0056 7/10 FR fully assessed, 7 critical gaps; RUN-0057 101 requirements, 64/101 = 0.63 covered, coverage_none 37, 16 vendor questions, 7 pilot spikes; RUN-0066 386 assessed: 338 yes / 34 partial / 14 no, 702 atomic citations; RUN-0068 22 reqs: 3 yes / 7 partial / 11 no / 1 empty, 20 atomic citations, template_v4_matches_over_90 = 0; RUN-0069 59 reqs: 20/15/14/10, template_v4_max_similarity 0.638.\\n\\n## 3. Evolution timeline (non-merge commits)\\nPhase 1 - Bootstrap / Hub->spoke (2026-06-02..06-05): d159ab2 audit + migration RFC; 0c10eda bootstrap; ee90e7b normalize prompts; 8deffc8 migration manifest.\\nPhase 2 - From one PDF to a standard (06-10..06-11): 3a265e6 original \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).pdf\\\" attached (#54); d8a4759 split into 23 standardized prompts (18 new, 5 legacy, 6 archived) (#56); 00d2072 taxonomy 13 ops x 9 processes (#52); 430fe9b prompt/pattern standards; 748ff6d ADR-001.\\nPhase 3 - Methodology layer (06-13..06-16): 9eef477 GitHub Pages; 23115c6 MVP pattern library; ADR-003..010 incl. 37dc51c ADR-007 \\\"KB standard before RAG\\\" and 1885f7d ADR-009 (6 subprocesses, human gates G1-G3); 0363a44 experiment-1027 analysis (first real BA session); 2abf5e6 rollback of prompt edits to v0.1 + prompt-debugging contract (#101) - TURNING POINT: no prompt change without experiment -> RFC -> approval.\\nPhase 4 - Evidence infrastructure (06-17..06-20): 7fb2b3b BCREQ-1025 experiment + RFC; a3784c4 KB ingestion pipeline (#111); 482b316 CI regression validator; LFS PDFs; b4269ad runs/ with execution contract; c4163a1 cascading context loading.\\nLull (07-03..07-14): KB after LFS cleanup; dd20da9 RUN-0012.\\nPhase 5 - Measurement (08-17..08-22): vision correction (#263, admits no evals/golden-set); Hub re-sync (#265); e5e84d0 onboarding v1.5 + Hub validators (#267); mass fixation RUN-0013..0029 (08-21); 5d70a60 metrics contract (#271); db54905 run types (#293); 091c768 canonical root (#291); 946e605 25 chat exports -> RUN-0030..0054; ae187ca KB 4 PDFs + anti-hallucination cross-check (#310).\\nPhase 6 - Structured integration/feasibility (08-23..08-28): RUN-0055..0061; 37bb44a Issue Forms for runs (#323); 1dcca69 ADR-011 L1/L4 integration artifacts + task-taxonomy RFC (#335); 7369989 password-protected web report.\\nPhase 7 - Fail-closed citations + RCA (08-31..09-03): c4902e0 revert of a flawed L0 run; RUN-0062..0067; a661e1b citation pagination verification; 00295d5 RCA (RUN-0065 vs 0066); 3c53cbe RUN-0067 rework.\\nPhase 8 - KB externalized to runtime (09-26): cce374d, f64672c, c6471da (issue #361). 09-28: 46a7ebe RUN-0068, dba7b47 RUN-0069 (source transcription with SHA-256 + char-level validator).\\n\\n## 4. Lessons / failure modes (quotes)\\n- A/B RCA docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md (issue #353), 65 rows, gpt-5.6-sol (RUN-0065) vs claude-opus-5 (RUN-0066): verdict accuracy 31/65 = 47.7% vs 100%; page accuracy 17/45 = 37.8% vs 64/64; hallucinated pages (delta > 2) 28/65 = 43.1% vs 0%; decomposition quality 0% vs 100%. Root cause: page numbers from a hand-made EVIDENCE dictionary replicated by lexical rules; validator checked link shape, not frontmatter.\\n- docs/report/2026-09-01-kb-assessment-error-analysis.md (issue #349): RUN-0062 narrowed SSOT to 3 modules -> \\\"missing data\\\" turned into \\\"missing capability\\\"; RUN-0065 keyword heuristic; both validators \\\"\u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443\\\". New rules: full KB index first -> web only on trusted Mango domains -> \\\"\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\\\" only with escalation log; atomic decomposition; technical critic.\\n- runs/2026/RUN-0064/reports/error-analysis.md (issue #345), 8 errors: contract violation 3, missing contract 2, prompt ambiguity 2, technical limitation 1. Examples: existing functionality issued as new FR; hypothesis promoted to fact; ignored screenshot with \\\"\u0421\u043a\u0430\u0447\u0430\u0442\u044c: CSV\\\"; scope creep to access rights; flip-flop on detail rows; stopped at questions without final FR. Root cause: no gate between current state and required delta. Fix: matrix \\\"SSOT -> \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 -> \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 -> FR -> \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0440\u0438\u0435\u043c\u043a\u0438\\\", fail-closed on empty source, screenshot/KB gate, decision log, two independent CBAP/eTOM passes.\\n- kb/practices/source-backed-analysis.md anti-example: \\\"\u0413\u041e\u0421\u0422 34.602-2015 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\\" (hallucinated standard).\\n- docs/analysis/experiment-1027-analysis.md (issue #101): hypothesis H1 \\\"\u0418\u0418 \u0432\u043e\u0441\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0437\u0430\u0434\u0430\u0447\u0438\\\" - partially confirmed.\\n- RUN-0014: target artifact not produced, 5 defects, 1 factual distortion.\\n- Many runs explicitly marked \\\"\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f golden case\\\" (CHANGELOG); scripts/validate_issue_272_run_0019.py checks this wording.\\n- Honest gap: \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\" (README.md, ai-governance/ai-governance.md:90, pr-ops/BACKLOG.md:324, issue #263). standards/evals-contract-standard.md defines the form; no golden-set exists.\\n- DoD principle (governance): \\\"\u041a\u0430\u0436\u0434\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0411\u0410 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u2014 \u0447\u0435\u043a-\u043b\u0438\u0441\u0442, evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u0438\u043b\u0438 human-in-the-loop gate. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0439.\\\"\\n\\n## 5. Target-pipeline artifacts (mapping)\\n- Normalization of input: RUN-0068 experiments/issue_363/source_transcription.json (row text + SHA-256 per screenshot), generate_run.py copies cols 1-2 verbatim, scripts/validate_issue_363_run.py compares char-by-char (negative test \\\"\u0441\u043e\u0442\u043e\u0432\u044b\u0439\\\"->\\\"\u0441\u043e\u0442\u043e\u0432\u043e\u0439\\\" -> FAIL). ADR-011 step 1: download spec, checksum in report header; step 2: split TZ into numbered sub-items with verbatim quotes. patterns/asr-ingestion, meeting-summary-generation for transcripts.\\n- Reconciliation with documentation (KB): kb/ + runtime repo; citation format `[\u0414\u041e\u041a, \u00a7X \u00ab\u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a\u00bb, \u0441.Y](url)` pinned to runtime commit; experiments/issue_363/verify_quotes.py (0 mismatches); scripts/kb/verify_extraction.py pdfplumber vs PyMuPDF; #310 cross-check 9531 critical tokens, 0 unconfirmed + negative test experiments/kb-verify-detects-hallucination.py.\\n- Generation from templates with source links: prompts/ (26) + patterns/ (7) + standards/prompt-standard (frontmatter status/version/updated/temperature 0.1); \\\"\u0448\u0430\u0431\u043b\u043e\u043d \u0422\u0417 v4\\\" similarity check in RUN-0068/0069. NOTE: \\\"golden templates\\\" in the sense of an eval golden-set do NOT exist yet; reference artefacts are designated by ADR (RUN-0060 L4 = \\\"\u044d\u0442\u0430\u043b\u043e\u043d \u0444\u043e\u0440\u043c\u044b L4\\\"; RUN-0066 = reference in RCA).\\n- Human gate: ADR-009 G1 (end of P2, structure of BCREQ levels), G2 (end of P5, risk_analysis owner-review), G3 (end of P6, approval/baselining); rule B3 \\\"G1/G2/G3 \u041d\u0415 \u0414\u041e\u041b\u0416\u041d\u042b \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 LLM\\\". ai-rules/ai-quick-rules.md \\\"Structured = fail-closed ... \u0430\u0433\u0435\u043d\u0442 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442, \u0430 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 human review\\\". RUN-0060 outputs/human-review-checklist.md; ADR-011 \u00a74 link readability for Human Review.\\n- Translation into development format: ADR-011 two levels: L1 (1 page, customer/management, \\\"\u0434\u0435\u043b\u0430\u0435\u043c \u0438\u043b\u0438 \u043d\u0435\u0442 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443\\\"; JSON/diagrams/API names forbidden) and L2/L4 (BA, SA, development: JSON, diagrams, mapping; sources table). RUN-0060 L4: 10 FR sections, 27 TZ sub-items, 11 Activity diagrams, 53 source footnotes, SHA-256 of spec. patterns/user-story-generation, usecase-generation. No explicit Jira/task-tracker export found.\\n- Validators/CI: scripts/validate_all.py, validate_issue_*.py, tools/validate-*.sh, .github/workflows/validate.yml, Makefile validate-full.\\n\\n## 6. Runtime environments\\n- GigaCode and Cline: 0 mentions in this repo (not determined from this repo; the separate working repo backlog B-219..B-222 mentions a GigaCode guide - out of scope here).\\n- Qwen web chat: RUN-0014 logs/metrics.md \\\"qwen3.7-plus (Qwen3.7-Plus, \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441)\\\"; RUN-0018 feedback \\\"\u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0447\u0430\u0442 (Qwen, `auto_search: true`) \u0431\u0435\u0437 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\\"; chat-export JSON with usage and web_search/web_extractor tool results.\\n- AI issue solver (konard / hive-mind) on GitHub issues -> PRs: Claude Code (RUN-0067), OpenAI Codex (RUN-0064; redacted trace docs/report/evidence/2026-09-01-run-0065-acb6c7bc-redacted.txt), models claude-opus-5 / 5-5, gpt-5.6-sol.\\n- Local Python scripts + Makefile + GitHub Actions CI; GitHub Pages SPA (site/).\\nEOF\\nwc -w /tmp/research-notes/mango_ba_prompts.md\",\n[2026-09-29T07:48:57.641Z] [INFO]           \"description\": \"Write full research report\"\n[2026-09-29T07:48:57.641Z] [INFO]         },\n[2026-09-29T07:48:57.641Z] [INFO]         \"caller\": {\n[2026-09-29T07:48:57.641Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:48:57.641Z] [INFO]         }\n[2026-09-29T07:48:57.641Z] [INFO]       }\n[2026-09-29T07:48:57.641Z] [INFO]     ],\n[2026-09-29T07:48:57.641Z] [INFO]     \"container\": null,\n[2026-09-29T07:48:57.641Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:48:57.641Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:48:57.641Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:48:57.641Z] [INFO]     \"usage\": {\n[2026-09-29T07:48:57.641Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:48:57.641Z] [INFO]       \"cache_creation_input_tokens\": 1174,\n[2026-09-29T07:48:57.641Z] [INFO]       \"cache_read_input_tokens\": 20685,\n[2026-09-29T07:48:57.641Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:48:57.641Z] [INFO]         \"ephemeral_5m_input_tokens\": 1174,\n[2026-09-29T07:48:57.641Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:48:57.641Z] [INFO]       },\n[2026-09-29T07:48:57.641Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:48:57.641Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:48:57.641Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:48:57.641Z] [INFO]     },\n[2026-09-29T07:48:57.641Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:48:57.641Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:48:57.641Z] [INFO]     \"context_management\": null\n[2026-09-29T07:48:57.641Z] [INFO]   },\n[2026-09-29T07:48:57.641Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"uuid\": \"b6e86f93-5ff0-47e9-905b-fac0722667de\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"timestamp\": \"2026-09-29T07:48:57.608Z\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"request_id\": \"req_011CfXMxZg7sVxWFUVZtAjA9\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:48:57.641Z] [INFO] }\n[2026-09-29T07:48:57.679Z] [INFO] {\n[2026-09-29T07:48:57.679Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"description\": \"Running Write full research report\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"usage\": {\n[2026-09-29T07:48:57.679Z] [INFO]     \"total_tokens\": 26205,\n[2026-09-29T07:48:57.679Z] [INFO]     \"tool_uses\": 33,\n[2026-09-29T07:48:57.679Z] [INFO]     \"duration_ms\": 275320\n[2026-09-29T07:48:57.679Z] [INFO]   },\n[2026-09-29T07:48:57.679Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"uuid\": \"df9f2151-599b-4641-af58-637e19035be9\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:48:57.679Z] [INFO] }\n[2026-09-29T07:48:59.330Z] [INFO] {\n[2026-09-29T07:48:59.330Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"message\": {\n[2026-09-29T07:48:59.330Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:48:59.330Z] [INFO]     \"content\": [\n[2026-09-29T07:48:59.330Z] [INFO]       {\n[2026-09-29T07:48:59.330Z] [INFO]         \"tool_use_id\": \"toolu_019Ur3RZ2XnMTh4hsBiAm5pw\",\n[2026-09-29T07:48:59.330Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:48:59.330Z] [INFO]         \"content\": \"1688 /tmp/research-notes/mango_ba_prompts.md\",\n[2026-09-29T07:48:59.330Z] [INFO]         \"is_error\": false\n[2026-09-29T07:48:59.330Z] [INFO]       }\n[2026-09-29T07:48:59.330Z] [INFO]     ]\n[2026-09-29T07:48:59.330Z] [INFO]   },\n[2026-09-29T07:48:59.330Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"uuid\": \"3d499958-39d7-4a14-a509-1c8f0a648a26\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"timestamp\": \"2026-09-29T07:48:59.326Z\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:48:59.330Z] [INFO] }\n[2026-09-29T07:48:59.429Z] [STDOUT] [log_4e37b0] sending request {\n[2026-09-29T07:48:59.439Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:48:59.444Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:48:59.447Z] [STDOUT]   options: {\n[2026-09-29T07:48:59.451Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:48:59.466Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:48:59.474Z] [STDOUT]     body: {\n[2026-09-29T07:48:59.477Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:48:59.480Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:48:59.485Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:48:59.488Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:48:59.492Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:48:59.495Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:48:59.498Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:48:59.500Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:48:59.503Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:48:59.505Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:48:59.508Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:48:59.511Z] [STDOUT]       stream: true,\n[2026-09-29T07:48:59.513Z] [STDOUT]     },\n[2026-09-29T07:48:59.515Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:48:59.521Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:48:59.524Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:48:59.527Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:48:59.530Z] [STDOUT]       aborted: false,\n[2026-09-29T07:48:59.537Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:48:59.546Z] [STDOUT]       onabort: null,\n[2026-09-29T07:48:59.550Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:48:59.553Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:48:59.559Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:48:59.562Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:48:59.566Z] [STDOUT]     },\n[2026-09-29T07:48:59.569Z] [STDOUT]     stream: true,\n[2026-09-29T07:48:59.573Z] [STDOUT]   },\n[2026-09-29T07:48:59.575Z] [STDOUT]   headers: {\n[2026-09-29T07:48:59.577Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:48:59.580Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:48:59.584Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:48:59.587Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:48:59.590Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:48:59.593Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:48:59.596Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:48:59.598Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:48:59.600Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:48:59.602Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:48:59.606Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:48:59.609Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1659\",\n[2026-09-29T07:48:59.611Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:48:59.613Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:48:59.615Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:59.618Z] [STDOUT]     \"x-client-request-id\": \"7b035b74-e49d-48fa-8849-6f8efb5a2ce3\",\n[2026-09-29T07:48:59.621Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:48:59.623Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:48:59.626Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:48:59.628Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:48:59.631Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:48:59.637Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:48:59.641Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:48:59.644Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:48:59.648Z] [STDOUT]   },\n[2026-09-29T07:48:59.651Z] [STDOUT] }\n[2026-09-29T07:49:00.478Z] [STDOUT] [log_4e37b0, request-id: \"req_011CfXN2aZpWyfv3aX5Lqazv\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1056ms\n[2026-09-29T07:49:00.515Z] [STDOUT] [log_4e37b0] response start {\n[2026-09-29T07:49:00.518Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:00.520Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:00.525Z] [STDOUT]   headers: {\n[2026-09-29T07:49:00.538Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:00.549Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:00.584Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:00.604Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:00.620Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:00.639Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:00.659Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:00.680Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:00.688Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:00.693Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:00.715Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:00.848Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:00.852Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:00.856Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:00.859Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:00.863Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:00.865Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:00.868Z] [STDOUT]     \"cf-ray\": \"a429637f7f4429ad-FRA\",\n[2026-09-29T07:49:00.871Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:49:00.873Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:00.876Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:00.880Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:00.883Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:49:00 GMT\",\n[2026-09-29T07:49:00.887Z] [STDOUT]     \"request-id\": \"req_011CfXN2aZpWyfv3aX5Lqazv\",\n[2026-09-29T07:49:00.889Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:49:00.892Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:00.895Z] [STDOUT]     traceresponse: \"00-3d36f6904a9e27b17a4a49571f8bb691-bf9bd5fe7656ac32-01\",\n[2026-09-29T07:49:00.898Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:00.902Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:49:00.906Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:00.910Z] [STDOUT]   },\n[2026-09-29T07:49:00.913Z] [STDOUT]   durationMs: 1056,\n[2026-09-29T07:49:00.915Z] [STDOUT] }\n[2026-09-29T07:49:00.918Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:49:00.920Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:49:00 GMT\",\n[2026-09-29T07:49:00.922Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:00.924Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:00.926Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:49:00.928Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:00.931Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:00.933Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:00.935Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:49:00.942Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:00.945Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:00.946Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:00.949Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:00.952Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:00.956Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:00.958Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:00.960Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:00.961Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:00.963Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:00.965Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:00.966Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:00.969Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:00.970Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:00.972Z] [STDOUT]   \"request-id\": \"req_011CfXN2aZpWyfv3aX5Lqazv\",\n[2026-09-29T07:49:00.975Z] [STDOUT]   \"traceresponse\": \"00-3d36f6904a9e27b17a4a49571f8bb691-bf9bd5fe7656ac32-01\",\n[2026-09-29T07:49:00.976Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:00.978Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:00.980Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:49:00.981Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:00.983Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:00.985Z] [STDOUT]   \"cf-ray\": \"a429637f7f4429ad-FRA\",\n[2026-09-29T07:49:00.986Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:49:00.988Z] [STDOUT] [log_4e37b0] response parsed {\n[2026-09-29T07:49:00.989Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:00.991Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:00.992Z] [STDOUT]   body: X {\n[2026-09-29T07:49:00.994Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:49:00.996Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:49:00.998Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:49:01.003Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:49:01.005Z] [STDOUT]     },\n[2026-09-29T07:49:01.006Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:49:01.009Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:49:01.011Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:49:01.016Z] [STDOUT]   },\n[2026-09-29T07:49:01.018Z] [STDOUT]   durationMs: 1078,\n[2026-09-29T07:49:01.019Z] [STDOUT] }\n[2026-09-29T07:49:08.906Z] [INFO] {\n[2026-09-29T07:49:08.906Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"message\": {\n[2026-09-29T07:49:08.906Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:08.906Z] [INFO]     \"id\": \"msg_011CfXN2bzdbKt5w2oCHh5Mk\",\n[2026-09-29T07:49:08.906Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:08.906Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:08.906Z] [INFO]     \"content\": [\n[2026-09-29T07:49:08.906Z] [INFO]       {\n[2026-09-29T07:49:08.906Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:49:08.906Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:49:08.906Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:49:08.906Z] [INFO]       }\n[2026-09-29T07:49:08.906Z] [INFO]     ],\n[2026-09-29T07:49:08.906Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:08.906Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:08.906Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:08.906Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:08.906Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:08.906Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:08.906Z] [INFO]       \"cache_creation_input_tokens\": 7044,\n[2026-09-29T07:49:08.906Z] [INFO]       \"cache_read_input_tokens\": 21859,\n[2026-09-29T07:49:08.906Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:08.906Z] [INFO]         \"ephemeral_5m_input_tokens\": 7044,\n[2026-09-29T07:49:08.906Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:49:08.906Z] [INFO]       },\n[2026-09-29T07:49:08.906Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:49:08.906Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:08.906Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:08.906Z] [INFO]     },\n[2026-09-29T07:49:08.906Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:08.906Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:08.906Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:08.906Z] [INFO]   },\n[2026-09-29T07:49:08.906Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"uuid\": \"dca7d048-416f-42f2-974f-6efa92bb5d57\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:08.890Z\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"request_id\": \"req_011CfXN2aZpWyfv3aX5Lqazv\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:49:08.906Z] [INFO] }\n[2026-09-29T07:49:30.393Z] [INFO] {\n[2026-09-29T07:49:30.393Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:30.393Z] [INFO]   \"message\": {\n[2026-09-29T07:49:30.393Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:30.393Z] [INFO]     \"id\": \"msg_011CfXMyAnVm6wFSqN5gVLh7\",\n[2026-09-29T07:49:30.393Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:30.393Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:30.393Z] [INFO]     \"content\": [\n[2026-09-29T07:49:30.393Z] [INFO]       {\n[2026-09-29T07:49:30.393Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:49:30.393Z] [INFO]         \"id\": \"toolu_01AdXRxxjGGVh5FdqK4eiWd3\",\n[2026-09-29T07:49:30.393Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:49:30.393Z] [INFO]         \"input\": {\n[2026-09-29T07:49:30.393Z] [INFO]           \"command\": \"mkdir -p /tmp/research-notes && cat > /tmp/research-notes/ba-requirements.md <<'EOF'\\n# Research notes: research/ba-requirements (executive-presentation facts)\\n\\nRepo: G-Ivan-A/hybrid-Intelligence-lab, checked out at /tmp/gh-issue-solver-1790667776920 (main @ ecb1d94 + branch issue-646).\\nBase URL (main): https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/\\nAll paths below are relative to that base. Numbers are copied from the cited files; nothing is computed here.\\nBranch note: issue-639-405767e7672e (tip 836faaf) is already merged into main (PR #643, merge d718616). Everything it added is on main,\\nso main URLs work. Branch URLs (https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/) are equivalent.\\n\\n---------------------------------------------------------------------------------------------------\\n## 1. Empirical snapshots of Mango runs\\n\\n### 1.1 research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md (source: mango_ba_prompts commit 524a8eb)\\n- 56 runs, 2026-04-10 .. 2026-08-25. run_type: statistics 47, execution 9.\\n- Status: draft 29, works-with-edits 19, partial-success 5, success 1, needs-rework 1, experimental 1.\\n- Prefixes: task- 32, fr- 9, bcreq- 4, prompt- 3.\\n- Metrics (n runs with metric / sum / median / range):\\n  - episodes 41 / 1080 / 15 / 1..83\\n  - iterations 37 / 1052 / 19\\n  - turns 34 / 2084 / 44 / 2..166\\n  - success_rate 18 / - / 0.60 / 0.25..0.92\\n  - hallucinations 11 / 41 / 3 / 2..8\\n  - hallucinations_shipped 11 / 12 / 1 / 0..3\\n  - ba_edits 10 / 53 / 6 / 0..11\\n  - quality 11 / 31 / 3\\n  - tokens_dialog_total 32 / 61,360,738 / 720,806 / 3,387..9,225,333\\n  - duration_wall_clock_s 11 / 1,331,029 / 45,675 / 2,762..522,867\\n- Shipped hallucinations in 9 runs: RUN-0016, 0018, 0021, 0022, 0024, 0025, 0026, 0027, 0028.\\n- Keyword counts (runs out of 56): \\\"\u043f\u043e\u043a\u0440\u044b\u0442\\\" (covered) 41, \\\"\u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\\\" (clarification) 23, \\\"\u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\\\" (hallucination) 20, \\\"\u0434\u043e\u043c\u044b\u0441\u043b\\\" (speculation) 11, \\\"\u043a\u0430\u0441\u0442\u043e\u043c\\\" (custom) 10, \\\"\u0442\u0430\u0440\u0438\u0444\\\" (tariff) 7, \\\"\u043f\u0440\u0430\u0432 \u0434\u043e\u0441\u0442\u0443\u043f\u0430\\\" (access rights) 5, \\\"\u0443\u0436\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\\\" (already implemented) 3, \\\"discoverab\\\" 0, \\\"deprecat\\\"/\\\"\u0432\u044b\u0432\u043e\u0434 \u0438\u0437 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438\\\" (decommissioning) 0.\\n- Limitations stated by the file:\\n  - Hallucinations are recorded under 3 keys (hallucinations 11, hallucinations_found 3, hallucinations_prevented 3).\\n  - success_rate is not comparable between runs.\\n  - Metric fill rate ranges from 10 to 41 of 56 runs.\\n\\n### 1.2 research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md (commit ef88a9a)\\n- 57 runs. statistics 47, execution 10. Status: draft 29, works-with-edits 19, partial 6, success 1, needs-rework 1, experimental 1.\\n- inputs/, logs/ and feedback/ are present in 100% of runs. The contract is kept in form only.\\n- M1 (modeling): core-process markers in 15/57 runs; modeling markers in only 2/57 (RUN-0002, RUN-0003). No C-CORE exists in practice.\\n- M2 (rendering):\\n  - 57/57 runs produce at least 1 document; 23/57 (40.4%) produce more than 1.\\n  - Documents per run: 1 doc 34 runs, 2 docs 11, 3 docs 11, 5 docs 1 (RUN-0057).\\n  - L0-L4 audience fan-out in 2 runs (RUN-0056, RUN-0057).\\n- M3 (feedback):\\n  - metrics.eval 40 (70.2%), verdict 15 (26.3%), success_rate 16 (28.1%).\\n  - measured declared 5 (8.8%; true 3, false 2).\\n  - related_runs 21 (36.8%); hallucinations_shipped>0 in 9 (15.8%).\\n- M4 (orchestration):\\n  - 71 distinct metrics keys, none universal. episodes appears in 41 runs (71.9%); 24 keys appear in exactly one run.\\n  - token_method is filled in 41 runs with 24 distinct values.\\n  - Prompt modes: stepwise 10, oneshot 9, legacy 5, others 3.\\n- No run delivered a contract TZ (per #541).\\n\\n### 1.3 research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md\\n- 57 runs; 32 produced at least 1 document (the denominator). 0 produced a TZ. 4 consumed a foreign TZ as input (e.g. RUN-0055, RUN-0057).\\n- 4 runs fanned out into multiple documents, 2 of them with L0-L4.\\n- Linear decomposition reaches the terminal contract in 0/32 (0%); layered decomposition in 32/32 (100%). The owner's threshold was 80%.\\n\\n### 1.4 research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md (commit 8cbf82a)\\n- 67 runs viewed. 125 markdown files: run-journal 63, analysis-note 45, requirement-document 17.\\n- The 17 requirement documents have 17 distinct skeletons, with no match even as slot sets.\\n- Same task BCREQ-1074 (RUN-0063/0064/0067): 3 documents, 3 skeletons, mean Jaccard 0.69, minimum 0.571. Other groups: 0.286, 0.2, 0.167, 0.333.\\n- Slots (sections / distinct captions): S-OTHER 33/27, S-SCENARIO 14/14, S-FR 14/10, S-PROBLEM 10/8, S-LIMITS 9/7, S-SOLUTION 8/6, S-OPEN 7/5, S-GLOSSARY 6/4, S-TRACE 5/3, S-AC 1, S-UI 1.\\n- Formats: F-NARRATIVE 7, F-CLASSIC 6, F-MIXED 3, F-SHORT 1. No run declares its expected format.\\n- There are no clean product samples, so the Golden Set must be synthetic.\\n\\n### 1.5 research/ba-requirements/2026-09-08-meta-model-inputs-facts.md (commit 8cbf82a)\\n- Prompts:\\n  - 24 active prompts: stepwise 10, oneshot 9, legacy 5.\\n  - 13 capabilities; duplication 1.85; 9/13 capabilities have more than one variant.\\n- Variant pairs:\\n  - 13 variant pairs, mean Jaccard 0.077. 0 pairs have identical sets or order. Max 0.4 (fr-validation). Size ratio 1.22..3.30.\\n  - 8 of the 13 pairs have Jaccard 0.0.\\n- Prompt usage:\\n  - 50/67 runs reference no prompt. Referenced: stepwise 14, oneshot 3, legacy 3.\\n  - 11/24 prompts are never referenced.\\n- Operations: prompts cover 6/13. The 7 without a prompt are governance, impact_analysis, quality, release_readiness, research, reverse_requirements, risk_analysis.\\n- Processes: 1/9 used (fr-generation); 65 process labels fall outside the dictionary.\\n- Product domain declared in 5/67 runs; 66/67 runs map lexically to more than one domain.\\n\\n### 1.6 research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md\\n- 12 meta-model constructs checked against 24 prompts and 67 runs.\\n- 10 constructs appear in none of the prompts. 4 appear in neither prompts nor runs: MM-4, OPS-2, Contract, T-1 closed dictionary.\\n- Average 1.04 constructs per prompt, maximum 2; the one present is usually \\\"version:\\\".\\n- Gates mentioned in runs: G-self 7, G-mach 9, G-human 7, SK-4 1. EP-G1 appears in 1 prompt and 15 runs.\\n- Conclusion: the corpus cannot serve as the basis for new contracts. This feeds ADR-014 (legacy is evidence, not baseline) and LG-4.\\n\\n### 1.7 research/ba-requirements/2026-09-08-kb-slot-fit-facts.md\\n- 5 KB documents, 860 sections.\\n  - 457 (53.1%) matched a specific rule.\\n  - 403 (46.9%) fell to the default S-SCOPE.\\n  - 0 needed a slot outside the 14-slot dictionary.\\n- Profile ordinal predictions: 5/5 confirmed (3/3 pairs each).\\n- Two absolute predictions failed:\\n  - S-INTEGRATION for P-API was 19.2% against a >=30% threshold.\\n  - S-UI for speech analytics was 3.9% against a >=10% threshold.\\n\\n### 1.8 research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md\\n- 368 artifacts: hub 251 (68%), mango 64 (17%), clarify 53 (14%).\\n- By class: Research 173 (163 of them in hub), Standard 53, RFC 39, ADR 37.\\n- Status: draft 242 (65.8%), no frontmatter 53. canonical+accepted is 48/368 = 13%.\\n- Link graph: 3361 edges, 200 cross-repo, 19 isolated nodes. mango->hub 81, hub->mango 31, clarify->hub 0.\\n- 8 transferable mechanisms found in clarify.\\n\\n### 1.9 Baseline quoted in methodology-unification (research/ba-requirements/methodology-unification/00-introduction.md)\\n- Of 67 runs only 2 are unconditional success. 2/32 runs with a verdict (6%) were accepted without edits.\\n- Verdicts: draft 35, works-with-edits 19, partial 8, success 2.\\n\\n---------------------------------------------------------------------------------------------------\\n## 2. Hypothesis: cognitive operations are poorly suited to direct AI generation; remedy = strict prompt + machine-readable contract + fail-closed validation\\n\\nHONEST NOTE: this exact sentence does not appear verbatim anywhere in research/ba-requirements. The argument is spread across\\nseveral files. The strongest chain of evidence:\\n\\n1. Theory: research/ba-requirements/methodology-unification/10-theory.md (sec. 1, sec. 5)\\n   - Failure A: if the model resolves deltas itself, the result is non-deterministic.\\n     Quote: \\\"\u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c\\\" (two runs produce two different sets of norms).\\n     Remedy: resolution is a build step with a human gate, and SKILL.md is the compiled artifact. The agent never computes deltas at runtime.\\n   - Gate theory T-1. Quote: \\\"G-self \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442\u044c \u0434\u0435\u0444\u0435\u043a\u0442, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0437\u0430\u0431\u043b\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 ...\\n     \u0444\u0430\u043a\u0442\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u0438\u043c\u0435\u0442\u044c G-mach\\\" (G-self cannot detect a defect caused by the model's own misconception;\\n     factual properties must have G-mach).\\n   - T-2: irreversible decisions require G-human. Criterion K: G-mach is used only for decidable properties.\\n2. Cases: research/ba-requirements/methodology-unification/40-practice-and-cases.md\\n   - C-1, RUN-0018 (qwen3.7-plus, fr-validation-stepwise, 8 self-check steps).\\n     Recorded: hallucinations 8, shipped 1, ba_edits 6, success_rate 0.63.\\n     The run's own conclusion: \\\"\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\\\" (the prompt mechanics were followed; factual accuracy was not ensured).\\n     In other words, a strict prompt plus self-check is not enough.\\n   - C-2, RUN-0063 -> 0064 -> 0067 (BCREQ-1074).\\n     - 5 requirements described functionality that already existed.\\n     - 8 errors: contract violation 3, missing contract 2, prompt ambiguity 2, technical limitation 1.\\n     - Rework: 9 audit findings applied, 5 requirements removed, delta reduced to 8 fields, 9 statements turned into questions. RUN-0063 was marked invalid.\\n     - Remedy: a delta-baseline skill with a G-mach fail-closed gate.\\n       Quote: \\\"\u043f\u0443\u0441\u0442\u043e\u0439 SSOT \u2014 \u043e\u0442\u043a\u0430\u0437, \u0430 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\\\" (an empty SSOT is a refusal, not a warning).\\n     - The defect surfaced two runs late.\\n   - C-3, RUN-0008/0009: norm checks were done by the model and stayed draft (gap G-13).\\n   - The BCREQ decomposition table assigns a gate type to each skill.\\n     Pilot B-131 (delta-baseline with G-mach fail-closed) is listed in methodology-unification/50-open-research.md.\\n3. Normalization: research/ba-requirements/normalization/00-introduction.md\\n   - The human gate is unreliable: 9/56 runs shipped hallucinations. Machine-checkable grounding is therefore required.\\n   - Coverage assessment is the main loss (\\\"\u043f\u043e\u043a\u0440\u044b\u0442\\\" (covered) 41/56 vs \\\"discoverab\\\" 0) and should become a separate operation with its own gate.\\n4. Rendering: research/ba-requirements/artifact-rendering/00-introduction.md\\n   - M2 is assembly, not writing: no new meaning may be born at render (non-drift K5).\\n   - 9 runs shipped fiction.\\n   - Render modes differ by what can be proven.\\n5. Environment: research/ba-requirements/2026-09-10-gigacode-environment-facts.md\\n   - GC-19: the agent works where the result is machine-checkable.\\n   - GC-20: the agent invents whatever it does not know.\\n   - Vendor guidance: \\\"\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430\\\" (a check must be shown, not claimed).\\n6. Why prompts alone are insufficient\\n   - Legacy prompts carry about 0 checkable constructs (1.04 per prompt, mostly \\\"version:\\\"; 10/12 constructs absent). Source: 2026-09-09-legacy-normative-influence-facts.md.\\n   - Prompt variants for the same capability barely overlap (mean Jaccard 0.077). Source: 2026-09-08-meta-model-inputs-facts.md.\\n7. Contracts at the operation level\\n   - The operation taxonomy defines 31 operations in 5 cognitive classes (extract/transform/generate/check/assess).\\n   - Each operation is \\\"\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435\\\" (an atomic but semantically complete cognitive action) with a 6-field contract and atomicity rules OA-1..OA-6.\\n   - Now lives in projects/ba-ai-process/ (moved by B-155, #573; see research/ba-requirements/README.md). ADR-016 covers skill form and contract format.\\n8. Runtime evidence that fail-closed must check the step, not the package: projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\n   - \u0413-29 (probe P10): \\\"lorem ipsum\\\" was accepted as the output of n1..n3 because the gate checks the package, not the step.\\n   - \u0413-30: deterministic_share = 1.0 even with junk output.\\n   - Root cause 8: \\\"\u0413\u0435\u0439\u0442 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430\\\" (the gate measures the package, not the step result).\\n   - Backlog B-212 adds a per-node output contract so the metric counts verified outputs.\\n\\n---------------------------------------------------------------------------------------------------\\n## 3. Key conclusions per subdir (source: /00-introduction.md)\\n\\nnormalization (research/ba-requirements/normalization/)\\n- Introduces the term \\\"Initiating Artifact\\\" (IA-1..IA-7).\\n- The main loss is coverage assessment (41/56 vs 0), so it should be a separate operation with a gate.\\n- The human gate is unreliable (9/56 shipped hallucinations), so machine-checkable grounding is needed.\\n- Recommends hybrid H-H: a universal taxonomy plus a Mango taxonomy with a correlation matrix, and statistics as a separate process.\\n\\nmethodology-unification (research/ba-requirements/methodology-unification/)\\n- There is no single BA methodology, and only 13% of ecosystem knowledge is normative.\\n- Two levels:\\n  - Governance: L0 industry -> L1 IT-telecom -> L2 Mango deltas D1..D5.\\n  - Execution: a resolved, compiled SKILL.md (I-1..I-7).\\n- The agent never computes deltas at runtime.\\n- Baseline: 2/32 runs with a verdict (6%) accepted without edits. Roadmap B-121..B-135.\\n\\norchestration (research/ba-requirements/orchestration/)\\n- The route is fixed before generation on axes A1..A6 at gate HG-0. The route sheet C-RK is a commitment.\\n- Compatibility rules C1..C6 and flow rules F1..F6 are machine-checked. Interruption is normal; HG-8 is the stop gate.\\n- Routing already exists implicitly (stepwise 10 / oneshot 9 / legacy 5).\\n- Build verdict: a YAML artifact; an engine is redundant (orchestration/30-decision-framework.md around L193).\\n  Later challenged by #639: the orchestrator role has no executor.\\n\\nsolution-modeling (research/ba-requirements/solution-modeling/)\\n- The core is an object (C-CORE), not a stage. Practice has none: 2/57 modeling runs, and the 40% multi-document runs are built from dialogue context.\\n- Priority is readability across actors. 12 model classes MO-1..MO-12. The HG-4 owner is set by axis A6.\\n- Mango covers 6/12 model classes and 4/9 invariants.\\n- Build-vs-buy candidates: StrictDoc, Doorstop, Sphinx-Needs, ReqIF.\\n\\nartifact-micro-structure (research/ba-requirements/artifact-micro-structure/)\\n- 17/17 skeletons differ. Arity is stable but semantics are not, so captions must be separated from meaning (slots S-*).\\n- UI and AC are dissolved into FR. Documents are built by projection, not concatenation: one artifact, 3 projections (V-BIZ / V-APPROVE / V-DEV).\\n- The Golden Set is mandatory, synthetic, and part of G-mach. A skill is an atomic, compiled, self-contained artifact.\\n\\nartifact-rendering (research/ba-requirements/artifact-rendering/)\\n- M2 is assembly, not authorship: no new meaning may be born at render (non-drift K5). 23/57 runs produce multiple documents; 9 shipped fiction.\\n- Three render modes (deterministic RM-1, generative, hybrid RM-3), distinguished by what can be proven.\\n- H2.2: deterministic rendering may be impossible for a TZ. Gates HG-5 / HG-5.1.\\n\\nfeedback-and-evolution (research/ba-requirements/feedback-and-evolution/)\\n- Without M3 the pipeline cannot learn. Documents are delivered in 100% of runs, but measurement reliability is declared in only 8.8%.\\n- 71 metric keys, 24 singletons; token_method has 24 values.\\n- First task: a closure-record schema C-CL.\\n- Separate execution quality, decision quality and process quality. Feedback delay ranges from minutes to months.\\n\\n---------------------------------------------------------------------------------------------------\\n## 4. GigaCode environment, skill granularity/format, process taxonomy defects\\n\\n### 4.1 research/ba-requirements/2026-09-10-gigacode-environment-facts.md\\n- 11/11 vendor pages returned HTTP 200; 24/24 control statements were found. Facts GC-1..GC-28.\\n- Skills: SKILL.md lives in .agents/skills//. Only name and description are required, name must be unique, and loading is staged.\\n- Agents:\\n  - Defined in .opencode/agent/*.md with mode primary/subagent/all, plus permission and steps.\\n  - Shell access is available for build/test/lint.\\n  - The profile forbids reading secrets, editing .git, curl, wget, git merge and git reset --hard. MCP is available.\\n- Vendor quality stance:\\n  - \\\"\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430\\\" (the check must be shown, not claimed).\\n  - \\\"\u043a\u0430\u0436\u0434\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0444\u0430\u0439\u043b\u043e\u043c \u0438 \u0441\u0442\u0440\u043e\u043a\u043e\u0439\\\" (every claim is backed by file and line).\\n- Automatic context compression. AGENTS.md is read on every run.\\n- GC-19: works where the result is machine-checkable. GC-20: invents what it does not know.\\n- The GigaCode developer opens PRs. MCP exposes 42 tools, including issue_read, add_issue_comment and get_job_logs.\\n- GC-25..28, skill bounds:\\n  - A short rule belongs in AGENTS.md.\\n  - Anything that needs separate permissions or an isolated context is an agent.\\n- Owner's claim of a 1,000,000-token hard limit is not in the docs (rule SK-6; verification is B-162).\\n- The earlier assumption that \\\"SKILL.md was derived by analogy\\\" is refuted. The human-gate mechanism is undocumented.\\n\\n### 4.2 research/ba-requirements/2026-09-10-skill-granularity-format-facts.md\\n- F1: the environment does not bound skill granularity (confirmed). F2/F3 give the lower and upper bounds.\\n- F4: control returns to the actor in stepwise 10/10, oneshot 0/9, legacy 0/5, a perfect split.\\n- F5: \\\"oneshot = atomic\\\" is refuted. 9/9 oneshot prompts contain an internal algorithm.\\n- F6: 0/33 L3 skills consist of a single operation; skills use 2..7 operations.\\n- F7: 21/31 operations are reused by 3 or more skills. Top: check-schema 11, link-elements 8, map-to-slot 7, check-completeness 6, classify-item 6, classify-severity 6, extract-statements 6.\\n\\n### 4.3 research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md (spoke 8cbf82a, hub 15aa76f)\\n- D1: \\\"\u0424\u0422/\u0422\u0417\\\" (FR/TZ) merged in 29 places, while the ontology has 2 types (A18 feature-spec-kk; A19 tz-contract per GOST 34.602-2020).\\n- D2: \\\"draft\\\" is used as a process boundary in 4 places, although it is a lifecycle state.\\n- D3: 7/13 operations (0.538) have more than one output class (the documentation describes 6).\\n- D4: 8/13 operation definitions enumerate heterogeneous results.\\n- D5: 6 subprocesses (P1..P6, gates G1..G3) in Mango vs 0 in the hub.\\n- D6: System, User and Subprocess entities are missing, while 5 prompts require an actor. Addressed by meta-model v0.2 (11 entities).\\n- D7: 66/67 runs fall outside the process dictionary.\\n- D8: 1 branching marker (a negation) vs 2 immutability claims.\\n- DISCREPANCY: research/ba-requirements/README.md paraphrases D3 as \\\"7 of 13 operations without a single prompt\\\" and D4 as \\\"8 of 13 require branching\\\".\\n  The facts file defines D3 as \\\"more than one output class\\\" and D4 as \\\"enumerating definitions\\\". Cite the facts file.\\n- Related ADR: ADR-015 (taxonomy rebuild).\\n\\n### 4.4 Taxonomy after rebuild (research/ba-requirements/README.md v0.5)\\n- Levels: L0 BABOK 6 -> L1 6 families -> L2 10 processes P-01..P-10 -> L3 33 skills.\\n- 31 operations in 5 classes.\\n- ba-meta-model, process-taxonomy and operation-taxonomy were moved to projects/ba-ai-process/ (B-155, #573).\\n\\n---------------------------------------------------------------------------------------------------\\n## 5. Branch issue-639 vs main\\n\\n- origin/issue-639-405767e7672e (tip 836faaf) is an ancestor of main. It was merged via PR #643 (merge commit d718616), so 0 commits are ahead of main.\\n- research/ba-requirements is identical on the branch and on main. There are NO new files in that directory.\\n- Files added by the #639 commits (all now on main):\\n  - projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md (508 lines, v0.1): runtime options, part 2\\n  - projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md (hypotheses \u0413-01..\u0413-25; v0.2 pointer): part 1\\n  - projects/ba-ai-process/experiments/issue_639_gap_probes.sh and .log\\n  - projects/ba-ai-process/experiments/issue_639_runner_probes.py and .log (probes P10..P12)\\n  - ops/backlog.md: sprint 25 items B-203..B-210; sprint 26 items B-211..B-218\\n- Key content of the runtime-options document:\\n  - Verdict: the main gap is in the meta-model. The orchestrator role has no executor among the 11 entities (\u0413-26).\\n    Quote: \\\"\u0412\u0435\u043a\u0442\u043e\u0440 \u0432\u0435\u0440\u043d\u044b\u0439, \u043d\u043e \u0443 \u043d\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u043b\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0432\u0435\u043d\u0430\\\" (the vector is right, but it lacked one link).\\n    Source -> Distribution -> Runtime -> Feedback (ADR-017) is correct; the missing link is the route executor, code that fulfils the meta-model obligations.\\n    It \\\"\u043d\u0435 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c; \u0435\u0433\u043e \u043d\u0443\u0436\u043d\u043e \u0434\u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0438\u0437 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runner GigaCode\\\" (need not be bought; it should be built out of the existing GigaCode runner).\\n  - Success criterion for a core option: it executes EP-R3/EP-R5 predicates, EP-R6 decision records, the EP-R7 corrective attempt, EP-R8 resume, the EP-R9 journal and G-human in code outside the model. It takes the graph from Source without manual redraw.\\n  - Probe findings:\\n    - \u0413-28 (P11): 17 YAML predicates in routes/rg-bcreq-v1.yaml are not read; branches are re-coded in Python for 8 nodes.\\n    - \u0413-29 (P10): \\\"lorem ipsum\\\" was accepted as the output of n1..n3.\\n    - \u0413-30: deterministic_share = 1.0 even with junk, so the ADR-018 trigger (<95% after 10 tasks) can never fire.\\n    - \u0413-31: halt is terminal, so there is no resume.\\n    - \u0413-32 (P12): one mistyped transition to n9 blocks the task permanently.\\n    - \u0413-33: EP-R7 allows 1 corrective attempt, but the package allows 0.\\n    - \u0413-35: the append-only digest-chain journal is confirmed.\\n  - Environment layer:\\n    - \u0413-37..39: clients, MCP (\\\"model-controlled\\\") and hooks cannot guarantee step order.\\n    - \u0413-41: clients are unstable. Roo Code archived, Kilo orchestrator deprecated, Gemini CLI paid-only from 2026-06-18, Cline v4 renamed its tools.\\n    - \u0413-42: GigaCode CLI provenance and hooks are unverified.\\n  - Environments:\\n    1. GigaCode CLI (the BA drives the route manually).\\n    2. Cline + Mango AI via an OpenAI-compatible API (the model drives the route; ADR-019 pilot).\\n    3. Qwen Chat.\\n    4. Server.\\n  - Options matrix \u0412-0..\u0412-10 against criteria \u041a1..\u041a8:\\n    - Recommendation 1 = \u0412-1: runner as leader on the BA workstation.\\n    - Recommendation 2 = \u0412-3: server runner (FastAPI + FSM + Postgres), with LangGraph (MIT) as optional \u0412-4.\\n    - The two recommendations are one trajectory.\\n  - n8n: only as a shell (\u0412-7), never as the core (\u0412-6). Reasons:\\n    - CVE-2026-21858 (CVSS 10.0).\\n    - The graph must be redrawn in n8n.\\n    - The AI Agent node is non-deterministic.\\n    - The Business tier costs EUR 667/month.\\n  - Rejected as core: Dify/Flowise, Windmill/Kestra/Prefect, Camunda/Operaton, Temporal (overkill).\\n  - \u0413-54: the deferred external-engine option needs a revisit trigger (multi-user, waits longer than a session, shared journal, i.e. env 4).\\n  - New root causes:\\n    - 7: the orchestrator role has no owner.\\n    - 8: the gate measures the package, not the step result.\\n    - 9: deferred decisions have no revisit triggers.\\n  - Guidance rules 8..12 for writing product tasks, e.g. name an executor for each role, ask what the gate actually checks, separate core from shell.\\n  - Readiness: the Cline package is debug-ready with conditions. The GigaCode runner is ready for transition debugging but NOT for pilot measurements until changes 1.1..1.3; until then deterministic_share says nothing about step quality.\\n  - Backlog:\\n    - B-211: evaluate YAML predicates.\\n    - B-212: per-node output contract.\\n    - B-213: wait/resume.\\n    - B-214: EP-R7 decision.\\n    - B-215: route executor in the meta-model.\\n    - B-216: one runner core for GigaCode and Cline.\\n    - B-217: verify GigaCode CLI.\\n    - B-218: RFC for env 4.\\n    - All are TODO with priority null (a human assigns priority).\\n  - Reproduce: python3 projects/ba-ai-process/experiments/issue_639_runner_probes.py. Versions: n8n 2.40.7, Cline 4.1.21, Open WebUI 0.11.4.\\nEOF\\nwc -w /tmp/research-notes/ba-requirements.md\",\n[2026-09-29T07:49:30.393Z] [INFO]           \"description\": \"Write full research notes file\"\n[2026-09-29T07:49:30.393Z] [INFO]         },\n[2026-09-29T07:49:30.393Z] [INFO]         \"caller\": {\n[2026-09-29T07:49:30.393Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:49:30.393Z] [INFO]         }\n[2026-09-29T07:49:30.393Z] [INFO]       }\n[2026-09-29T07:49:30.393Z] [INFO]     ],\n[2026-09-29T07:49:30.393Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:30.393Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:30.393Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:30.393Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:30.393Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:30.393Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:30.393Z] [INFO]       \"cache_creation_input_tokens\": 2519,\n[2026-09-29T07:49:30.393Z] [INFO]       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\\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u043b\u0430\u0439\u0434\u044b\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044e \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\nMango. \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2014 \u0441\u043b\u0430\u0439\u0434\u044b. \u0423\u0441\u0442\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b\\n\u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u2014 \u0432\\n[\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u043e\u0431\u043e\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442.\\n\\n## \u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u043d \u043f\u0430\u043a\u0435\u0442\\n\\n- **Assertion-Evidence.** \u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0441\u043b\u0430\u0439\u0434\u0430 \u2014 \u0437\u0430\u043a\u043e\u043d\u0447\u0435\u043d\u043d\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0435\\n  \u043c\u043e\u0436\u043d\u043e \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. \u0422\u0435\u043b\u043e \u2014 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e: \u0441\u0445\u0435\u043c\u0430, \u0447\u0438\u0441\u043b\u043e \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0430, \u0430 \u043d\u0435\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.\\n- **\u041e\u0434\u0438\u043d \u0441\u043b\u0430\u0439\u0434 \u2014 \u043e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c.** 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u043e\u0434\u043d\u0430 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430. \u0412\u0441\u0451, \u0447\u0442\u043e\\n  \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f, \u0443\u0445\u043e\u0434\u0438\u0442 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0438\u043b\u0438 \u0432 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n- **\u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0435\u0441\u0442\u044c \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0433\u0434\u0435 \u043e\u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430. \u0427\u0438\u0441\u043b\u0430 \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442 \u043d\u0435 \u043f\u043e\u043f\u0430\u043b\u0438.\\n- **\u0421\u0442\u0430\u0442\u0443\u0441 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f.** \u0414\u043b\u044f \u044d\u0442\u0430\u043f\u043e\u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0438 \u0441\u0440\u0435\u0434 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0447\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442,\\n  \u0447\u0442\u043e \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u0438 \u0447\u0442\u043e \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043e. \u0414\u043b\u044f \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f\\n  \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u043a\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0434\u043e\u0440\u043e\u0436\u0435, \u0447\u0435\u043c \u0447\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n- **\u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430:** \u0445\u0430\u043e\u0441 \u0441\u044b\u0440\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0438\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.\\n\\n### \u0421\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u043c \u0431\u043b\u043e\u043a\u0430\u043c \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\\n\\n| \u0411\u043b\u043e\u043a \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 | \u0421\u043b\u0430\u0439\u0434 |\\n| --- | --- |\\n| \u2014 (\u0442\u0438\u0442\u0443\u043b) | 1 |\\n| 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f | 2 |\\n| 2. \u0411\u043e\u043b\u044c | 3 |\\n| \u2014 (\u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0430: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u043e\u0434\u0435\u043b\u0438) | 4 |\\n| 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | 5 |\\n| 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 | 6 |\\n| 5. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 | 7 |\\n| 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f | 8 |\\n| 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 | 9 |\\n| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\\n\\n\u0421\u043b\u0430\u0439\u0434 4 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0441\u0432\u0435\u0440\u0445 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0440\u044b\u0432 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 6 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n\u0442\u0435\u0437\u0438\u0441, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0432\u044b\u0432\u043e\u0434 \u0438\u0437 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n### \u0415\u0434\u0438\u043d\u044b\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0442\u0438\u043b\u044c \u0434\u043b\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n\\n\u0412\u0441\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043d\u0438\u0436\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c: \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u044b \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043f\u043e\u043d\u0438\u043c\u0430\u044e\u0442 \u0435\u0433\u043e\\n\u0442\u043e\u0447\u043d\u0435\u0435. \u041a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043e\u0431\u0449\u0438\u043c \u0441\u0442\u0438\u043b\u0435\u0432\u044b\u043c \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c, \u0447\u0442\u043e\u0431\u044b \u0441\u043b\u0430\u0439\u0434\u044b\\n\u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u043e\u0434\u043d\u0430 \u0441\u0435\u0440\u0438\u044f:\\n\\n```text\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n\u0414\u043b\u044f Midjourney \u0434\u043e\u0431\u0430\u0432\u044c\u0442\u0435 `--ar 16:9 --style raw`; \u0434\u043b\u044f DALL-E \u0443\u043a\u0430\u0436\u0438\u0442\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\\n1792\u00d71024. \u041d\u0430\u0434\u043f\u0438\u0441\u0438 \u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0438 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u044e\u0442\u0441\u044f: \u0442\u0435\u043a\u0441\u0442 \u0441\u043b\u0430\u0439\u0434\u0430 \u043d\u0430\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f\\n\u0432 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u0435, \u0438\u043d\u0430\u0447\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0438\u0441\u043a\u0430\u0437\u0438\u0442 \u043a\u0438\u0440\u0438\u043b\u043b\u0438\u0446\u0443.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u041f\u043e\u0434\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a:** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango: \u043e\u0442 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 \u0441 fail-closed \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439.\\n\\n- \u041e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026.\\n- 69 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c v0.4: 11 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, 4 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, 3 \u0433\u0435\u0439\u0442\u0430.\\n- \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0432\u0435\u043a\u0442\u043e\u0440 \u2014 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0435 \u044f\u0434\u0440\u043e.\\n\\n> **\u041a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u044b\u0441\u043b\u044c:** \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c \u0435\u0433\u043e\\n> \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA chaotic cloud of loose paper notes, chat bubbles and voice waveforms\\non the left flows through a precise geometric gate in the centre and\\nleaves on the right as a neat stack of identical, bound specification\\ndocuments, each linked by thin lines back to its source note.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n[\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0411\u043b\u043e\u043a 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f.**\\n\\n- \u041a\u043b\u0438\u0435\u043d\u0442 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u043c; \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u2014 \u0422\u0417, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443\\n  \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0432 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0435.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441: \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u043a\u043e\u0439\\n  \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\\n  \u0430\u043d\u0430\u043b\u0438\u0437 \u2192 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\\n\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u2192 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0441 \u0442\u043e\u0447\u043a\u0430\u043c\u0438, \u0433\u0434\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA relay race of four stylised figures passing a glowing document baton\\nalong a long corridor of server racks and contract folders; at every\\nhand-off a few fragments of the baton drift away into the dark.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 Mango](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0411\u043b\u043e\u043a 2. \u0411\u043e\u043b\u044c.** \u0424\u0430\u043a\u0442\u044b \u0438\u0437 \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0432\u0441\u0435\u0445 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`.\\n\\n- 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `M-1 = 0.0`.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c: \u0432 RUN-0015 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u044b \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\\n  NFR (5 \u043c\u0438\u043d, 100 \u043c\u0441, 2 \u0441, 24/7) \u2014 \u0432\u0441\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0441\u0435\u0442\u043a\u0430 \u0438\u0437 17 \u043c\u0438\u043d\u0438\u0430\u0442\u044e\u0440 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\\n\u0441\u043e\u0441\u0442\u0430\u0432\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432; \u043d\u0438 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeventeen specification documents laid out in a grid, each with a\\ndifferent internal skeleton of blocks and sections, none of them\\nmatching; a single empty template frame hovers above, unused.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n[\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- \u0421\u0442\u0430\u0440\u0442: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 (stepwise, oneshot, legacy) \u043d\u0430 13\\n  \u0437\u0430\u0434\u0430\u0447. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437\\n  24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432: \u043d\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0433\u0435\u0439\u0442\u0430.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435,\\n  \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n- \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0426\u0438\u0442\u0430\u0442\u0430 \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041f\u0440\u043e\u043c\u043f\u0442-only \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u044d\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u044b;\\n> \u043d\u0443\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430\u00bb.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\\n\u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA timeline running left to right: on the left a tangled heap of\\nhandwritten prompt cards, in the middle a forensic magnifying glass\\nover a row of numbered run folders, on the right a clean architectural\\nblueprint of connected blocks rising from the same folders.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\\n[\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\\n[ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\\n[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0411\u043b\u043e\u043a 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.**\\n\\n- \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: **\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442**.\\n  \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0417\u0430\u043a\u0440\u044b\u0442\u044b\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0438: 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f; \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n  \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430: \u0432\u0445\u043e\u0434 \u00d7 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u00d7 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u00d7 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u00d7 \u0430\u043a\u0442\u043e\u0440 \u2014\\n  \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0433\u0435\u0439\u0442 \u2014 \u0432\u044b\u0445\u043e\u0434 + \u0441\u043b\u0435\u0434.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430: \u043d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 (`MM-1`), \u043d\u0435\u0442 \u0433\u0435\u0439\u0442\u0430 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\\n  (`MM-2`), \u043a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u043d\u0435\u0441\u0451\u0442 \u0441\u043b\u0435\u0434 (`MM-3`), \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u0448\u0430\u0433\u0430\\n  (`MM-4`).\\n\\n> **\u0424\u043e\u0440\u043c\u0443\u043b\u0430:** `Artifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor \u2500\u2500\\n> Contract \u2500\u2500\u25b6 Gate \u2500\u2500\u25b6 Artifact_out + Trace`\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0447\u0435\u0442\u044b\u0440\u0451\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u043f\u0438\u0440\u0430\u043c\u0438\u0434\u0430 \u0441 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u0432 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0433\u0440\u0430\u043d\u0438.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nAn exploded architectural diagram of four stacked translucent layers:\\na product layer on top, a process layer, a layer of many small identical\\noperation cubes, and at the bottom a row of finished artefacts; thin\\nvertical threads connect every artefact back up to its operation and\\nproduct.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0411\u043b\u043e\u043a 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432.**\\n\\n- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435:** \u0440\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u043d\u0430 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445\\n  \u043a\u043b\u0430\u0441\u0441\u043e\u0432. \u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0432\u043e\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n- \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0432\u044b\u0431\u043e\u0440 \u2014 \u0447\u0435\u0440\u0435\u0437 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **Fail-closed:** \u043d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438\\n  \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n\\n> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\\n> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\\n> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u00ab\u043a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2192 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u2192\\n\u0440\u0438\u0441\u043a\u00bb (5 \u0441\u0442\u0440\u043e\u043a).\\n\\n| \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c | \u0420\u0438\u0441\u043a \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f |\\n| --- | --- | --- |\\n| \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 | \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c | \u043f\u0440\u043e\u043f\u0443\u0441\u043a |\\n| \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 | \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u043e\u0442\u0435\u0440\u044f \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 |\\n| \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n| \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0441\u0445\u0435\u043c\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 | \u043b\u043e\u0436\u043d\u043e\u0435 \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb |\\n| \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA human brain rendered as a loose, glowing nebula on the left; on the\\nright the same energy is split into five precise crystalline modules,\\neach sealed inside its own transparent inspection chamber with a\\nclosed lock that only opens when a checklist lights up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u0435 \u00ab\u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md),\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0411\u043b\u043e\u043a 5. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c.**\\n\\n1. **\u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f:** \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443\\n   `C-IN`; \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n2. **\u0421\u0432\u0435\u0440\u043a\u0430:** \u0444\u0430\u043a\u0442\u044b \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438 \u043a\u0435\u0439\u0441\u0430\u043c; \u043d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u0438\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f\u043c\u0438.\\n3. **\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443:** \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f\\n   API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430; \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n   \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n4. **\u0413\u0435\u0439\u0442\u044b:** `G-mach` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, `G-human` \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\\n   \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435 \u0432\u044b\u0431\u043e\u0440\u044b.\\n5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f:** \u043e\u0434\u0438\u043d \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0432\\n   \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** \u0434\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439\\n> Release \u2014 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d.\\n\\n**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432:**\\n\\n| \u042d\u0442\u0430\u043f | \u0421\u0442\u0430\u0442\u0443\u0441 |\\n| --- | --- |\\n| \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\\n| `G-mach`, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release | \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e |\\n| `G-human` | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0435\u0441\u0442\u044c, \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 |\\n| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA clean horizontal production line: raw crumpled requests enter on the\\nleft, pass a sorting station, a library shelf where each item is\\nstamped with a source tag, a golden mould that shapes identical\\ndocuments, a machine scanner gate, a human inspector's desk, and exit\\non the right as four neatly labelled output trays.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 BCREQ](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[RFC Working \u2192 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden),\\n[\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0413-16 \u043e \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c\u0435 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0411\u043b\u043e\u043a 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.**\\n\\n- **\u0421\u0435\u0439\u0447\u0430\u0441:** \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043d\u0430 \u0410\u0420\u041c \u0411\u0410 \u2014 GigaCode CLI \u0438 Cline + Mango AI.\\n  \u041e\u0434\u0438\u043d Source, \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430.\\n- **\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b:** \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b\\n  \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432 Cline \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c.\\n- **\u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430:** \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430.\\n- **\u0412\u0435\u043a\u0442\u043e\u0440:** runner \u043d\u0430 \u0410\u0420\u041c \u043a\u0430\u043a \u043b\u0438\u0434\u0435\u0440, \u0437\u0430\u0442\u0435\u043c \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0421\u0440\u0435\u0434\u0430 4 \u2014 \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e\\n  \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0438\u0441: \u0441\u0432\u043e\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0445\u0435\u0448\u0435\u0439, Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API.\\n\\n> **\u041f\u0440\u0438\u043d\u0446\u0438\u043f:** \u0430\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c\\n> (\u00abown your control flow\u00bb).\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0434\u0432\u0435 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u00ab\u0410\u0420\u041c \u0441\u0435\u0433\u043e\u0434\u043d\u044f\u00bb \u0438 \u00ab\u0421\u0440\u0435\u0434\u0430 4\u00bb; \u043e\u0431\u0449\u0438\u0439\\n\u0431\u043b\u043e\u043a \u044f\u0434\u0440\u0430 runner \u043f\u043e \u0446\u0435\u043d\u0442\u0440\u0443.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nOn the left a single analyst's desk with a laptop and a small engine\\nblock glowing on it; an arrow leads to the right where the very same\\nengine block is installed at the centre of a compact server room,\\nnow connected by clean cables to several desks and a secure vault.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[ADR-017: Source \u2192 Distribution \u2192 Runtime](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[ADR-018: \u0433\u0440\u0430\u043d\u0438\u0446\u0430 GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md),\\n[ADR-019: \u043f\u0438\u043b\u043e\u0442 Cline + Mango AI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0411\u043b\u043e\u043a 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0438 \u0441\u043b\u0435\u0434\u043e\u043c \u0434\u043e\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0433\u043b\u0430\u0437: `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, `M-2`\\n  \u043e\u0442\u043a\u0430\u0437\u044b `G-mach`, `M-3` \u043f\u0440\u0430\u0432\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 = 100%.\\n- \u041a\u0430\u0436\u0434\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 \u043d\u043e\u0440\u043c\u044b, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441\\n  \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n> **\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f:** \u0441\u0440\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u0435\u043d, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0432\u044b\u0448\u0435\\n> \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 0.0 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442\\n> \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0432\u043e\u0440\u043e\u043d\u043a\u0430 \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u043b\u0438\u043d\u0438\u0438 \u2192 \u043e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u2192\\n\u0421\u0410 / \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 / \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0438 \u0441\u0442\u0440\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a M-1\u2026M-4.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeveral different product streams of varied shapes enter a single\\nprecision-machined standard coupling; on the other side they leave as\\nidentical, perfectly fitting connectors that plug directly into three\\nreceiving machines representing analysis, development and a signed\\ncontract.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[ADR-017: \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0432 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[\u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u0427\u0442\u043e\u0431\u044b \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4, \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 1:** \u0434\u043e\u0441\u0442\u0443\u043f \u043a Mango AI \u043f\u043e OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0434\u043b\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0433\u043e\\n  runner'\u0430 \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0430.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 2:** \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 10 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 contact-center \u0441 \u0437\u0430\u043c\u0435\u0440\u043e\u043c\\n  `M-1`\u2026`M-4` \u0434\u043e \u0438 \u043f\u043e\u0441\u043b\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 3:** \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043c\u0435\u043d\u044c\u0448\u0435 95%\\n  \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\\n  \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0427\u0442\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n> **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n> \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nThree illuminated switches on a clean control panel, two already in\\nthe on position and one waiting; behind the panel a calm, well-lit\\nserver room is ready to power up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0441\u0440\u0435\u0434\u0430\u043c \u0438 \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\\n---\\n\\n## \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435. \u041a\u0430\u0440\u0442\u0430 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\\n\\n| \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c |\\n| --- | --- |\\n| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 | [`mango_ba_prompts/runs`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs), [\u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md) |\\n| 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u044b \u043f\u043e \u0434\u0435\u0444\u0435\u043a\u0442\u0430\u043c, 4 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) |\\n| `M-1 = 0.0`, 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440 | [\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md) |\\n| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 | [\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md) |\\n| \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b `MM-1`\u2026`MM-4` | [\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) |\\n| 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, 5 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 | [\u0442\u0435\u043e\u0440\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md) |\\n| \u041e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 | [\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) |\\n| Release \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c | [\u0413-16](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md) |\\n| \u0423 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 n1\u2013n3 | [\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md) |\\n\"\n[2026-09-29T07:49:33.529Z] [INFO]         },\n[2026-09-29T07:49:33.529Z] [INFO]         \"caller\": {\n[2026-09-29T07:49:33.529Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:49:33.529Z] [INFO]         }\n[2026-09-29T07:49:33.529Z] [INFO]       }\n[2026-09-29T07:49:33.529Z] [INFO]     ],\n[2026-09-29T07:49:33.529Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:33.529Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:33.529Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:33.529Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:33.529Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:33.529Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:33.529Z] [INFO]       \"cache_creation_input_tokens\": 3247,\n[2026-09-29T07:49:33.529Z] [INFO]       \"cache_read_input_tokens\": 58806,\n[2026-09-29T07:49:33.529Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:33.529Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:49:33.529Z] [INFO]         \"ephemeral_1h_input_tokens\": 3247\n[2026-09-29T07:49:33.529Z] [INFO]       },\n[2026-09-29T07:49:33.529Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:49:33.529Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:33.529Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:33.529Z] [INFO]     },\n[2026-09-29T07:49:33.529Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:33.529Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:33.529Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:33.529Z] [INFO]   },\n[2026-09-29T07:49:33.529Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:33.529Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:33.529Z] [INFO]   \"uuid\": \"a10db479-14a4-455a-88bd-0580451013c0\",\n[2026-09-29T07:49:33.529Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:32.666Z\",\n[2026-09-29T07:49:33.529Z] [INFO]   \"request_id\": \"req_011CfXMx3NUvwiWcYL9wTqhP\",\n[2026-09-29T07:49:33.529Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:49:33.529Z] [INFO]     \"toolu_01V7BP9qiNijimiUJdzdmZen\": {\n[2026-09-29T07:49:33.529Z] [INFO]       \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:49:33.529Z] [INFO]       \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u043b\u0430\u0439\u0434\u044b\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044e \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\nMango. \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2014 \u0441\u043b\u0430\u0439\u0434\u044b. \u0423\u0441\u0442\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b\\n\u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u2014 \u0432\\n[\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u043e\u0431\u043e\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442.\\n\\n## \u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u043d \u043f\u0430\u043a\u0435\u0442\\n\\n- **Assertion-Evidence.** \u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0441\u043b\u0430\u0439\u0434\u0430 \u2014 \u0437\u0430\u043a\u043e\u043d\u0447\u0435\u043d\u043d\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0435\\n  \u043c\u043e\u0436\u043d\u043e \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. \u0422\u0435\u043b\u043e \u2014 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e: \u0441\u0445\u0435\u043c\u0430, \u0447\u0438\u0441\u043b\u043e \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0430, \u0430 \u043d\u0435\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.\\n- **\u041e\u0434\u0438\u043d \u0441\u043b\u0430\u0439\u0434 \u2014 \u043e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c.** 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u043e\u0434\u043d\u0430 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430. \u0412\u0441\u0451, \u0447\u0442\u043e\\n  \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f, \u0443\u0445\u043e\u0434\u0438\u0442 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0438\u043b\u0438 \u0432 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n- **\u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0435\u0441\u0442\u044c \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0433\u0434\u0435 \u043e\u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430. \u0427\u0438\u0441\u043b\u0430 \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442 \u043d\u0435 \u043f\u043e\u043f\u0430\u043b\u0438.\\n- **\u0421\u0442\u0430\u0442\u0443\u0441 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f.** \u0414\u043b\u044f \u044d\u0442\u0430\u043f\u043e\u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0438 \u0441\u0440\u0435\u0434 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0447\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442,\\n  \u0447\u0442\u043e \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u0438 \u0447\u0442\u043e \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043e. \u0414\u043b\u044f \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f\\n  \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u043a\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0434\u043e\u0440\u043e\u0436\u0435, \u0447\u0435\u043c \u0447\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n- **\u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430:** \u0445\u0430\u043e\u0441 \u0441\u044b\u0440\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0438\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.\\n\\n### \u0421\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u043c \u0431\u043b\u043e\u043a\u0430\u043c \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\\n\\n| \u0411\u043b\u043e\u043a \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 | \u0421\u043b\u0430\u0439\u0434 |\\n| --- | --- |\\n| \u2014 (\u0442\u0438\u0442\u0443\u043b) | 1 |\\n| 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f | 2 |\\n| 2. \u0411\u043e\u043b\u044c | 3 |\\n| \u2014 (\u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0430: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u043e\u0434\u0435\u043b\u0438) | 4 |\\n| 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | 5 |\\n| 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 | 6 |\\n| 5. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 | 7 |\\n| 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f | 8 |\\n| 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 | 9 |\\n| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\\n\\n\u0421\u043b\u0430\u0439\u0434 4 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0441\u0432\u0435\u0440\u0445 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0440\u044b\u0432 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 6 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n\u0442\u0435\u0437\u0438\u0441, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0432\u044b\u0432\u043e\u0434 \u0438\u0437 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n### \u0415\u0434\u0438\u043d\u044b\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0442\u0438\u043b\u044c \u0434\u043b\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n\\n\u0412\u0441\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043d\u0438\u0436\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c: \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u044b \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043f\u043e\u043d\u0438\u043c\u0430\u044e\u0442 \u0435\u0433\u043e\\n\u0442\u043e\u0447\u043d\u0435\u0435. \u041a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043e\u0431\u0449\u0438\u043c \u0441\u0442\u0438\u043b\u0435\u0432\u044b\u043c \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c, \u0447\u0442\u043e\u0431\u044b \u0441\u043b\u0430\u0439\u0434\u044b\\n\u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u043e\u0434\u043d\u0430 \u0441\u0435\u0440\u0438\u044f:\\n\\n```text\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n\u0414\u043b\u044f Midjourney \u0434\u043e\u0431\u0430\u0432\u044c\u0442\u0435 `--ar 16:9 --style raw`; \u0434\u043b\u044f DALL-E \u0443\u043a\u0430\u0436\u0438\u0442\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\\n1792\u00d71024. \u041d\u0430\u0434\u043f\u0438\u0441\u0438 \u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0438 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u044e\u0442\u0441\u044f: \u0442\u0435\u043a\u0441\u0442 \u0441\u043b\u0430\u0439\u0434\u0430 \u043d\u0430\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f\\n\u0432 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u0435, \u0438\u043d\u0430\u0447\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0438\u0441\u043a\u0430\u0437\u0438\u0442 \u043a\u0438\u0440\u0438\u043b\u043b\u0438\u0446\u0443.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u041f\u043e\u0434\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a:** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango: \u043e\u0442 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 \u0441 fail-closed \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439.\\n\\n- \u041e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026.\\n- 69 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c v0.4: 11 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, 4 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, 3 \u0433\u0435\u0439\u0442\u0430.\\n- \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0432\u0435\u043a\u0442\u043e\u0440 \u2014 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0435 \u044f\u0434\u0440\u043e.\\n\\n> **\u041a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u044b\u0441\u043b\u044c:** \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c \u0435\u0433\u043e\\n> \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA chaotic cloud of loose paper notes, chat bubbles and voice waveforms\\non the left flows through a precise geometric gate in the centre and\\nleaves on the right as a neat stack of identical, bound specification\\ndocuments, each linked by thin lines back to its source note.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n[\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0411\u043b\u043e\u043a 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f.**\\n\\n- \u041a\u043b\u0438\u0435\u043d\u0442 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u043c; \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u2014 \u0422\u0417, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443\\n  \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0432 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0435.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441: \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u043a\u043e\u0439\\n  \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\\n  \u0430\u043d\u0430\u043b\u0438\u0437 \u2192 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\\n\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u2192 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0441 \u0442\u043e\u0447\u043a\u0430\u043c\u0438, \u0433\u0434\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA relay race of four stylised figures passing a glowing document baton\\nalong a long corridor of server racks and contract folders; at every\\nhand-off a few fragments of the baton drift away into the dark.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 Mango](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0411\u043b\u043e\u043a 2. \u0411\u043e\u043b\u044c.** \u0424\u0430\u043a\u0442\u044b \u0438\u0437 \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0432\u0441\u0435\u0445 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`.\\n\\n- 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `M-1 = 0.0`.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c: \u0432 RUN-0015 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u044b \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\\n  NFR (5 \u043c\u0438\u043d, 100 \u043c\u0441, 2 \u0441, 24/7) \u2014 \u0432\u0441\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0441\u0435\u0442\u043a\u0430 \u0438\u0437 17 \u043c\u0438\u043d\u0438\u0430\u0442\u044e\u0440 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\\n\u0441\u043e\u0441\u0442\u0430\u0432\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432; \u043d\u0438 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeventeen specification documents laid out in a grid, each with a\\ndifferent internal skeleton of blocks and sections, none of them\\nmatching; a single empty template frame hovers above, unused.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n[\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- \u0421\u0442\u0430\u0440\u0442: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 (stepwise, oneshot, legacy) \u043d\u0430 13\\n  \u0437\u0430\u0434\u0430\u0447. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437\\n  24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432: \u043d\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0433\u0435\u0439\u0442\u0430.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435,\\n  \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n- \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0426\u0438\u0442\u0430\u0442\u0430 \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041f\u0440\u043e\u043c\u043f\u0442-only \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u044d\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u044b;\\n> \u043d\u0443\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430\u00bb.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\\n\u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA timeline running left to right: on the left a tangled heap of\\nhandwritten prompt cards, in the middle a forensic magnifying glass\\nover a row of numbered run folders, on the right a clean architectural\\nblueprint of connected blocks rising from the same folders.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\\n[\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\\n[ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\\n[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0411\u043b\u043e\u043a 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.**\\n\\n- \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: **\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442**.\\n  \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0417\u0430\u043a\u0440\u044b\u0442\u044b\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0438: 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f; \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n  \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430: \u0432\u0445\u043e\u0434 \u00d7 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u00d7 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u00d7 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u00d7 \u0430\u043a\u0442\u043e\u0440 \u2014\\n  \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0433\u0435\u0439\u0442 \u2014 \u0432\u044b\u0445\u043e\u0434 + \u0441\u043b\u0435\u0434.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430: \u043d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 (`MM-1`), \u043d\u0435\u0442 \u0433\u0435\u0439\u0442\u0430 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\\n  (`MM-2`), \u043a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u043d\u0435\u0441\u0451\u0442 \u0441\u043b\u0435\u0434 (`MM-3`), \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u0448\u0430\u0433\u0430\\n  (`MM-4`).\\n\\n> **\u0424\u043e\u0440\u043c\u0443\u043b\u0430:** `Artifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor \u2500\u2500\\n> Contract \u2500\u2500\u25b6 Gate \u2500\u2500\u25b6 Artifact_out + Trace`\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0447\u0435\u0442\u044b\u0440\u0451\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u043f\u0438\u0440\u0430\u043c\u0438\u0434\u0430 \u0441 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u0432 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0433\u0440\u0430\u043d\u0438.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nAn exploded architectural diagram of four stacked translucent layers:\\na product layer on top, a process layer, a layer of many small identical\\noperation cubes, and at the bottom a row of finished artefacts; thin\\nvertical threads connect every artefact back up to its operation and\\nproduct.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0411\u043b\u043e\u043a 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432.**\\n\\n- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435:** \u0440\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u043d\u0430 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445\\n  \u043a\u043b\u0430\u0441\u0441\u043e\u0432. \u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0432\u043e\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n- \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0432\u044b\u0431\u043e\u0440 \u2014 \u0447\u0435\u0440\u0435\u0437 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **Fail-closed:** \u043d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438\\n  \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n\\n> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\\n> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\\n> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u00ab\u043a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2192 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u2192\\n\u0440\u0438\u0441\u043a\u00bb (5 \u0441\u0442\u0440\u043e\u043a).\\n\\n| \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c | \u0420\u0438\u0441\u043a \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f |\\n| --- | --- | --- |\\n| \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 | \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c | \u043f\u0440\u043e\u043f\u0443\u0441\u043a |\\n| \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 | \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u043e\u0442\u0435\u0440\u044f \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 |\\n| \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n| \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0441\u0445\u0435\u043c\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 | \u043b\u043e\u0436\u043d\u043e\u0435 \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb |\\n| \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA human brain rendered as a loose, glowing nebula on the left; on the\\nright the same energy is split into five precise crystalline modules,\\neach sealed inside its own transparent inspection chamber with a\\nclosed lock that only opens when a checklist lights up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u0435 \u00ab\u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md),\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0411\u043b\u043e\u043a 5. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c.**\\n\\n1. **\u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f:** \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443\\n   `C-IN`; \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n2. **\u0421\u0432\u0435\u0440\u043a\u0430:** \u0444\u0430\u043a\u0442\u044b \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438 \u043a\u0435\u0439\u0441\u0430\u043c; \u043d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u0438\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f\u043c\u0438.\\n3. **\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443:** \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f\\n   API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430; \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n   \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n4. **\u0413\u0435\u0439\u0442\u044b:** `G-mach` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, `G-human` \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\\n   \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435 \u0432\u044b\u0431\u043e\u0440\u044b.\\n5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f:** \u043e\u0434\u0438\u043d \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0432\\n   \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** \u0434\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439\\n> Release \u2014 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d.\\n\\n**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432:**\\n\\n| \u042d\u0442\u0430\u043f | \u0421\u0442\u0430\u0442\u0443\u0441 |\\n| --- | --- |\\n| \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\\n| `G-mach`, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release | \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e |\\n| `G-human` | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0435\u0441\u0442\u044c, \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 |\\n| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA clean horizontal production line: raw crumpled requests enter on the\\nleft, pass a sorting station, a library shelf where each item is\\nstamped with a source tag, a golden mould that shapes identical\\ndocuments, a machine scanner gate, a human inspector's desk, and exit\\non the right as four neatly labelled output trays.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 BCREQ](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[RFC Working \u2192 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden),\\n[\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0413-16 \u043e \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c\u0435 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0411\u043b\u043e\u043a 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.**\\n\\n- **\u0421\u0435\u0439\u0447\u0430\u0441:** \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043d\u0430 \u0410\u0420\u041c \u0411\u0410 \u2014 GigaCode CLI \u0438 Cline + Mango AI.\\n  \u041e\u0434\u0438\u043d Source, \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430.\\n- **\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b:** \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b\\n  \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432 Cline \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c.\\n- **\u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430:** \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430.\\n- **\u0412\u0435\u043a\u0442\u043e\u0440:** runner \u043d\u0430 \u0410\u0420\u041c \u043a\u0430\u043a \u043b\u0438\u0434\u0435\u0440, \u0437\u0430\u0442\u0435\u043c \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0421\u0440\u0435\u0434\u0430 4 \u2014 \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e\\n  \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0438\u0441: \u0441\u0432\u043e\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0445\u0435\u0448\u0435\u0439, Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API.\\n\\n> **\u041f\u0440\u0438\u043d\u0446\u0438\u043f:** \u0430\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c\\n> (\u00abown your control flow\u00bb).\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0434\u0432\u0435 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u00ab\u0410\u0420\u041c \u0441\u0435\u0433\u043e\u0434\u043d\u044f\u00bb \u0438 \u00ab\u0421\u0440\u0435\u0434\u0430 4\u00bb; \u043e\u0431\u0449\u0438\u0439\\n\u0431\u043b\u043e\u043a \u044f\u0434\u0440\u0430 runner \u043f\u043e \u0446\u0435\u043d\u0442\u0440\u0443.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nOn the left a single analyst's desk with a laptop and a small engine\\nblock glowing on it; an arrow leads to the right where the very same\\nengine block is installed at the centre of a compact server room,\\nnow connected by clean cables to several desks and a secure vault.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[ADR-017: Source \u2192 Distribution \u2192 Runtime](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[ADR-018: \u0433\u0440\u0430\u043d\u0438\u0446\u0430 GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md),\\n[ADR-019: \u043f\u0438\u043b\u043e\u0442 Cline + Mango AI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0411\u043b\u043e\u043a 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0438 \u0441\u043b\u0435\u0434\u043e\u043c \u0434\u043e\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0433\u043b\u0430\u0437: `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, `M-2`\\n  \u043e\u0442\u043a\u0430\u0437\u044b `G-mach`, `M-3` \u043f\u0440\u0430\u0432\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 = 100%.\\n- \u041a\u0430\u0436\u0434\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 \u043d\u043e\u0440\u043c\u044b, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441\\n  \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n> **\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f:** \u0441\u0440\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u0435\u043d, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0432\u044b\u0448\u0435\\n> \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 0.0 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442\\n> \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0432\u043e\u0440\u043e\u043d\u043a\u0430 \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u043b\u0438\u043d\u0438\u0438 \u2192 \u043e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u2192\\n\u0421\u0410 / \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 / \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0438 \u0441\u0442\u0440\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a M-1\u2026M-4.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeveral different product streams of varied shapes enter a single\\nprecision-machined standard coupling; on the other side they leave as\\nidentical, perfectly fitting connectors that plug directly into three\\nreceiving machines representing analysis, development and a signed\\ncontract.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[ADR-017: \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0432 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[\u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u0427\u0442\u043e\u0431\u044b \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4, \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 1:** \u0434\u043e\u0441\u0442\u0443\u043f \u043a Mango AI \u043f\u043e OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0434\u043b\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0433\u043e\\n  runner'\u0430 \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0430.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 2:** \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 10 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 contact-center \u0441 \u0437\u0430\u043c\u0435\u0440\u043e\u043c\\n  `M-1`\u2026`M-4` \u0434\u043e \u0438 \u043f\u043e\u0441\u043b\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 3:** \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043c\u0435\u043d\u044c\u0448\u0435 95%\\n  \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\\n  \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0427\u0442\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n> **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n> \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nThree illuminated switches on a clean control panel, two already in\\nthe on position and one waiting; behind the panel a calm, well-lit\\nserver room is ready to power up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0441\u0440\u0435\u0434\u0430\u043c \u0438 \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\\n---\\n\\n## \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435. \u041a\u0430\u0440\u0442\u0430 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\\n\\n| \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c |\\n| --- | --- |\\n| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 | [`mango_ba_prompts/runs`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs), [\u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md) |\\n| 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u044b \u043f\u043e \u0434\u0435\u0444\u0435\u043a\u0442\u0430\u043c, 4 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) |\\n| `M-1 = 0.0`, 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440 | [\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md) |\\n| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 | [\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md) |\\n| \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b `MM-1`\u2026`MM-4` | [\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) |\\n| 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, 5 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 | [\u0442\u0435\u043e\u0440\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md) |\\n| \u041e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 | [\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) |\\n| Release \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c | [\u0413-16](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md) |\\n| \u0423 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 n1\u2013n3 | [\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md) |\\n\"\n[2026-09-29T07:49:33.529Z] [INFO]     }\n[2026-09-29T07:49:33.529Z] [INFO]   }\n[2026-09-29T07:49:33.529Z] [INFO] }\n[2026-09-29T07:49:33.568Z] [INFO] {\n[2026-09-29T07:49:33.568Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:49:33.568Z] [INFO]   \"message\": {\n[2026-09-29T07:49:33.568Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:49:33.568Z] [INFO]     \"content\": [\n[2026-09-29T07:49:33.568Z] [INFO]       {\n[2026-09-29T07:49:33.568Z] [INFO]         \"tool_use_id\": \"toolu_01V7BP9qiNijimiUJdzdmZen\",\n[2026-09-29T07:49:33.568Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:49:33.568Z] [INFO]         \"content\": \"File created successfully at: /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md (file state is current in your context \u2014 no need to Read it back)\"\n[2026-09-29T07:49:33.568Z] [INFO]       }\n[2026-09-29T07:49:33.568Z] [INFO]     ]\n[2026-09-29T07:49:33.568Z] [INFO]   },\n[2026-09-29T07:49:33.568Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:33.568Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:33.568Z] [INFO]   \"uuid\": \"c7e74219-2927-4d8b-8f0d-76f311a2ee55\",\n[2026-09-29T07:49:33.568Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:32.756Z\",\n[2026-09-29T07:49:33.568Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:49:33.568Z] [INFO]     \"type\": \"create\",\n[2026-09-29T07:49:33.568Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:49:33.568Z] [INFO]     \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u043b\u0430\u0439\u0434\u044b\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044e \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\nMango. \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2014 \u0441\u043b\u0430\u0439\u0434\u044b. \u0423\u0441\u0442\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b\\n\u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u2014 \u0432\\n[\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u043e\u0431\u043e\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442.\\n\\n## \u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u043d \u043f\u0430\u043a\u0435\u0442\\n\\n- **Assertion-Evidence.** \u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0441\u043b\u0430\u0439\u0434\u0430 \u2014 \u0437\u0430\u043a\u043e\u043d\u0447\u0435\u043d\u043d\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0435\\n  \u043c\u043e\u0436\u043d\u043e \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. \u0422\u0435\u043b\u043e \u2014 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e: \u0441\u0445\u0435\u043c\u0430, \u0447\u0438\u0441\u043b\u043e \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0430, \u0430 \u043d\u0435\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.\\n- **\u041e\u0434\u0438\u043d \u0441\u043b\u0430\u0439\u0434 \u2014 \u043e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c.** 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u043e\u0434\u043d\u0430 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430. \u0412\u0441\u0451, \u0447\u0442\u043e\\n  \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f, \u0443\u0445\u043e\u0434\u0438\u0442 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0438\u043b\u0438 \u0432 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n- **\u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0435\u0441\u0442\u044c \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0433\u0434\u0435 \u043e\u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430. \u0427\u0438\u0441\u043b\u0430 \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442 \u043d\u0435 \u043f\u043e\u043f\u0430\u043b\u0438.\\n- **\u0421\u0442\u0430\u0442\u0443\u0441 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f.** \u0414\u043b\u044f \u044d\u0442\u0430\u043f\u043e\u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0438 \u0441\u0440\u0435\u0434 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0447\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442,\\n  \u0447\u0442\u043e \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u0438 \u0447\u0442\u043e \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043e. \u0414\u043b\u044f \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f\\n  \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u043a\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0434\u043e\u0440\u043e\u0436\u0435, \u0447\u0435\u043c \u0447\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n- **\u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430:** \u0445\u0430\u043e\u0441 \u0441\u044b\u0440\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0438\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.\\n\\n### \u0421\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u043c \u0431\u043b\u043e\u043a\u0430\u043c \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\\n\\n| \u0411\u043b\u043e\u043a \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 | \u0421\u043b\u0430\u0439\u0434 |\\n| --- | --- |\\n| \u2014 (\u0442\u0438\u0442\u0443\u043b) | 1 |\\n| 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f | 2 |\\n| 2. \u0411\u043e\u043b\u044c | 3 |\\n| \u2014 (\u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0430: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u043e\u0434\u0435\u043b\u0438) | 4 |\\n| 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | 5 |\\n| 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 | 6 |\\n| 5. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 | 7 |\\n| 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f | 8 |\\n| 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 | 9 |\\n| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\\n\\n\u0421\u043b\u0430\u0439\u0434 4 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0441\u0432\u0435\u0440\u0445 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0440\u044b\u0432 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 6 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n\u0442\u0435\u0437\u0438\u0441, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0432\u044b\u0432\u043e\u0434 \u0438\u0437 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n### \u0415\u0434\u0438\u043d\u044b\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0442\u0438\u043b\u044c \u0434\u043b\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n\\n\u0412\u0441\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043d\u0438\u0436\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c: \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u044b \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043f\u043e\u043d\u0438\u043c\u0430\u044e\u0442 \u0435\u0433\u043e\\n\u0442\u043e\u0447\u043d\u0435\u0435. \u041a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043e\u0431\u0449\u0438\u043c \u0441\u0442\u0438\u043b\u0435\u0432\u044b\u043c \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c, \u0447\u0442\u043e\u0431\u044b \u0441\u043b\u0430\u0439\u0434\u044b\\n\u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u043e\u0434\u043d\u0430 \u0441\u0435\u0440\u0438\u044f:\\n\\n```text\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n\u0414\u043b\u044f Midjourney \u0434\u043e\u0431\u0430\u0432\u044c\u0442\u0435 `--ar 16:9 --style raw`; \u0434\u043b\u044f DALL-E \u0443\u043a\u0430\u0436\u0438\u0442\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\\n1792\u00d71024. \u041d\u0430\u0434\u043f\u0438\u0441\u0438 \u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0438 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u044e\u0442\u0441\u044f: \u0442\u0435\u043a\u0441\u0442 \u0441\u043b\u0430\u0439\u0434\u0430 \u043d\u0430\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f\\n\u0432 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u0435, \u0438\u043d\u0430\u0447\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0438\u0441\u043a\u0430\u0437\u0438\u0442 \u043a\u0438\u0440\u0438\u043b\u043b\u0438\u0446\u0443.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u041f\u043e\u0434\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a:** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango: \u043e\u0442 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 \u0441 fail-closed \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439.\\n\\n- \u041e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026.\\n- 69 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c v0.4: 11 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, 4 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, 3 \u0433\u0435\u0439\u0442\u0430.\\n- \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0432\u0435\u043a\u0442\u043e\u0440 \u2014 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0435 \u044f\u0434\u0440\u043e.\\n\\n> **\u041a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u044b\u0441\u043b\u044c:** \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c \u0435\u0433\u043e\\n> \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA chaotic cloud of loose paper notes, chat bubbles and voice waveforms\\non the left flows through a precise geometric gate in the centre and\\nleaves on the right as a neat stack of identical, bound specification\\ndocuments, each linked by thin lines back to its source note.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n[\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0411\u043b\u043e\u043a 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f.**\\n\\n- \u041a\u043b\u0438\u0435\u043d\u0442 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u043c; \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u2014 \u0422\u0417, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443\\n  \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0432 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0435.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441: \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u043a\u043e\u0439\\n  \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\\n  \u0430\u043d\u0430\u043b\u0438\u0437 \u2192 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\\n\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u2192 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0441 \u0442\u043e\u0447\u043a\u0430\u043c\u0438, \u0433\u0434\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA relay race of four stylised figures passing a glowing document baton\\nalong a long corridor of server racks and contract folders; at every\\nhand-off a few fragments of the baton drift away into the dark.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 Mango](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0411\u043b\u043e\u043a 2. \u0411\u043e\u043b\u044c.** \u0424\u0430\u043a\u0442\u044b \u0438\u0437 \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0432\u0441\u0435\u0445 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`.\\n\\n- 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `M-1 = 0.0`.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c: \u0432 RUN-0015 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u044b \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\\n  NFR (5 \u043c\u0438\u043d, 100 \u043c\u0441, 2 \u0441, 24/7) \u2014 \u0432\u0441\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0441\u0435\u0442\u043a\u0430 \u0438\u0437 17 \u043c\u0438\u043d\u0438\u0430\u0442\u044e\u0440 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\\n\u0441\u043e\u0441\u0442\u0430\u0432\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432; \u043d\u0438 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeventeen specification documents laid out in a grid, each with a\\ndifferent internal skeleton of blocks and sections, none of them\\nmatching; a single empty template frame hovers above, unused.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n[\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- \u0421\u0442\u0430\u0440\u0442: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 (stepwise, oneshot, legacy) \u043d\u0430 13\\n  \u0437\u0430\u0434\u0430\u0447. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437\\n  24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432: \u043d\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0433\u0435\u0439\u0442\u0430.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435,\\n  \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n- \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0426\u0438\u0442\u0430\u0442\u0430 \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041f\u0440\u043e\u043c\u043f\u0442-only \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u044d\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u044b;\\n> \u043d\u0443\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430\u00bb.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\\n\u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA timeline running left to right: on the left a tangled heap of\\nhandwritten prompt cards, in the middle a forensic magnifying glass\\nover a row of numbered run folders, on the right a clean architectural\\nblueprint of connected blocks rising from the same folders.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\\n[\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\\n[ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\\n[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0411\u043b\u043e\u043a 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.**\\n\\n- \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: **\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442**.\\n  \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0417\u0430\u043a\u0440\u044b\u0442\u044b\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0438: 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f; \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n  \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430: \u0432\u0445\u043e\u0434 \u00d7 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u00d7 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u00d7 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u00d7 \u0430\u043a\u0442\u043e\u0440 \u2014\\n  \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0433\u0435\u0439\u0442 \u2014 \u0432\u044b\u0445\u043e\u0434 + \u0441\u043b\u0435\u0434.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430: \u043d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 (`MM-1`), \u043d\u0435\u0442 \u0433\u0435\u0439\u0442\u0430 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\\n  (`MM-2`), \u043a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u043d\u0435\u0441\u0451\u0442 \u0441\u043b\u0435\u0434 (`MM-3`), \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u0448\u0430\u0433\u0430\\n  (`MM-4`).\\n\\n> **\u0424\u043e\u0440\u043c\u0443\u043b\u0430:** `Artifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor \u2500\u2500\\n> Contract \u2500\u2500\u25b6 Gate \u2500\u2500\u25b6 Artifact_out + Trace`\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0447\u0435\u0442\u044b\u0440\u0451\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u043f\u0438\u0440\u0430\u043c\u0438\u0434\u0430 \u0441 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u0432 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0433\u0440\u0430\u043d\u0438.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nAn exploded architectural diagram of four stacked translucent layers:\\na product layer on top, a process layer, a layer of many small identical\\noperation cubes, and at the bottom a row of finished artefacts; thin\\nvertical threads connect every artefact back up to its operation and\\nproduct.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0411\u043b\u043e\u043a 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432.**\\n\\n- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435:** \u0440\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u043d\u0430 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445\\n  \u043a\u043b\u0430\u0441\u0441\u043e\u0432. \u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0432\u043e\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n- \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0432\u044b\u0431\u043e\u0440 \u2014 \u0447\u0435\u0440\u0435\u0437 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **Fail-closed:** \u043d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438\\n  \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n\\n> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\\n> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\\n> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u00ab\u043a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2192 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u2192\\n\u0440\u0438\u0441\u043a\u00bb (5 \u0441\u0442\u0440\u043e\u043a).\\n\\n| \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c | \u0420\u0438\u0441\u043a \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f |\\n| --- | --- | --- |\\n| \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 | \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c | \u043f\u0440\u043e\u043f\u0443\u0441\u043a |\\n| \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 | \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u043e\u0442\u0435\u0440\u044f \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 |\\n| \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n| \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0441\u0445\u0435\u043c\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 | \u043b\u043e\u0436\u043d\u043e\u0435 \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb |\\n| \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA human brain rendered as a loose, glowing nebula on the left; on the\\nright the same energy is split into five precise crystalline modules,\\neach sealed inside its own transparent inspection chamber with a\\nclosed lock that only opens when a checklist lights up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u0435 \u00ab\u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md),\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0411\u043b\u043e\u043a 5. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c.**\\n\\n1. **\u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f:** \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443\\n   `C-IN`; \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n2. **\u0421\u0432\u0435\u0440\u043a\u0430:** \u0444\u0430\u043a\u0442\u044b \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438 \u043a\u0435\u0439\u0441\u0430\u043c; \u043d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u0438\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f\u043c\u0438.\\n3. **\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443:** \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f\\n   API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430; \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n   \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n4. **\u0413\u0435\u0439\u0442\u044b:** `G-mach` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, `G-human` \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\\n   \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435 \u0432\u044b\u0431\u043e\u0440\u044b.\\n5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f:** \u043e\u0434\u0438\u043d \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0432\\n   \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** \u0434\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439\\n> Release \u2014 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d.\\n\\n**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432:**\\n\\n| \u042d\u0442\u0430\u043f | \u0421\u0442\u0430\u0442\u0443\u0441 |\\n| --- | --- |\\n| \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\\n| `G-mach`, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release | \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e |\\n| `G-human` | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0435\u0441\u0442\u044c, \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 |\\n| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA clean horizontal production line: raw crumpled requests enter on the\\nleft, pass a sorting station, a library shelf where each item is\\nstamped with a source tag, a golden mould that shapes identical\\ndocuments, a machine scanner gate, a human inspector's desk, and exit\\non the right as four neatly labelled output trays.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 BCREQ](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[RFC Working \u2192 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden),\\n[\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0413-16 \u043e \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c\u0435 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0411\u043b\u043e\u043a 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.**\\n\\n- **\u0421\u0435\u0439\u0447\u0430\u0441:** \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043d\u0430 \u0410\u0420\u041c \u0411\u0410 \u2014 GigaCode CLI \u0438 Cline + Mango AI.\\n  \u041e\u0434\u0438\u043d Source, \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430.\\n- **\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b:** \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b\\n  \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432 Cline \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c.\\n- **\u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430:** \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430.\\n- **\u0412\u0435\u043a\u0442\u043e\u0440:** runner \u043d\u0430 \u0410\u0420\u041c \u043a\u0430\u043a \u043b\u0438\u0434\u0435\u0440, \u0437\u0430\u0442\u0435\u043c \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0421\u0440\u0435\u0434\u0430 4 \u2014 \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e\\n  \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0438\u0441: \u0441\u0432\u043e\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0445\u0435\u0448\u0435\u0439, Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API.\\n\\n> **\u041f\u0440\u0438\u043d\u0446\u0438\u043f:** \u0430\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c\\n> (\u00abown your control flow\u00bb).\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0434\u0432\u0435 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u00ab\u0410\u0420\u041c \u0441\u0435\u0433\u043e\u0434\u043d\u044f\u00bb \u0438 \u00ab\u0421\u0440\u0435\u0434\u0430 4\u00bb; \u043e\u0431\u0449\u0438\u0439\\n\u0431\u043b\u043e\u043a \u044f\u0434\u0440\u0430 runner \u043f\u043e \u0446\u0435\u043d\u0442\u0440\u0443.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nOn the left a single analyst's desk with a laptop and a small engine\\nblock glowing on it; an arrow leads to the right where the very same\\nengine block is installed at the centre of a compact server room,\\nnow connected by clean cables to several desks and a secure vault.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[ADR-017: Source \u2192 Distribution \u2192 Runtime](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[ADR-018: \u0433\u0440\u0430\u043d\u0438\u0446\u0430 GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md),\\n[ADR-019: \u043f\u0438\u043b\u043e\u0442 Cline + Mango AI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0411\u043b\u043e\u043a 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0438 \u0441\u043b\u0435\u0434\u043e\u043c \u0434\u043e\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0433\u043b\u0430\u0437: `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, `M-2`\\n  \u043e\u0442\u043a\u0430\u0437\u044b `G-mach`, `M-3` \u043f\u0440\u0430\u0432\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 = 100%.\\n- \u041a\u0430\u0436\u0434\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 \u043d\u043e\u0440\u043c\u044b, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441\\n  \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n> **\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f:** \u0441\u0440\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u0435\u043d, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0432\u044b\u0448\u0435\\n> \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 0.0 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442\\n> \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0432\u043e\u0440\u043e\u043d\u043a\u0430 \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u043b\u0438\u043d\u0438\u0438 \u2192 \u043e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u2192\\n\u0421\u0410 / \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 / \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0438 \u0441\u0442\u0440\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a M-1\u2026M-4.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeveral different product streams of varied shapes enter a single\\nprecision-machined standard coupling; on the other side they leave as\\nidentical, perfectly fitting connectors that plug directly into three\\nreceiving machines representing analysis, development and a signed\\ncontract.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[ADR-017: \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0432 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[\u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u0427\u0442\u043e\u0431\u044b \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4, \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 1:** \u0434\u043e\u0441\u0442\u0443\u043f \u043a Mango AI \u043f\u043e OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0434\u043b\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0433\u043e\\n  runner'\u0430 \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0430.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 2:** \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 10 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 contact-center \u0441 \u0437\u0430\u043c\u0435\u0440\u043e\u043c\\n  `M-1`\u2026`M-4` \u0434\u043e \u0438 \u043f\u043e\u0441\u043b\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 3:** \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043c\u0435\u043d\u044c\u0448\u0435 95%\\n  \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\\n  \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0427\u0442\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n> **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n> \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nThree illuminated switches on a clean control panel, two already in\\nthe on position and one waiting; behind the panel a calm, well-lit\\nserver room is ready to power up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0441\u0440\u0435\u0434\u0430\u043c \u0438 \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\\n---\\n\\n## \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435. \u041a\u0430\u0440\u0442\u0430 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\\n\\n| \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c |\\n| --- | --- |\\n| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 | [`mango_ba_prompts/runs`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs), [\u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md) |\\n| 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u044b \u043f\u043e \u0434\u0435\u0444\u0435\u043a\u0442\u0430\u043c, 4 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) |\\n| `M-1 = 0.0`, 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440 | [\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md) |\\n| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 | [\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md) |\\n| \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b `MM-1`\u2026`MM-4` | [\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) |\\n| 31 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[\u0413-16](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md) |\\n| \u0423 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 n1\u2013n3 | [\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md) |\\n\",\n[2026-09-29T07:49:33.568Z] [INFO]     \"structuredPatch\": [],\n[2026-09-29T07:49:33.568Z] [INFO]     \"originalFile\": null,\n[2026-09-29T07:49:33.568Z] [INFO]     \"userModified\": false\n[2026-09-29T07:49:33.568Z] [INFO]   }\n[2026-09-29T07:49:33.568Z] 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\"cloudflare\",\n[2026-09-29T07:49:34.504Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:34.510Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:34.522Z] [STDOUT]   \"cf-ray\": \"a42964504d1bdbb5-FRA\",\n[2026-09-29T07:49:34.524Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:49:34.530Z] [STDOUT] [log_ff2eba] response parsed {\n[2026-09-29T07:49:34.544Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:34.548Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:34.551Z] [STDOUT]   body: X {\n[2026-09-29T07:49:34.554Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:49:34.558Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:49:34.561Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:49:34.565Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:49:34.578Z] [STDOUT]     },\n[2026-09-29T07:49:34.583Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:49:34.588Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:49:34.591Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:49:34.598Z] [STDOUT]   },\n[2026-09-29T07:49:34.600Z] [STDOUT]   durationMs: 867,\n[2026-09-29T07:49:34.603Z] [STDOUT] }\n[2026-09-29T07:49:34.699Z] [INFO] {\n[2026-09-29T07:49:34.699Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:34.699Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:34.699Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:49:34.699Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:34.699Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:34.699Z] [INFO]   \"uuid\": \"11676da1-ccbf-47b9-8997-be37e7a7c6c5\"\n[2026-09-29T07:49:34.699Z] [INFO] }\n[2026-09-29T07:49:35.729Z] [INFO] {\n[2026-09-29T07:49:35.729Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:35.729Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:35.729Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:49:35.729Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:35.729Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:35.729Z] [INFO]   \"uuid\": \"c39e379a-3481-47f5-b5e9-50ae9b052d70\"\n[2026-09-29T07:49:35.729Z] [INFO] }\n[2026-09-29T07:49:36.880Z] [INFO] {\n[2026-09-29T07:49:36.880Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:36.880Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:36.880Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:49:36.880Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:36.880Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:36.880Z] [INFO]   \"uuid\": \"548daaec-4e42-436e-a881-f3cd2705a32a\"\n[2026-09-29T07:49:36.880Z] [INFO] }\n[2026-09-29T07:49:37.981Z] [INFO] {\n[2026-09-29T07:49:37.981Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:37.981Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:37.981Z] [INFO]   \"estimated_tokens\": 450,\n[2026-09-29T07:49:37.981Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:37.981Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:37.981Z] [INFO]   \"uuid\": \"b7b70279-7902-43b5-a3b2-a55341681486\"\n[2026-09-29T07:49:37.981Z] [INFO] }\n[2026-09-29T07:49:38.110Z] [INFO] {\n[2026-09-29T07:49:38.110Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"message\": {\n[2026-09-29T07:49:38.110Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:38.110Z] [INFO]     \"id\": \"msg_011CfXN2bzdbKt5w2oCHh5Mk\",\n[2026-09-29T07:49:38.110Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:38.110Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:38.110Z] [INFO]     \"content\": [\n[2026-09-29T07:49:38.110Z] [INFO]       {\n[2026-09-29T07:49:38.110Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:49:38.110Z] [INFO]         \"text\": \"I wrote the full report to `/tmp/research-notes/mango_ba_prompts.md` and changed nothing in the repo. Every number below comes from the repo's files or git history. Two points first: the repo has no record of GigaCode or Cline at all, and it says outright that it has no golden set or evals yet.\\n\\n## Repo basics\\n- **Default branch:** `main` (checked via origin/HEAD), so links take the form `https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/`.\\n- **Commits:** 583 in total (174 merges, 409 others), from 53506bc on 2026-06-02 (\\\"Add files via upload\\\", README only) to 317a0a1 on 2026-09-28. Activity came in two bursts: June (267 commits) and August (269).\\n- **Authors:** konard, the AI issue-solver bot that turns GitHub issues into PRs, made 442 commits; Ivan Gulienko made 140. About 76% of commits are AI-authored under human-written tasks.\\n- **Structure:** it started as a spoke of the Hub repo `G-Ivan-A/hybrid-Intelligence-lab`. Main folders are `prompts/` (26 files), `patterns/` (7), `standards/` (20), `docs/` (ADRs, RFCs, reports), `kb/`, `runs/` (697 files), `scripts/` (60 validators and generators), `experiments/` (101), a `site/` web app, and CI in `.github/workflows/validate.yml`. The knowledge base moved to the sister repo `G-Ivan-A/mango-ba-ai-runtime` (issue #361, 2026-09-26).\\n\\n## Runs (counted with `ls -d runs/2026/RUN-*`)\\n- **Count:** 69 run folders, RUN-0001 to RUN-0069 with no gaps; each has a `metadata.yaml`.\\n- **Record layout:** `metadata.yaml`, `inputs/`, `outputs/`, `feedback/`, `logs/` (defined in `standards/runs-contract-standard.md`). 56 runs include a metrics block.\\n- **Type:** 48 are statistics-only (chat sessions recorded after the fact) and 21 are execution runs.\\n- **Status:** 37 draft, 19 \\\"works with edits\\\", 8 partial success, and only 2 marked success (RUN-0006, RUN-0060). Of the rest, one needs rework (RUN-0020), one is experimental and one is invalid (RUN-0063, later redone).\\n- **Dates:** run dates span 2026-04-10 to 2026-09-28. Git history only starts 2026-06-02, so the early runs were recorded afterwards from chat exports. For example, 25 exports became RUN-0030 to RUN-0054 in one commit (946e605).\\n- **Models:**\\n  - Early runs used the Qwen family in a web chat (qwen3.5\u20133.8, qwen3-max, qwen3-235b and others).\\n  - Later runs used the AI solver: claude-opus-5 (7 runs), claude-opus-5-5 (2), gpt-5.6-sol (4).\\n  - 10 runs don't record a model.\\n- **Authorship label:** it shifts from \\\"BA/AI\\\" to \\\"BA-IH + LLM\\\" to \\\"AI issue solver \u2026 \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410\\\" (\\\"by the BA's task statement\\\").\\n- **Task categories:**\\n  - Prompt experiments and self-tests.\\n  - Generating and validating functional requirements (FRs) for BCREQ tickets and integrations: amoCRM, Bitrix24, 1C, OkDesk, BPMSoft, IVR, speech analytics, mTalker, e-mail, HH.ru.\\n  - Clarifying questions and meeting-transcript analysis.\\n  - Tender spec feasibility checks: Utair.Chat, STT/TTS/NLU, BCREQ-1114.\\n  - HH.ru \u2194 Mango contact-centre gap analysis (RUN-0056 to 0060).\\n  - Link-review statistics (RUN-0061).\\n\\n**Aggregated metrics.** These are self-reported by each run in its own format, so they are not a benchmark.\\n- 41 hallucinations were logged across 11 runs, and 12 of them ended up in the final artifacts.\\n- Where quality was scored (10 runs), it is 3 in every run except RUN-0028, which scored 2. RUN-0014 never produced its target artifact (5 defects, success rate 0.25).\\n- Success rate is recorded in 19 runs: average about 0.67, range 0.25\u20131.0.\\n- RUN-0013 alone: 75 of 121 answers (0.62) were accepted by the BA without edits; it used 79.4M input tokens over 242 turns and 44 days.\\n- Across the runs that record them: about 62.1M dialog tokens (33 runs), about 103.5 active hours (41 runs), 1,095 episodes (42 runs), 53 BA edits (10 runs).\\n- **Data quality problem:** RUN-0025's token numbers match RUN-0015's, so one was probably copied from the other. Don't quote those two runs' token figures without checking.\\n- **Later structured runs:**\\n  - RUN-0057: 101 requirements checked, 64 covered (0.63), 16 questions for the vendor.\\n  - RUN-0066: 386 requirements (338 yes / 34 partial / 14 no), 702 individual citations.\\n  - RUN-0068: 22 requirements (3 / 7 / 11 / 1 blank); spec rows checked character by character against a SHA-256-pinned transcription of the source screenshots.\\n\\n## How it evolved (git log)\\n1. **Jun 2\u20135, bootstrap:** moved out of the Hub.\\n2. **Jun 10\u201311, from one PDF to a standard:** a single prompt file, \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).pdf\\\" (#54), was split into 23 standardized prompts (commit d8a4759, #56). A taxonomy of 13 cognitive operations \u00d7 9 BA processes followed (00d2072), plus prompt and pattern standards.\\n3. **Jun 13\u201316, method layer:** ADR-003 to ADR-010, including \\\"KB standard before RAG\\\" (ADR-007) and human gates (ADR-009, 1885f7d). **Turning point:** after the first real BA session (experiment 1027), prompt edits were rolled back to v0.1. From then on a prompt changes only via experiment \u2192 RFC \u2192 approval (2abf5e6, #101).\\n4. **Jun 17\u201320, infrastructure:** KB ingestion pipeline (#111), a CI regression validator, the `runs/` contract, and cascading context loading.\\n5. **Aug 17\u201322, measurement:** the vision was corrected to admit there are no evals (#263). RUN-0013 to 0029 were recorded in one day, followed by the metrics contract (#271), run types (#293), and a KB anti-hallucination cross-check (#310: 9,531 key tokens checked, 0 unconfirmed, plus a negative test).\\n6. **Aug 23\u201328, integration standard:** run templates as GitHub issue forms (#323). ADR-011 (1dcca69) introduced two output levels: L1 (one page for the customer) and L4 (detailed evidence for BA, SA and developers).\\n7. **Aug 31\u2013Sep 3, fail-closed citations and root-cause analysis:** a flawed run was reverted, page citations are now verified, and an A/B root-cause analysis was published (00295d5).\\n8. **Sep 26\u201328:** the KB moved to the runtime repo, and RUN-0068/0069 were checked against the source character by character.\\n\\n## Documented failure modes (strongest slide material)\\n- **A/B test on 65 identical rows** (`docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md`), gpt-5.6-sol (RUN-0065) vs claude-opus-5 (RUN-0066):\\n\\n  | Measure | RUN-0065 | RUN-0066 |\\n  |---|---|---|\\n  | Correct verdicts | 47.7% | 100% |\\n  | Correct page citations | 37.8% | 64/64 |\\n  | Hallucinated page numbers | 43.1% | 0% |\\n\\n  The cause was page numbers kept in a hand-made lookup table, while the validator only checked the link's format, not its content.\\n- **KB assessment error analysis** (issue #349): one run narrowed the source of truth to 3 modules and so reported \\\"missing data\\\" as \\\"missing capability\\\". In both flawed runs the validators \\\"\u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443\\\" (\\\"locked the error in\\\"). New rule: search the whole KB index first, then only trusted Mango web domains, and answer \\\"\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\\\" (\\\"no data\\\") only with an escalation log.\\n- **RUN-0064 error analysis:** 8 errors \u2014 3 contract violations, 2 missing contracts, 2 ambiguous prompts, 1 technical limit. Examples:\\n  - Features that already exist were written up as new requirements.\\n  - A hypothesis was presented as fact.\\n  - A screenshot showing \\\"\u0421\u043a\u0430\u0447\u0430\u0442\u044c: CSV\\\" was ignored.\\n  - The run stopped at questions with no final FR.\\n\\n  Root cause: no gate between \\\"current state\\\" and \\\"required change\\\". Fix: a mandatory chain SSOT \u2192 current state \u2192 delta \u2192 FR \u2192 acceptance criterion, which blocks (fail-closed) when the source is empty.\\n- **Hallucinated standard:** \\\"\u0413\u041e\u0421\u0422 34.602-2015 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\\" (\\\"GOST 34.602-2015 does not exist\\\"), in `kb/practices/source-backed-analysis.md`.\\n- **Honest gap:** \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\" (\\\"evals and golden set are missing\\\"), in `README.md`, `ai-governance/ai-governance.md:90` and `pr-ops/BACKLOG.md:324`. Many runs are explicitly labelled \\\"\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f golden case\\\" (\\\"not a golden case\\\").\\n- **Governing rule:** every BA operation must have a checklist, an eval metric or a human gate; \\\"\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0439\\\" (\\\"an operation without a verification process is considered incomplete\\\").\\n\\n## Target pipeline, mapped to repo artifacts\\n- **Normalizing input:** ADR-011 steps 1\u20132 (download the spec, record a checksum, split it into numbered sub-items with verbatim quotes). RUN-0068 adds a transcription file with SHA-256 per screenshot and a validator that fails on a single-character change.\\n- **Checking against documentation:** a citation format pinned to a specific KB commit, a quote checker (0 mismatches), and cross-checking PDF text extraction with two libraries.\\n- **Generating from templates with source links:** the 26 prompts and 7 patterns, whose frontmatter fixes temperature at 0.1. There is no formal golden set; instead some outputs are named as the reference (RUN-0060's L4 report is \\\"\u044d\u0442\u0430\u043b\u043e\u043d \u0444\u043e\u0440\u043c\u044b L4\\\", the reference form; RUN-0066 is the reference in the A/B study).\\n- **Human gate:** ADR-009 defines three gates \u2014 G1 (requirement structure), G2 (risk sign-off), G3 (approval and baselining) \u2014 and rule B3 says they \\\"\u041d\u0415 \u0414\u041e\u041b\u0416\u041d\u042b \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 LLM\\\" (\\\"must not be passed automatically by an LLM\\\"). The quick rules state \\\"Structured = fail-closed \u2026 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 human review\\\" (\\\"requests human review\\\"). RUN-0060 includes `human-review-checklist.md`.\\n- **Handing off to development:** ADR-011's L1 is one page for the customer (no JSON or API names allowed); L4 is for BA, SA and developers (JSON, diagrams, mappings). RUN-0060's L4 has 10 FR sections, 27 spec sub-items, 11 activity diagrams and 53 source footnotes. **I found no Jira or task-tracker export.**\\n\\n## Where it runs\\n- GigaCode and Cline appear nowhere in this repo, so their use can't be shown from it. Your working repo's backlog items B-219 to B-222 mention a GigaCode guide, but I didn't look into that.\\n- Early runs used the Qwen web chat: \\\"qwen3.7-plus \u2026 \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\\\" in RUN-0014, and \\\"\u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0447\u0430\u0442 (Qwen, auto_search: true) \u0431\u0435\u0437 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\\" (\\\"external chat \u2026 with no KB connected\\\") in RUN-0018.\\n- Later runs used the GitHub issue \u2192 PR AI solver with Claude Code (RUN-0067) and OpenAI Codex (RUN-0064, redacted trace in `docs/report/evidence/`).\\n- Supporting tools: local Python validators, a Makefile, GitHub Actions CI, and a GitHub Pages site.\\n\\n## Not determined\\n- There are no evals or golden-set results anywhere to cite.\\n- Metrics are self-reported in mixed formats (quality appears to be on a 1\u20135 scale, but this isn't stated), so any cross-run average is only indicative.\"\n[2026-09-29T07:49:38.110Z] [INFO]       }\n[2026-09-29T07:49:38.110Z] [INFO]     ],\n[2026-09-29T07:49:38.110Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:38.110Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:38.110Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:38.110Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:38.110Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:38.110Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:38.110Z] [INFO]       \"cache_creation_input_tokens\": 7044,\n[2026-09-29T07:49:38.110Z] [INFO]       \"cache_read_input_tokens\": 21859,\n[2026-09-29T07:49:38.110Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:38.110Z] [INFO]         \"ephemeral_5m_input_tokens\": 7044,\n[2026-09-29T07:49:38.110Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:49:38.110Z] [INFO]       },\n[2026-09-29T07:49:38.110Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:49:38.110Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:38.110Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:38.110Z] [INFO]     },\n[2026-09-29T07:49:38.110Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:38.110Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:38.110Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:38.110Z] [INFO]   },\n[2026-09-29T07:49:38.110Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"uuid\": \"e62404fd-2569-429d-ad18-2e14a3f6cd58\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:38.103Z\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"request_id\": \"req_011CfXN2aZpWyfv3aX5Lqazv\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:49:38.110Z] [INFO] }\n[2026-09-29T07:49:38.124Z] [INFO] {\n[2026-09-29T07:49:38.124Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:49:38.124Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:49:38.124Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:49:38.124Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:49:38.124Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:49:38.124Z] [INFO]     \"utilization\": 0.77,\n[2026-09-29T07:49:38.124Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:49:38.124Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:49:38.124Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:49:38.124Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:49:38.124Z] [INFO]         \"utilization\": 0.38,\n[2026-09-29T07:49:38.124Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:49:38.124Z] [INFO]       },\n[2026-09-29T07:49:38.124Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:49:38.124Z] [INFO]         \"utilization\": 0.77,\n[2026-09-29T07:49:38.124Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:49:38.124Z] [INFO]       }\n[2026-09-29T07:49:38.124Z] [INFO]     }\n[2026-09-29T07:49:38.124Z] [INFO]   },\n[2026-09-29T07:49:38.124Z] [INFO]   \"uuid\": \"71405d22-f657-4e82-9acc-5fc5925d1b34\",\n[2026-09-29T07:49:38.124Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:49:38.124Z] [INFO] }\n[2026-09-29T07:49:38.143Z] [INFO] {\n[2026-09-29T07:49:38.143Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:38.143Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T07:49:38.143Z] [INFO]   \"tasks\": [\n[2026-09-29T07:49:38.143Z] [INFO]     {\n[2026-09-29T07:49:38.143Z] [INFO]       \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:49:38.143Z] [INFO]       \"task_type\": \"local_agent\",\n[2026-09-29T07:49:38.143Z] [INFO]       \"description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:49:38.143Z] [INFO]     }\n[2026-09-29T07:49:38.143Z] [INFO]   ],\n[2026-09-29T07:49:38.143Z] [INFO]   \"uuid\": \"de25faa2-f9eb-4362-b9e5-70eb13f1ac5a\",\n[2026-09-29T07:49:38.143Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:49:38.143Z] [INFO] }\n[2026-09-29T07:49:38.146Z] [INFO] {\n[2026-09-29T07:49:38.146Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:38.146Z] [INFO]   \"subtype\": \"task_updated\",\n[2026-09-29T07:49:38.146Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:49:38.146Z] [INFO]   \"patch\": {\n[2026-09-29T07:49:38.146Z] [INFO]     \"status\": \"completed\",\n[2026-09-29T07:49:38.146Z] [INFO]     \"end_time\": 1790668178137\n[2026-09-29T07:49:38.146Z] [INFO]   },\n[2026-09-29T07:49:38.146Z] [INFO]   \"uuid\": \"fd125a4b-e68a-450a-b672-bd4f49b91b35\",\n[2026-09-29T07:49:38.146Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:49:38.146Z] [INFO] }\n[2026-09-29T07:49:38.155Z] [INFO] {\n[2026-09-29T07:49:38.155Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"output_file\": \"/tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/aadf7f40500b72ce3.output\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"summary\": \"I wrote the full report to `/tmp/research-notes/mango_ba_prompts.md` and changed nothing in the repo. Every number below comes from the repo's files or git history. Two points first: the repo has no record of GigaCode or Cline at all, and it says outright that it has no golden set or evals yet.\\n\\n## Repo basics\\n- **Default branch:** `main` (checked via origin/HEAD), so links take the form `https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/`.\\n- **Commits:** 583 in total (174 merges, 409 others), from 53506bc on 2026-06-02 (\\\"Add files via upload\\\", README only) to 317a0a1 on 2026-09-28. Activity came in two bursts: June (267 commits) and August (269).\\n- **Authors:** konard, the AI issue-solver bot that turns GitHub issues into PRs, made 442 commits; Ivan Gulienko made 140. About 76% of commits are AI-authored under human-written tasks.\\n- **Structure:** it started as a spoke of the Hub repo `G-Ivan-A/hybrid-Intelligence-lab`. Main folders are `prompts/` (26 files), `patterns/` (7), `standards/` (20), `docs/` (ADRs, RFCs, reports), `kb/`, `runs/` (697 files), `scripts/` (60 validators and generators), `experiments/` (101), a `site/` web app, and CI in `.github/workflows/validate.yml`. The knowledge base moved to the sister repo `G-Ivan-A/mango-ba-ai-runtime` (issue #361, 2026-09-26).\\n\\n## Runs (counted with `ls -d runs/2026/RUN-*`)\\n- **Count:** 69 run folders, RUN-0001 to RUN-0069 with no gaps; each has a `metadata.yaml`.\\n- **Record layout:** `metadata.yaml`, `inputs/`, `outputs/`, `feedback/`, `logs/` (defined in `standards/runs-contract-standard.md`). 56 runs include a metrics block.\\n- **Type:** 48 are statistics-only (chat sessions recorded after the fact) and 21 are execution runs.\\n- **Status:** 37 draft, 19 \\\"works with edits\\\", 8 partial success, and only 2 marked success (RUN-0006, RUN-0060). Of the rest, one needs rework (RUN-0020), one is experimental and one is invalid (RUN-0063, later redone).\\n- **Dates:** run dates span 2026-04-10 to 2026-09-28. Git history only starts 2026-06-02, so the early runs were recorded afterwards from chat exports. For example, 25 exports became RUN-0030 to RUN-0054 in one commit (946e605).\\n- **Models:**\\n  - Early runs used the Qwen family in a web chat (qwen3.5\u20133.8, qwen3-max, qwen3-235b and others).\\n  - Later runs used the AI solver: claude-opus-5 (7 runs), claude-opus-5-5 (2), gpt-5.6-sol (4).\\n  - 10 runs don't record a model.\\n- **Authorship label:** it shifts from \\\"BA/AI\\\" to \\\"BA-IH + LLM\\\" to \\\"AI issue solver \u2026 \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410\\\" (\\\"by the BA's task statement\\\").\\n- **Task categories:**\\n  - Prompt experiments and self-tests.\\n  - Generating and validating functional requirements (FRs) for BCREQ tickets and integrations: amoCRM, Bitrix24, 1C, OkDesk, BPMSoft, IVR, speech analytics, mTalker, e-mail, HH.ru.\\n  - Clarifying questions and meeting-transcript analysis.\\n  - Tender spec feasibility checks: Utair.Chat, STT/TTS/NLU, BCREQ-1114.\\n  - HH.ru \u2194 Mango contact-centre gap analysis (RUN-0056 to 0060).\\n  - Link-review statistics (RUN-0061).\\n\\n**Aggregated metrics.** These are self-reported by each run in its own format, so they are not a benchmark.\\n- 41 hallucinations were logged across 11 runs, and 12 of them ended up in the final artifacts.\\n- Where quality was scored (10 runs), it is 3 in every run except RUN-0028, which scored 2. RUN-0014 never produced its target artifact (5 defects, success rate 0.25).\\n- Success rate is recorded in 19 runs: average about 0.67, range 0.25\u20131.0.\\n- RUN-0013 alone: 75 of 121 answers (0.62) were accepted by the BA without edits; it used 79.4M input tokens over 242 turns and 44 days.\\n- Across the runs that record them: about 62.1M dialog tokens (33 runs), about 103.5 active hours (41 runs), 1,095 episodes (42 runs), 53 BA edits (10 runs).\\n- **Data quality problem:** RUN-0025's token numbers match RUN-0015's, so one was probably copied from the other. Don't quote those two runs' token figures without checking.\\n- **Later structured runs:**\\n  - RUN-0057: 101 requirements checked, 64 covered (0.63), 16 questions for the vendor.\\n  - RUN-0066: 386 requirements (338 yes / 34 partial / 14 no), 702 individual citations.\\n  - RUN-0068: 22 requirements (3 / 7 / 11 / 1 blank); spec rows checked character by character against a SHA-256-pinned transcription of the source screenshots.\\n\\n## How it evolved (git log)\\n1. **Jun 2\u20135, bootstrap:** moved out of the Hub.\\n2. **Jun 10\u201311, from one PDF to a standard:** a single prompt file, \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).pdf\\\" (#54), was split into 23 standardized prompts (commit d8a4759, #56). A taxonomy of 13 cognitive operations \u00d7 9 BA processes followed (00d2072), plus prompt and pattern standards.\\n3. **Jun 13\u201316, method layer:** ADR-003 to ADR-010, including \\\"KB standard before RAG\\\" (ADR-007) and human gates (ADR-009, 1885f7d). **Turning point:** after the first real BA session (experiment 1027), prompt edits were rolled back to v0.1. From then on a prompt changes only via experiment \u2192 RFC \u2192 approval (2abf5e6, #101).\\n4. **Jun 17\u201320, infrastructure:** KB ingestion pipeline (#111), a CI regression validator, the `runs/` contract, and cascading context loading.\\n5. **Aug 17\u201322, measurement:** the vision was corrected to admit there are no evals (#263). RUN-0013 to 0029 were recorded in one day, followed by the metrics contract (#271), run types (#293), and a KB anti-hallucination cross-check (#310: 9,531 key tokens checked, 0 unconfirmed, plus a negative test).\\n6. **Aug 23\u201328, integration standard:** run templates as GitHub issue forms (#323). ADR-011 (1dcca69) introduced two output levels: L1 (one page for the customer) and L4 (detailed evidence for BA, SA and developers).\\n7. **Aug 31\u2013Sep 3, fail-closed citations and root-cause analysis:** a flawed run was reverted, page citations are now verified, and an A/B root-cause analysis was published (00295d5).\\n8. **Sep 26\u201328:** the KB moved to the runtime repo, and RUN-0068/0069 were checked against the source character by character.\\n\\n## Documented failure modes (strongest slide material)\\n- **A/B test on 65 identical rows** (`docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md`), gpt-5.6-sol (RUN-0065) vs claude-opus-5 (RUN-0066):\\n\\n  | Measure | RUN-0065 | RUN-0066 |\\n  |---|---|---|\\n  | Correct verdicts | 47.7% | 100% |\\n  | Correct page citations | 37.8% | 64/64 |\\n  | Hallucinated page numbers | 43.1% | 0% |\\n\\n  The cause was page numbers kept in a hand-made lookup table, while the validator only checked the link's format, not its content.\\n- **KB assessment error analysis** (issue #349): one run narrowed the source of truth to 3 modules and so reported \\\"missing data\\\" as \\\"missing capability\\\". In both flawed runs the validators \\\"\u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443\\\" (\\\"locked the error in\\\"). New rule: search the whole KB index first, then only trusted Mango web domains, and answer \\\"\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\\\" (\\\"no data\\\") only with an escalation log.\\n- **RUN-0064 error analysis:** 8 errors \u2014 3 contract violations, 2 missing contracts, 2 ambiguous prompts, 1 technical limit. Examples:\\n  - Features that already exist were written up as new requirements.\\n  - A hypothesis was presented as fact.\\n  - A screenshot showing \\\"\u0421\u043a\u0430\u0447\u0430\u0442\u044c: CSV\\\" was ignored.\\n  - The run stopped at questions with no final FR.\\n\\n  Root cause: no gate between \\\"current state\\\" and \\\"required change\\\". Fix: a mandatory chain SSOT \u2192 current state \u2192 delta \u2192 FR \u2192 acceptance criterion, which blocks (fail-closed) when the source is empty.\\n- **Hallucinated standard:** \\\"\u0413\u041e\u0421\u0422 34.602-2015 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\\" (\\\"GOST 34.602-2015 does not exist\\\"), in `kb/practices/source-backed-analysis.md`.\\n- **Honest gap:** \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\" (\\\"evals and golden set are missing\\\"), in `README.md`, `ai-governance/ai-governance.md:90` and `pr-ops/BACKLOG.md:324`. Many runs are explicitly labelled \\\"\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f golden case\\\" (\\\"not a golden case\\\").\\n- **Governing rule:** every BA operation must have a checklist, an eval metric or a human gate; \\\"\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0439\\\" (\\\"an operation without a verification process is considered incomplete\\\").\\n\\n## Target pipeline, mapped to repo artifacts\\n- **Normalizing input:** ADR-011 steps 1\u20132 (download the spec, record a checksum, split it into numbered sub-items with verbatim quotes). RUN-0068 adds a transcription file with SHA-256 per screenshot and a validator that fails on a single-character change.\\n- **Checking against documentation:** a citation format pinned to a specific KB commit, a quote checker (0 mismatches), and cross-checking PDF text extraction with two libraries.\\n- **Generating from templates with source links:** the 26 prompts and 7 patterns, whose frontmatter fixes temperature at 0.1. There is no formal golden set; instead some outputs are named as the reference (RUN-0060's L4 report is \\\"\u044d\u0442\u0430\u043b\u043e\u043d \u0444\u043e\u0440\u043c\u044b L4\\\", the reference form; RUN-0066 is the reference in the A/B study).\\n- **Human gate:** ADR-009 defines three gates \u2014 G1 (requirement structure), G2 (risk sign-off), G3 (approval and baselining) \u2014 and rule B3 says they \\\"\u041d\u0415 \u0414\u041e\u041b\u0416\u041d\u042b \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 LLM\\\" (\\\"must not be passed automatically by an LLM\\\"). The quick rules state \\\"Structured = fail-closed \u2026 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 human review\\\" (\\\"requests human review\\\"). RUN-0060 includes `human-review-checklist.md`.\\n- **Handing off to development:** ADR-011's L1 is one page for the customer (no JSON or API names allowed); L4 is for BA, SA and developers (JSON, diagrams, mappings). RUN-0060's L4 has 10 FR sections, 27 spec sub-items, 11 activity diagrams and 53 source footnotes. **I found no Jira or task-tracker export.**\\n\\n## Where it runs\\n- GigaCode and Cline appear nowhere in this repo, so their use can't be shown from it. Your working repo's backlog items B-219 to B-222 mention a GigaCode guide, but I didn't look into that.\\n- Early runs used the Qwen web chat: \\\"qwen3.7-plus \u2026 \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\\\" in RUN-0014, and \\\"\u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0447\u0430\u0442 (Qwen, auto_search: true) \u0431\u0435\u0437 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\\" (\\\"external chat \u2026 with no KB connected\\\") in RUN-0018.\\n- Later runs used the GitHub issue \u2192 PR AI solver with Claude Code (RUN-0067) and OpenAI Codex (RUN-0064, redacted trace in `docs/report/evidence/`).\\n- Supporting tools: local Python validators, a Makefile, GitHub Actions CI, and a GitHub Pages site.\\n\\n## Not determined\\n- There are no evals or golden-set results anywhere to cite.\\n- Metrics are self-reported in mixed formats (quality appears to be on a 1\u20135 scale, but this isn't stated), so any cross-run average is only indicative.\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"usage\": {\n[2026-09-29T07:49:38.155Z] [INFO]     \"total_tokens\": 33332,\n[2026-09-29T07:49:38.155Z] [INFO]     \"tool_uses\": 33,\n[2026-09-29T07:49:38.155Z] [INFO]     \"duration_ms\": 315840\n[2026-09-29T07:49:38.155Z] [INFO]   },\n[2026-09-29T07:49:38.155Z] [INFO]   \"uuid\": \"a7d3991b-1b83-472d-a3b8-b645e6ab9b07\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:49:38.155Z] [INFO] }\n[2026-09-29T07:49:38.165Z] [INFO] \ud83e\udd16 Sub-agent \"Analyze mango_ba_prompts history\" completed: 33332 total tokens\n[2026-09-29T07:49:39.484Z] [INFO] {\n[2026-09-29T07:49:39.484Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:39.484Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:39.484Z] [INFO]   \"estimated_tokens\": 600,\n[2026-09-29T07:49:39.484Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:39.484Z] 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research\"\n[2026-09-29T07:49:40.963Z] [INFO] }\n[2026-09-29T07:49:42.412Z] [INFO] {\n[2026-09-29T07:49:42.412Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:42.412Z] [INFO]   \"message\": {\n[2026-09-29T07:49:42.412Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:42.412Z] [INFO]     \"id\": \"msg_011CfXN53rgz4g9R6qiruH7q\",\n[2026-09-29T07:49:42.412Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:42.412Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:42.412Z] [INFO]     \"content\": [\n[2026-09-29T07:49:42.412Z] [INFO]       {\n[2026-09-29T07:49:42.412Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:49:42.412Z] [INFO]         \"id\": \"toolu_017DtjUMtKabwGkRr5xABHFY\",\n[2026-09-29T07:49:42.412Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:49:42.412Z] [INFO]         \"input\": {\n[2026-09-29T07:49:42.412Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; ls docs/adr | grep -E \\\"013|014\\\"; F=projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md; grep -n -i \\\"\u043f\u0440\u043e\u043c\u043f\u0442\\\" $F | head -15 | cut -c1-300; grep -n \\\"RUN-0059\\\\|RUN-0060\\\" $F | head -6 | cut -c1-400; grep -c \\\"^  - id\\\\|^- id\\\" projects/ba-ai-process/ba-meta-model/product-taxonomy/*.yaml\",\n[2026-09-29T07:49:42.412Z] [INFO]           \"description\": \"Verify ADR paths, quotes and run facts\"\n[2026-09-29T07:49:42.412Z] [INFO]         },\n[2026-09-29T07:49:42.412Z] [INFO]         \"caller\": {\n[2026-09-29T07:49:42.412Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:49:42.412Z] [INFO]         }\n[2026-09-29T07:49:42.412Z] [INFO]       }\n[2026-09-29T07:49:42.412Z] [INFO]     ],\n[2026-09-29T07:49:42.412Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:42.412Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:42.412Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:42.412Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:42.412Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:42.412Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:42.412Z] [INFO]       \"cache_creation_input_tokens\": 11322,\n[2026-09-29T07:49:42.412Z] [INFO]       \"cache_read_input_tokens\": 62053,\n[2026-09-29T07:49:42.412Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:42.412Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:49:42.412Z] [INFO]         \"ephemeral_1h_input_tokens\": 11322\n[2026-09-29T07:49:42.412Z] [INFO]       },\n[2026-09-29T07:49:42.412Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:49:42.412Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:42.412Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:42.412Z] [INFO]     },\n[2026-09-29T07:49:42.412Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:42.412Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:42.412Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:42.412Z] [INFO]   },\n[2026-09-29T07:49:42.412Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:42.412Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:42.412Z] [INFO]   \"uuid\": \"8e88e438-f9dd-4af1-b7de-ab40bad8b653\",\n[2026-09-29T07:49:42.412Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:42.404Z\",\n[2026-09-29T07:49:42.412Z] [INFO]   \"request_id\": \"req_011CfXN53RQFrsSZHdNHJ8Aw\",\n[2026-09-29T07:49:42.412Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:49:42.412Z] [INFO]     \"toolu_017DtjUMtKabwGkRr5xABHFY\": {\n[2026-09-29T07:49:42.412Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; ls docs/adr | grep -E \\\"013|014\\\"; F=projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md; grep -n -i \\\"\u043f\u0440\u043e\u043c\u043f\u0442\\\" $F | head -15 | cut -c1-300; grep -n \\\"RUN-0059\\\\|RUN-0060\\\" $F | head -6 | cut -c1-400; grep -c \\\"^  - id\\\\|^- id\\\" projects/ba-ai-process/ba-meta-model/product-taxonomy/*.yaml\",\n[2026-09-29T07:49:42.412Z] [INFO]       \"description\": \"Verify ADR paths, quotes and run facts\"\n[2026-09-29T07:49:42.412Z] [INFO]     }\n[2026-09-29T07:49:42.412Z] [INFO]   }\n[2026-09-29T07:49:42.412Z] [INFO] }\n[2026-09-29T07:49:44.115Z] [INFO] {\n[2026-09-29T07:49:44.115Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:49:44.115Z] [INFO]   \"message\": {\n[2026-09-29T07:49:44.115Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:49:44.115Z] [INFO]     \"content\": [\n[2026-09-29T07:49:44.115Z] [INFO]       {\n[2026-09-29T07:49:44.115Z] [INFO]         \"tool_use_id\": \"toolu_017DtjUMtKabwGkRr5xABHFY\",\n[2026-09-29T07:49:44.115Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:49:44.115Z] [INFO]         \"content\": \"2026-09-adr-013-run-modes-deprecation.md\\n2026-09-adr-014-legacy-evidence-not-baseline.md\\n125:| RUN-0059 | \u041d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 Mango endpoints \u0438 JSON \u043d\u0435 \u0431\u044b\u043b\u0438 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043d\u044b; \u043f\u0440\u043e\u0431\u0435\u043b \u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c gap. | Fail-closed \u043f\u043e\u043b\u0435\u0437\u043d\u0435\u0435 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u044b \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. |\\n126:| RUN-0060 | 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 source anchors; \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b, \u043e\u0434\u0438\u043d verdict \u043f\u043e\u043d\u0438\u0436\u0435\u043d. | Reproducible index \u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u043e\u043b\u0436\u043d\u044b \u0443\u043c\u0435\u0442\u044c \u0443\u0445\u0443\u0434\u0448\u0430\u0442\u044c \u043f\u0440\u0435\u0436\u043d\u0438\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n360:- `[BCREQ-765 / RUN-0059]` HH.ru\u2194Mango architecture spike\\n361:- `[BCREQ-765 / RUN-0060]` combined HH.ru L4 report\\nprojects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml:0\\nprojects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml:0\",\n[2026-09-29T07:49:44.115Z] [INFO]         \"is_error\": false\n[2026-09-29T07:49:44.115Z] [INFO]       }\n[2026-09-29T07:49:44.115Z] [INFO]     ]\n[2026-09-29T07:49:44.115Z] [INFO]   },\n[2026-09-29T07:49:44.115Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:44.115Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:44.115Z] [INFO]   \"uuid\": \"fd92c024-1443-4ab8-ab54-1811e88cb2b8\",\n[2026-09-29T07:49:44.115Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:44.109Z\",\n[2026-09-29T07:49:44.115Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:49:44.115Z] [INFO]     \"stdout\": \"2026-09-adr-013-run-modes-deprecation.md\\n2026-09-adr-014-legacy-evidence-not-baseline.md\\n125:| RUN-0059 | \u041d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 Mango endpoints \u0438 JSON \u043d\u0435 \u0431\u044b\u043b\u0438 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043d\u044b; \u043f\u0440\u043e\u0431\u0435\u043b \u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c gap. | Fail-closed \u043f\u043e\u043b\u0435\u0437\u043d\u0435\u0435 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u044b \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. |\\n126:| RUN-0060 | 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 source anchors; \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b, \u043e\u0434\u0438\u043d verdict \u043f\u043e\u043d\u0438\u0436\u0435\u043d. | Reproducible index \u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u043e\u043b\u0436\u043d\u044b \u0443\u043c\u0435\u0442\u044c \u0443\u0445\u0443\u0434\u0448\u0430\u0442\u044c \u043f\u0440\u0435\u0436\u043d\u0438\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n360:- `[BCREQ-765 / RUN-0059]` HH.ru\u2194Mango architecture spike\\n361:- `[BCREQ-765 / RUN-0060]` combined HH.ru L4 report\\nprojects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml:0\\nprojects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml:0\",\n[2026-09-29T07:49:44.115Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:49:44.115Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:49:44.115Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:49:44.115Z] [INFO]     \"returnCodeInterpretation\": \"No matches found\",\n[2026-09-29T07:49:44.115Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:49:44.115Z] [INFO]   }\n[2026-09-29T07:49:44.115Z] [INFO] }\n[2026-09-29T07:49:44.185Z] [STDOUT] [log_53d4c6] sending request {\n[2026-09-29T07:49:44.189Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:49:44.195Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:44.207Z] [STDOUT]   options: {\n[2026-09-29T07:49:44.210Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:49:44.213Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:49:44.218Z] [STDOUT]     body: {\n[2026-09-29T07:49:44.223Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:49:44.241Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:49:44.248Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:49:44.255Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:49:44.257Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:49:44.259Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:49:44.261Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:49:44.264Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:49:44.266Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:49:44.268Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:49:44.270Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:49:44.272Z] [STDOUT]       stream: true,\n[2026-09-29T07:49:44.274Z] [STDOUT]     },\n[2026-09-29T07:49:44.276Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:49:44.279Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:49:44.281Z] [STDOUT]       aborted: false,\n[2026-09-29T07:49:44.283Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:49:44.284Z] [STDOUT]       onabort: null,\n[2026-09-29T07:49:44.286Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:49:44.292Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:49:44.294Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:49:44.295Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:49:44.297Z] [STDOUT]     },\n[2026-09-29T07:49:44.299Z] [STDOUT]     stream: true,\n[2026-09-29T07:49:44.301Z] [STDOUT]   },\n[2026-09-29T07:49:44.304Z] [STDOUT]   headers: {\n[2026-09-29T07:49:44.306Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:49:44.308Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:49:44.311Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:49:44.313Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:49:44.315Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:49:44.317Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:49:44.318Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:49:44.320Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:49:44.321Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:49:44.323Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1677\",\n[2026-09-29T07:49:44.324Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:49:44.326Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:49:44.328Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:44.330Z] [STDOUT]     \"x-client-request-id\": \"025d35b1-312c-4bdb-9092-fa7225a11c8c\",\n[2026-09-29T07:49:44.332Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:49:44.333Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:49:44.335Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:49:44.339Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:49:44.353Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:49:44.365Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:49:44.373Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:49:44.374Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:49:44.378Z] [STDOUT]   },\n[2026-09-29T07:49:44.381Z] [STDOUT] }\n[2026-09-29T07:49:44.969Z] [STDOUT] [log_53d4c6, request-id: \"req_011CfXN5sxAHrJ87BXUsKEdj\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 783ms\n[2026-09-29T07:49:44.981Z] [STDOUT] [log_53d4c6] response start {\n[2026-09-29T07:49:44.985Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:44.988Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:44.993Z] [STDOUT]   headers: {\n[2026-09-29T07:49:44.995Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:44.997Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:45.003Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:45.012Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:45.018Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:45.021Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:45.027Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:45.035Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:45.045Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:45.049Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:45.052Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:45.056Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:45.060Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:45.064Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:45.067Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:45.070Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:45.074Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:45.079Z] [STDOUT]     \"cf-ray\": \"a429649739b729ad-FRA\",\n[2026-09-29T07:49:45.082Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:49:45.084Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:45.089Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:45.093Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:45.097Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:49:44 GMT\",\n[2026-09-29T07:49:45.104Z] [STDOUT]     \"request-id\": \"req_011CfXN5sxAHrJ87BXUsKEdj\",\n[2026-09-29T07:49:45.113Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:49:45.138Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:45.146Z] [STDOUT]     traceresponse: \"00-0ec9a94b673e09dda94eebd7f2406edf-3a3a07a5cb03ec70-01\",\n[2026-09-29T07:49:45.151Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:45.158Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:49:45.161Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:45.167Z] [STDOUT]   },\n[2026-09-29T07:49:45.169Z] [STDOUT]   durationMs: 783,\n[2026-09-29T07:49:45.171Z] [STDOUT] }\n[2026-09-29T07:49:45.173Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:49:45.175Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:49:44 GMT\",\n[2026-09-29T07:49:45.179Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:45.183Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:45.185Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:49:45.187Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:45.189Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:45.191Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:45.193Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:49:45.201Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:45.204Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:45.209Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:45.211Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:45.215Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:45.221Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:45.235Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:45.240Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:45.249Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:45.257Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:45.259Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:45.261Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:45.265Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:45.267Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:45.269Z] [STDOUT]   \"request-id\": \"req_011CfXN5sxAHrJ87BXUsKEdj\",\n[2026-09-29T07:49:45.271Z] [STDOUT]   \"traceresponse\": \"00-0ec9a94b673e09dda94eebd7f2406edf-3a3a07a5cb03ec70-01\",\n[2026-09-29T07:49:45.272Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:45.274Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:45.276Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:49:45.277Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:45.280Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:45.287Z] [STDOUT]   \"cf-ray\": \"a429649739b729ad-FRA\",\n[2026-09-29T07:49:45.302Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:49:45.306Z] [STDOUT] [log_53d4c6] response parsed {\n[2026-09-29T07:49:45.310Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:45.313Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:45.316Z] [STDOUT]   body: X {\n[2026-09-29T07:49:45.318Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:49:45.321Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:49:45.323Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:49:45.326Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:49:45.330Z] [STDOUT]     },\n[2026-09-29T07:49:45.333Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:49:45.335Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:49:45.338Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:49:45.341Z] [STDOUT]   },\n[2026-09-29T07:49:45.346Z] [STDOUT]   durationMs: 784,\n[2026-09-29T07:49:45.349Z] [STDOUT] }\n[2026-09-29T07:49:45.493Z] [INFO] {\n[2026-09-29T07:49:45.493Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:45.493Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:45.493Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:49:45.493Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:45.493Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:45.493Z] [INFO]   \"uuid\": \"772d21a4-6e94-45d4-8837-0c6f5d102fb8\"\n[2026-09-29T07:49:45.493Z] [INFO] }\n[2026-09-29T07:49:46.932Z] [INFO] {\n[2026-09-29T07:49:46.932Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:46.932Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:46.932Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:49:46.932Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:46.932Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:46.932Z] [INFO]   \"uuid\": \"ee6d1f88-7837-491c-bce1-c21904d38a22\"\n[2026-09-29T07:49:46.932Z] [INFO] }\n[2026-09-29T07:49:47.279Z] [INFO] {\n[2026-09-29T07:49:47.279Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:47.279Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:47.279Z] [INFO]   \"estimated_tokens\": 276,\n[2026-09-29T07:49:47.279Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:47.279Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:47.279Z] [INFO]   \"uuid\": \"5c322f4a-cc30-4aff-b476-e2092db4faf5\"\n[2026-09-29T07:49:47.279Z] [INFO] }\n[2026-09-29T07:49:47.286Z] [INFO] {\n[2026-09-29T07:49:47.286Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:47.286Z] [INFO]   \"message\": {\n[2026-09-29T07:49:47.286Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:47.286Z] [INFO]     \"id\": \"msg_011CfXN5tTRVTjy1pFNX5DWR\",\n[2026-09-29T07:49:47.286Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:47.286Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:47.286Z] [INFO]     \"content\": [\n[2026-09-29T07:49:47.286Z] [INFO]       {\n[2026-09-29T07:49:47.286Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:49:47.286Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:49:47.286Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:49:47.286Z] [INFO]       }\n[2026-09-29T07:49:47.286Z] [INFO]     ],\n[2026-09-29T07:49:47.286Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:47.286Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:47.286Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:47.286Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:47.286Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:47.286Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:47.286Z] [INFO]       \"cache_creation_input_tokens\": 6213,\n[2026-09-29T07:49:47.286Z] [INFO]       \"cache_read_input_tokens\": 73375,\n[2026-09-29T07:49:47.286Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:47.286Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:49:47.286Z] [INFO]         \"ephemeral_1h_input_tokens\": 6213\n[2026-09-29T07:49:47.286Z] [INFO]       },\n[2026-09-29T07:49:47.286Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:49:47.286Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:47.286Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:47.286Z] [INFO]     },\n[2026-09-29T07:49:47.286Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:47.286Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:47.286Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:47.286Z] [INFO]   },\n[2026-09-29T07:49:47.286Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:47.286Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:47.286Z] [INFO]   \"uuid\": \"7282d08c-806d-4798-8ae0-cb3e119e6499\",\n[2026-09-29T07:49:47.286Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:47.278Z\",\n[2026-09-29T07:49:47.286Z] [INFO]   \"request_id\": \"req_011CfXN5sxAHrJ87BXUsKEdj\"\n[2026-09-29T07:49:47.286Z] [INFO] }\n[2026-09-29T07:49:48.325Z] [INFO] {\n[2026-09-29T07:49:48.325Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:48.325Z] [INFO]   \"message\": {\n[2026-09-29T07:49:48.325Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:48.325Z] [INFO]     \"id\": \"msg_011CfXN5tTRVTjy1pFNX5DWR\",\n[2026-09-29T07:49:48.325Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:48.325Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:48.325Z] [INFO]     \"content\": [\n[2026-09-29T07:49:48.325Z] [INFO]       {\n[2026-09-29T07:49:48.325Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:49:48.325Z] [INFO]         \"id\": \"toolu_016QzXSiSLeTUXSpG86Y33vp\",\n[2026-09-29T07:49:48.325Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:49:48.325Z] [INFO]         \"input\": {\n[2026-09-29T07:49:48.325Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; F=projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md; sed -n 1,60p $F | grep -v \\\"^  - \\\" | cut -c1-500 | sed -n 12,60p\",\n[2026-09-29T07:49:48.325Z] [INFO]           \"description\": \"Read forensics BLUF for exact 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\"toolu_016QzXSiSLeTUXSpG86Y33vp\",\n[2026-09-29T07:49:49.566Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:49:49.566Z] [INFO]         \"content\": \"# \u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u043c\u0430\u0442\u0440\u0438\u0446\u0435\u0439 `as-is \u2192 delta`, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438:\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c.\\n\\n\u041f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u043d\u0438\u0436\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md).\\n\u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f Source-\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0432\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u043d\u043e \u0441\u0430\u043c\u0438 \u043f\u043e \u0441\u0435\u0431\u0435 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043c\u0435\u043d\u044f\u0442\u044c runtime-\u043f\u0430\u043a\u0435\u0442. \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439\\nissue \u043f\u0443\u0442\u044c `docs/contracts/` \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d: \u043e\u043d\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u043c `AGENTS.md`; Analysis \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n\u0421\u043d\u0438\u043c\u043e\u043a \u043d\u0430 2026-09-23 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432\u0441\u0435 67 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432 `RUN-0001`\u2026`RUN-0067` legacy-\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043d\u0430 commit\\n[`8cbf82a`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs),\\n27 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 JSON-\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f metadata \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0438\\n\u0442\u0440\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue #605. \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0434\u0438\u0430\u043b\u043e\u0433\u0438 BCREQ-1104 \u0438\\nBCREQ-1106; \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438.\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0447\u0438\u0442\u0430\u043b\u0438\u0441\u044c \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043b\u0438\u0441\u044c.\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u0434\u0435\u0441\u044c \u043d\u0435\u0442 \u043f\u0441\u0438\u0445\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445\\n\u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0439: \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e.\\n\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0435 \u044d\u043a\u0441\u0442\u0440\u0430\u043f\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u0441\u044e \u043f\u043e\u043f\u0443\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430. \u0414\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0439 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d read-only \u0441\u043a\u0440\u0438\u043f\u0442\\n[`issue_605_run_inventory.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-605-67068bc98bc2/projects/ba-ai-process/experiments/issue_605_run_inventory.py).\\n\\n### \u041f\u043e\u043b\u043d\u043e\u0442\u0430 evidence\\n\\n| \u0421\u0440\u0435\u0437 | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e | \u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d |\\n| --- | ---: | --- |\\n| \u0412\u0441\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 runs | 67 | Metadata, outputs, logs \u0438 feedback \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\",\n[2026-09-29T07:49:49.566Z] [INFO]         \"is_error\": false\n[2026-09-29T07:49:49.566Z] [INFO]       }\n[2026-09-29T07:49:49.566Z] [INFO]     ]\n[2026-09-29T07:49:49.566Z] [INFO]   },\n[2026-09-29T07:49:49.566Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:49.566Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:49.566Z] [INFO]   \"uuid\": \"a9b5e502-8f4d-414d-8a5f-86d07e1c10f7\",\n[2026-09-29T07:49:49.566Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:49.557Z\",\n[2026-09-29T07:49:49.566Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:49:49.566Z] [INFO]     \"stdout\": \"# \u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u043c\u0430\u0442\u0440\u0438\u0446\u0435\u0439 `as-is \u2192 delta`, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438:\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c.\\n\\n\u041f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u043d\u0438\u0436\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md).\\n\u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f Source-\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0432\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u043d\u043e \u0441\u0430\u043c\u0438 \u043f\u043e \u0441\u0435\u0431\u0435 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043c\u0435\u043d\u044f\u0442\u044c runtime-\u043f\u0430\u043a\u0435\u0442. \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439\\nissue \u043f\u0443\u0442\u044c `docs/contracts/` \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d: \u043e\u043d\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u043c `AGENTS.md`; Analysis \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n\u0421\u043d\u0438\u043c\u043e\u043a \u043d\u0430 2026-09-23 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432\u0441\u0435 67 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432 `RUN-0001`\u2026`RUN-0067` legacy-\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043d\u0430 commit\\n[`8cbf82a`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs),\\n27 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 JSON-\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f metadata \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0438\\n\u0442\u0440\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue #605. \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0434\u0438\u0430\u043b\u043e\u0433\u0438 BCREQ-1104 \u0438\\nBCREQ-1106; \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438.\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0447\u0438\u0442\u0430\u043b\u0438\u0441\u044c \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043b\u0438\u0441\u044c.\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u0434\u0435\u0441\u044c \u043d\u0435\u0442 \u043f\u0441\u0438\u0445\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445\\n\u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0439: \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e.\\n\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0435 \u044d\u043a\u0441\u0442\u0440\u0430\u043f\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u0441\u044e \u043f\u043e\u043f\u0443\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430. \u0414\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0439 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d read-only \u0441\u043a\u0440\u0438\u043f\u0442\\n[`issue_605_run_inventory.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-605-67068bc98bc2/projects/ba-ai-process/experiments/issue_605_run_inventory.py).\\n\\n### \u041f\u043e\u043b\u043d\u043e\u0442\u0430 evidence\\n\\n| \u0421\u0440\u0435\u0437 | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e | \u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d |\\n| --- | ---: | --- |\\n| \u0412\u0441\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 runs | 67 | Metadata, outputs, logs \u0438 feedback \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\",\n[2026-09-29T07:49:49.566Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:49:49.566Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:49:49.566Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:49:49.566Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:49:49.566Z] [INFO]   }\n[2026-09-29T07:49:49.566Z] [INFO] }\n[2026-09-29T07:49:49.607Z] [STDOUT] [log_6a0adc] sending request {\n[2026-09-29T07:49:49.611Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:49:49.615Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:49.618Z] [STDOUT]   options: {\n[2026-09-29T07:49:49.620Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:49:49.622Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:49:49.626Z] [STDOUT]     body: {\n[2026-09-29T07:49:49.629Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:49:49.632Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:49:49.635Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:49:49.641Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:49:49.644Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:49:49.647Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:49:49.650Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:49:49.658Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:49:49.663Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:49:49.667Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:49:49.672Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:49:49.681Z] [STDOUT]       stream: true,\n[2026-09-29T07:49:49.685Z] [STDOUT]     },\n[2026-09-29T07:49:49.687Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:49:49.689Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:49:49.690Z] [STDOUT]       aborted: false,\n[2026-09-29T07:49:49.692Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:49:49.693Z] [STDOUT]       onabort: null,\n[2026-09-29T07:49:49.697Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:49:49.701Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:49:49.712Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:49:49.724Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:49:49.752Z] [STDOUT]     },\n[2026-09-29T07:49:49.787Z] [STDOUT]     stream: true,\n[2026-09-29T07:49:49.798Z] [STDOUT]   },\n[2026-09-29T07:49:49.803Z] [STDOUT]   headers: {\n[2026-09-29T07:49:49.812Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:49:49.820Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:49:49.829Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:49:49.852Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:49:49.859Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:49:49.861Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:49:49.863Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:49:49.866Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:49:49.869Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:49:49.871Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1219\",\n[2026-09-29T07:49:49.873Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:49:49.876Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:49:49.878Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:49.880Z] [STDOUT]     \"x-client-request-id\": \"d25623ff-d04f-4760-8a90-a606ef83c7c0\",\n[2026-09-29T07:49:49.883Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:49:49.885Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:49:49.888Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:49:49.890Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:49:49.892Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:49:49.895Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:49:49.897Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:49:49.905Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:49:49.909Z] [STDOUT]   },\n[2026-09-29T07:49:49.917Z] [STDOUT] }\n[2026-09-29T07:49:50.339Z] [STDOUT] [log_6a0adc, request-id: \"req_011CfXN6H6CNhWC8eddKzUm2\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 732ms\n[2026-09-29T07:49:50.346Z] [STDOUT] [log_6a0adc] response start {\n[2026-09-29T07:49:50.354Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:50.362Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:50.371Z] [STDOUT]   headers: {\n[2026-09-29T07:49:50.379Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:50.382Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:50.386Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:50.389Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:50.394Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:50.396Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:50.401Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:50.406Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:50.411Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:50.414Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:50.417Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:50.423Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:50.438Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:50.447Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:50.450Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:50.457Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:50.463Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:50.465Z] [STDOUT]     \"cf-ray\": \"a42964b9184129ad-FRA\",\n[2026-09-29T07:49:50.469Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:49:50.473Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:50.476Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:50.479Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:50.487Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:49:50 GMT\",\n[2026-09-29T07:49:50.490Z] [STDOUT]     \"request-id\": \"req_011CfXN6H6CNhWC8eddKzUm2\",\n[2026-09-29T07:49:50.493Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:49:50.499Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:50.505Z] [STDOUT]     traceresponse: \"00-577cd9b81d324a9533ae2a3d703a2c99-868236fdeb98f5c7-01\",\n[2026-09-29T07:49:50.511Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:50.515Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:49:50.517Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:50.522Z] [STDOUT]   },\n[2026-09-29T07:49:50.557Z] [STDOUT]   durationMs: 732,\n[2026-09-29T07:49:50.560Z] [STDOUT] }\n[2026-09-29T07:49:50.564Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:49:50.568Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:49:50 GMT\",\n[2026-09-29T07:49:50.576Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:50.584Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:50.591Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:49:50.594Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:50.597Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:50.601Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:50.606Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:49:50.609Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:50.618Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:50.621Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:50.632Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:50.635Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:50.645Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:50.648Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:50.652Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:50.665Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:50.678Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:50.687Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:50.690Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:50.697Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:50.701Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:50.708Z] [STDOUT]   \"request-id\": \"req_011CfXN6H6CNhWC8eddKzUm2\",\n[2026-09-29T07:49:50.758Z] [STDOUT]   \"traceresponse\": \"00-577cd9b81d324a9533ae2a3d703a2c99-868236fdeb98f5c7-01\",\n[2026-09-29T07:49:50.763Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:50.770Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:50.776Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:49:50.783Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:50.806Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:50.815Z] [STDOUT]   \"cf-ray\": \"a42964b9184129ad-FRA\",\n[2026-09-29T07:49:50.832Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:49:50.864Z] [STDOUT] [log_6a0adc] response parsed {\n[2026-09-29T07:49:50.876Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:50.883Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:50.891Z] [STDOUT]   body: X {\n[2026-09-29T07:49:50.895Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:49:50.904Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:49:50.912Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:49:50.922Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:49:50.926Z] [STDOUT]     },\n[2026-09-29T07:49:50.930Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:49:50.934Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:49:50.938Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:49:50.941Z] [STDOUT]   },\n[2026-09-29T07:49:50.946Z] [STDOUT]   durationMs: 733,\n[2026-09-29T07:49:50.951Z] [STDOUT] }\n[2026-09-29T07:49:50.955Z] [INFO] {\n[2026-09-29T07:49:50.955Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:50.955Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:50.955Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:49:50.955Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:50.955Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:50.955Z] [INFO]   \"uuid\": \"ee5bc356-94b1-4141-8851-1d80e1bef994\"\n[2026-09-29T07:49:50.955Z] [INFO] }\n[2026-09-29T07:49:51.468Z] [INFO] {\n[2026-09-29T07:49:51.468Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:51.468Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:51.468Z] [INFO]   \"estimated_tokens\": 233,\n[2026-09-29T07:49:51.468Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:51.468Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:51.468Z] [INFO]   \"uuid\": \"5388b8cd-2a34-42d3-aa4e-f22433cc105b\"\n[2026-09-29T07:49:51.468Z] [INFO] }\n[2026-09-29T07:49:51.473Z] [INFO] {\n[2026-09-29T07:49:51.473Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:51.473Z] [INFO]   \"message\": {\n[2026-09-29T07:49:51.473Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:51.473Z] [INFO]     \"id\": \"msg_011CfXN6HZyYDdoUPrdWFGux\",\n[2026-09-29T07:49:51.473Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:51.473Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:51.473Z] [INFO]     \"content\": [\n[2026-09-29T07:49:51.473Z] [INFO]       {\n[2026-09-29T07:49:51.473Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:49:51.473Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:49:51.473Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:49:51.473Z] [INFO]     ],\n[2026-09-29T07:49:51.473Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:51.473Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:51.473Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:51.473Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:51.473Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:51.473Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:51.473Z] [INFO]       \"cache_creation_input_tokens\": 1638,\n[2026-09-29T07:49:51.473Z] [INFO]       \"cache_read_input_tokens\": 79588,\n[2026-09-29T07:49:51.473Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:51.473Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:49:51.473Z] [INFO]         \"ephemeral_1h_input_tokens\": 1638\n[2026-09-29T07:49:51.473Z] [INFO]       },\n[2026-09-29T07:49:51.473Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:49:51.473Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:51.473Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:51.473Z] [INFO]     },\n[2026-09-29T07:49:51.473Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:51.473Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:51.473Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:51.473Z] [INFO]   },\n[2026-09-29T07:49:51.473Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:51.473Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:51.473Z] [INFO]   \"uuid\": \"582339d5-4498-44c5-b14c-8d39c66315ce\",\n[2026-09-29T07:49:51.473Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:51.466Z\",\n[2026-09-29T07:49:51.473Z] [INFO]   \"request_id\": \"req_011CfXN6H6CNhWC8eddKzUm2\"\n[2026-09-29T07:49:51.473Z] [INFO] }\n[2026-09-29T07:49:53.813Z] [INFO] {\n[2026-09-29T07:49:53.813Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:53.813Z] [INFO]   \"message\": {\n[2026-09-29T07:49:53.813Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:53.813Z] [INFO]     \"id\": \"msg_011CfXN6HZyYDdoUPrdWFGux\",\n[2026-09-29T07:49:53.813Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:53.813Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:53.813Z] [INFO]     \"content\": [\n[2026-09-29T07:49:53.813Z] [INFO]       {\n[2026-09-29T07:49:53.813Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:49:53.813Z] [INFO]         \"id\": \"toolu_019cNsjfHESvnjT4pziFC9Kw\",\n[2026-09-29T07:49:53.813Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:49:53.813Z] [INFO]         \"input\": {\n[2026-09-29T07:49:53.813Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts; ls docs/report | grep -i \\\"0065\\\\|rca\\\"; grep -n \\\"43.1\\\\|47.7\\\\|37.8\\\" docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md | head -8 | cut -c1-300; cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model; grep -rn \\\"42\\\" 00-introduction.md 20-taxonomy.md | cut -c1-250 | head -5; grep -c \\\"capability\\\" product-taxonomy/mango-products.yaml; grep -n \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f\\\\|1027\\\\|\u043e\u0442\u043a\u0430\u0442\\\\|v0.1\\\" /tmp/mango_ba_prompts/CHANGELOG.md | head -5 | cut -c1-250\",\n[2026-09-29T07:49:53.813Z] [INFO]           \"description\": \"Verify A/B report and capability counts\"\n[2026-09-29T07:49:53.813Z] [INFO]         },\n[2026-09-29T07:49:53.813Z] [INFO]         \"caller\": {\n[2026-09-29T07:49:53.813Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:49:53.813Z] [INFO]         }\n[2026-09-29T07:49:53.813Z] [INFO]       }\n[2026-09-29T07:49:53.813Z] [INFO]     ],\n[2026-09-29T07:49:53.813Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:53.813Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:53.813Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:53.813Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:53.813Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:53.813Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:53.813Z] [INFO]       \"cache_creation_input_tokens\": 1638,\n[2026-09-29T07:49:53.813Z] [INFO]       \"cache_read_input_tokens\": 79588,\n[2026-09-29T07:49:53.813Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:53.813Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:49:53.813Z] [INFO]         \"ephemeral_1h_input_tokens\": 1638\n[2026-09-29T07:49:53.813Z] [INFO]       },\n[2026-09-29T07:49:53.813Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:49:53.813Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:53.813Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:53.813Z] [INFO]     },\n[2026-09-29T07:49:53.813Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:53.813Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:53.813Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:53.813Z] [INFO]   },\n[2026-09-29T07:49:53.813Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:53.813Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:53.813Z] [INFO]   \"uuid\": \"845d0d22-8e34-489e-a6e3-9f3f6df48cdb\",\n[2026-09-29T07:49:53.813Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:53.803Z\",\n[2026-09-29T07:49:53.813Z] [INFO]   \"request_id\": \"req_011CfXN6H6CNhWC8eddKzUm2\",\n[2026-09-29T07:49:53.813Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:49:53.813Z] [INFO]     \"toolu_019cNsjfHESvnjT4pziFC9Kw\": {\n[2026-09-29T07:49:53.813Z] [INFO]       \"command\": \"cd /tmp/mango_ba_prompts; ls docs/report | grep -i \\\"0065\\\\|rca\\\"; grep -n \\\"43.1\\\\|47.7\\\\|37.8\\\" docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md | head -8 | cut -c1-300; cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model; grep -rn \\\"42\\\" 00-introduction.md 20-taxonomy.md | cut -c1-250 | head -5; grep -c \\\"capability\\\" product-taxonomy/mango-products.yaml; grep -n \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f\\\\|1027\\\\|\u043e\u0442\u043a\u0430\u0442\\\\|v0.1\\\" /tmp/mango_ba_prompts/CHANGELOG.md | head -5 | cut -c1-250\",\n[2026-09-29T07:49:53.813Z] [INFO]       \"description\": \"Verify A/B report and capability counts\"\n[2026-09-29T07:49:53.813Z] [INFO]     }\n[2026-09-29T07:49:53.813Z] [INFO]   }\n[2026-09-29T07:49:53.813Z] [INFO] }\n[2026-09-29T07:49:55.012Z] [INFO] {\n[2026-09-29T07:49:55.012Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:49:55.012Z] [INFO]   \"message\": {\n[2026-09-29T07:49:55.012Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:49:55.012Z] [INFO]     \"content\": [\n[2026-09-29T07:49:55.012Z] [INFO]       {\n[2026-09-29T07:49:55.012Z] [INFO]         \"tool_use_id\": \"toolu_019cNsjfHESvnjT4pziFC9Kw\",\n[2026-09-29T07:49:55.012Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:49:55.012Z] [INFO]         \"content\": \"2026-09-01-run-0065-vs-0066-ab-rca.md\\n26:47.7% \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0438 \u0434\u0430\u043b \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e\\n27:\u043f\u0430\u0433\u0438\u043d\u0430\u0446\u0438\u044e (\u0394 > 2) \u0432 43.1% \u0441\u0442\u0440\u043e\u043a. RUN-0066\\n74:| `Accuracy_verdict` | 31/65 = 47.7% | 65/65 = 100.0% |\\n75:| `Accuracy_page` (eligible rows, \u0434\u043e\u043f\u0443\u0441\u043a \u22642) | 17/45 = 37.8% | 64/64 = 100.0% |\\n76:| `Hallucination_rate` (\u0394 >2 / \u0432\u0441\u0435 \u0441\u0442\u0440\u043e\u043a\u0438) | 28/65 = 43.1% | 0/65 = 0.0% |\\n0\\n685:  v0.1 \u043d\u0430 \u043a\u0435\u0439\u0441\u0435 1064 (\u0431\u0440\u0430\u0443\u0437\u0435\u0440\u043d\u0430\u044f \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u041c\u0418\u0421 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430):\\n1146:  \u0432 `standards/runs-contract-standard.md` v0.1 \u043d\u0435\u0442 \u043d\u0438 \u0442\u0438\u043f\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u044f\\n1667:### Added \u2014 Issue #101 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\u00bb \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432\\n1670:  [`docs/analysis/experiment-1027-analysis.md`](docs/analysis/experiment-1027-analysis.md):\\n1675:- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u043b\u0435\u0433\u043a\u043e\u0432\u0435\u0441\u043d\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 (Draft v0.1)\",\n[2026-09-29T07:49:55.012Z] [INFO]         \"is_error\": false\n[2026-09-29T07:49:55.012Z] [INFO]       }\n[2026-09-29T07:49:55.012Z] [INFO]     ]\n[2026-09-29T07:49:55.012Z] [INFO]   },\n[2026-09-29T07:49:55.012Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:55.012Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:55.012Z] [INFO]   \"uuid\": \"cb6e974f-6012-4463-8500-3f51a48bce20\",\n[2026-09-29T07:49:55.012Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:55.000Z\",\n[2026-09-29T07:49:55.012Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:49:55.012Z] [INFO]     \"stdout\": \"2026-09-01-run-0065-vs-0066-ab-rca.md\\n26:47.7% \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0438 \u0434\u0430\u043b \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e\\n27:\u043f\u0430\u0433\u0438\u043d\u0430\u0446\u0438\u044e (\u0394 > 2) \u0432 43.1% \u0441\u0442\u0440\u043e\u043a. RUN-0066\\n74:| `Accuracy_verdict` | 31/65 = 47.7% | 65/65 = 100.0% |\\n75:| `Accuracy_page` (eligible rows, \u0434\u043e\u043f\u0443\u0441\u043a \u22642) | 17/45 = 37.8% | 64/64 = 100.0% |\\n76:| `Hallucination_rate` (\u0394 >2 / \u0432\u0441\u0435 \u0441\u0442\u0440\u043e\u043a\u0438) | 28/65 = 43.1% | 0/65 = 0.0% |\\n0\\n685:  v0.1 \u043d\u0430 \u043a\u0435\u0439\u0441\u0435 1064 (\u0431\u0440\u0430\u0443\u0437\u0435\u0440\u043d\u0430\u044f \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u041c\u0418\u0421 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430):\\n1146:  \u0432 `standards/runs-contract-standard.md` v0.1 \u043d\u0435\u0442 \u043d\u0438 \u0442\u0438\u043f\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u044f\\n1667:### Added \u2014 Issue #101 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\u00bb \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432\\n1670:  [`docs/analysis/experiment-1027-analysis.md`](docs/analysis/experiment-1027-analysis.md):\\n1675:- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u043b\u0435\u0433\u043a\u043e\u0432\u0435\u0441\u043d\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 (Draft v0.1)\",\n[2026-09-29T07:49:55.012Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:49:55.012Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:49:55.012Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:49:55.012Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:49:55.012Z] [INFO]   }\n[2026-09-29T07:49:55.012Z] [INFO] }\n[2026-09-29T07:49:55.083Z] [STDOUT] [log_8e0329] sending request {\n[2026-09-29T07:49:55.088Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:49:55.093Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:55.102Z] [STDOUT]   options: {\n[2026-09-29T07:49:55.109Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:49:55.113Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:49:55.116Z] [STDOUT]     body: {\n[2026-09-29T07:49:55.119Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:49:55.122Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:49:55.126Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:49:55.135Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:49:55.139Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:49:55.142Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:49:55.145Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:49:55.153Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:49:55.158Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:49:55.162Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:49:55.165Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:49:55.169Z] [STDOUT]       stream: true,\n[2026-09-29T07:49:55.171Z] [STDOUT]     },\n[2026-09-29T07:49:55.175Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:49:55.180Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:49:55.182Z] [STDOUT]       aborted: false,\n[2026-09-29T07:49:55.184Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:49:55.187Z] [STDOUT]       onabort: null,\n[2026-09-29T07:49:55.190Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:49:55.193Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:49:55.196Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:49:55.198Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:49:55.202Z] [STDOUT]     },\n[2026-09-29T07:49:55.206Z] [STDOUT]     stream: true,\n[2026-09-29T07:49:55.208Z] [STDOUT]   },\n[2026-09-29T07:49:55.214Z] [STDOUT]   headers: {\n[2026-09-29T07:49:55.223Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:49:55.229Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:49:55.251Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:49:55.257Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:49:55.259Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:49:55.265Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:49:55.271Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:49:55.273Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:49:55.275Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:49:55.279Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1143\",\n[2026-09-29T07:49:55.281Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:49:55.283Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:49:55.285Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:55.287Z] [STDOUT]     \"x-client-request-id\": \"a4531bc7-d693-48bd-a058-fbf9024ef3d2\",\n[2026-09-29T07:49:55.289Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:49:55.291Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:49:55.293Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:49:55.295Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:49:55.297Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:49:55.299Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:49:55.300Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:49:55.303Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:49:55.306Z] [STDOUT]   },\n[2026-09-29T07:49:55.309Z] [STDOUT] }\n[2026-09-29T07:49:55.926Z] [STDOUT] [log_8e0329, request-id: \"req_011CfXN6gZ6AdVcSqwCUZPMz\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 843ms\n[2026-09-29T07:49:55.931Z] [STDOUT] [log_8e0329] response start {\n[2026-09-29T07:49:55.935Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:55.940Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:55.944Z] [STDOUT]   headers: {\n[2026-09-29T07:49:55.948Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:55.958Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:55.966Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:55.980Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:55.985Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:55.990Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:55.997Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:56.001Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:56.007Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:56.010Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:56.014Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:56.018Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:56.023Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:56.026Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:56.029Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:56.032Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:56.040Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:56.043Z] [STDOUT]     \"cf-ray\": \"a42964db4e1829ad-FRA\",\n[2026-09-29T07:49:56.047Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:49:56.054Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:56.059Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:56.064Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:56.068Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:49:55 GMT\",\n[2026-09-29T07:49:56.072Z] [STDOUT]     \"request-id\": \"req_011CfXN6gZ6AdVcSqwCUZPMz\",\n[2026-09-29T07:49:56.075Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:49:56.081Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:56.087Z] [STDOUT]     traceresponse: \"00-791cb2300e80f605d1973ffc558a7df6-e8fed145f8bd20c3-01\",\n[2026-09-29T07:49:56.091Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:56.098Z] [STDOUT]     vary: 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{\n[2026-09-29T07:49:59.529Z] [STDOUT]       aborted: false,\n[2026-09-29T07:49:59.533Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:49:59.543Z] [STDOUT]       onabort: null,\n[2026-09-29T07:49:59.550Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:49:59.553Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:49:59.557Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:49:59.559Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:49:59.561Z] [STDOUT]     },\n[2026-09-29T07:49:59.564Z] [STDOUT]     stream: true,\n[2026-09-29T07:49:59.567Z] [STDOUT]   },\n[2026-09-29T07:49:59.571Z] [STDOUT]   headers: {\n[2026-09-29T07:49:59.577Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:49:59.580Z] [STDOUT]     \"anthropic-beta\": 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\"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:49:59.607Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:49:59.613Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1750\",\n[2026-09-29T07:49:59.619Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:49:59.628Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:49:59.647Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:59.652Z] [STDOUT]     \"x-client-request-id\": \"28a9a227-e7eb-4762-8811-f0c03d76081d\",\n[2026-09-29T07:49:59.655Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:49:59.660Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:49:59.662Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:49:59.669Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:49:59.673Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:49:59.676Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:49:59.682Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:49:59.686Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:49:59.699Z] [STDOUT]   },\n[2026-09-29T07:49:59.705Z] [STDOUT] }\n[2026-09-29T07:50:00.509Z] [STDOUT] [log_25bb32, request-id: \"req_011CfXN71BmQwYcK2mXwVuw4\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1062ms\n[2026-09-29T07:50:00.519Z] [STDOUT] [log_25bb32] response start {\n[2026-09-29T07:50:00.554Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:00.562Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:00.570Z] [STDOUT]   headers: {\n[2026-09-29T07:50:00.598Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:00.605Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:00.611Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:00.625Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:50:00.671Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:00.685Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:00.692Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:00.713Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:00.767Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:00.770Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:00.778Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:00.780Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:00.786Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:00.791Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:00.797Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:00.799Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:00.801Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:00.803Z] [STDOUT]     \"cf-ray\": \"a42964f69a7129ad-FRA\",\n[2026-09-29T07:50:00.808Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:00.812Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:00.817Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:00.821Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:00.828Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:00 GMT\",\n[2026-09-29T07:50:00.831Z] [STDOUT]     \"request-id\": \"req_011CfXN71BmQwYcK2mXwVuw4\",\n[2026-09-29T07:50:00.836Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:00.839Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:00.844Z] [STDOUT]     traceresponse: \"00-55eb8c113ed3957a76de85a511d27850-8e4391d0bad6e29f-01\",\n[2026-09-29T07:50:00.853Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:00.857Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:00.860Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:00.863Z] [STDOUT]   },\n[2026-09-29T07:50:00.865Z] [STDOUT]   durationMs: 1062,\n[2026-09-29T07:50:00.869Z] [STDOUT] }\n[2026-09-29T07:50:00.873Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:00.881Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:00 GMT\",\n[2026-09-29T07:50:00.884Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:00.886Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:00.893Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:00.899Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:00.903Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:00.907Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:00.911Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:00.916Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:00.921Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:00.925Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:00.930Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:00.939Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:00.943Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:50:00.946Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:00.951Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:00.956Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:00.961Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:00.964Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:00.967Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:00.974Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:00.977Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:00.982Z] [STDOUT]   \"request-id\": \"req_011CfXN71BmQwYcK2mXwVuw4\",\n[2026-09-29T07:50:00.985Z] [STDOUT]   \"traceresponse\": \"00-55eb8c113ed3957a76de85a511d27850-8e4391d0bad6e29f-01\",\n[2026-09-29T07:50:00.990Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:00.994Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:00.997Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:01.002Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:01.005Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:01.010Z] [STDOUT]   \"cf-ray\": \"a42964f69a7129ad-FRA\",\n[2026-09-29T07:50:01.030Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:01.039Z] [STDOUT] [log_25bb32] response parsed {\n[2026-09-29T07:50:01.043Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:01.050Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:01.054Z] [STDOUT]   body: X {\n[2026-09-29T07:50:01.058Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:01.061Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:01.065Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:01.069Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:01.080Z] [STDOUT]     },\n[2026-09-29T07:50:01.083Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:01.088Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:01.091Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:01.099Z] [STDOUT]   },\n[2026-09-29T07:50:01.111Z] [STDOUT]   durationMs: 1063,\n[2026-09-29T07:50:01.119Z] [STDOUT] }\n[2026-09-29T07:50:01.867Z] [INFO] {\n[2026-09-29T07:50:01.867Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:01.867Z] [INFO]   \"message\": {\n[2026-09-29T07:50:01.867Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:01.867Z] [INFO]     \"id\": \"msg_011CfXN71nE6UrrLK7R5dspx\",\n[2026-09-29T07:50:01.867Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:01.867Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:01.867Z] [INFO]     \"content\": [\n[2026-09-29T07:50:01.867Z] [INFO]       {\n[2026-09-29T07:50:01.867Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:50:01.867Z] [INFO]         \"id\": \"toolu_01Eng9UZFe3eUhMDJ6bQKP1J\",\n[2026-09-29T07:50:01.867Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:50:01.867Z] [INFO]         \"input\": {\n[2026-09-29T07:50:01.867Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model/product-taxonomy; for f in *.yaml; do python3 -c \\\"\\nimport json,sys;d=json.load(open('$f'));print('$f',len(d['domains']),sum(len(x['capabilities']) for x in d['domains']))\\\"; done\",\n[2026-09-29T07:50:01.867Z] [INFO]           \"description\": \"Count domains and capabilities\"\n[2026-09-29T07:50:01.867Z] [INFO]         },\n[2026-09-29T07:50:01.867Z] [INFO]         \"caller\": {\n[2026-09-29T07:50:01.867Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:50:01.867Z] [INFO]         }\n[2026-09-29T07:50:01.867Z] [INFO]       }\n[2026-09-29T07:50:01.867Z] [INFO]     ],\n[2026-09-29T07:50:01.867Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:01.867Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:01.867Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:01.867Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:01.867Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:01.867Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:01.867Z] [INFO]       \"cache_creation_input_tokens\": 799,\n[2026-09-29T07:50:01.867Z] [INFO]       \"cache_read_input_tokens\": 82208,\n[2026-09-29T07:50:01.867Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:01.867Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:01.867Z] [INFO]         \"ephemeral_1h_input_tokens\": 799\n[2026-09-29T07:50:01.867Z] [INFO]       },\n[2026-09-29T07:50:01.867Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:50:01.867Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:01.867Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:01.867Z] [INFO]     },\n[2026-09-29T07:50:01.867Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:01.867Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:01.867Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:01.867Z] [INFO]   },\n[2026-09-29T07:50:01.867Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:01.867Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:01.867Z] [INFO]   \"uuid\": \"c7ced008-4b8b-4727-b29c-c59b82d13e4c\",\n[2026-09-29T07:50:01.867Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:01.764Z\",\n[2026-09-29T07:50:01.867Z] [INFO]   \"request_id\": \"req_011CfXN71BmQwYcK2mXwVuw4\",\n[2026-09-29T07:50:01.867Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:50:01.867Z] [INFO]     \"toolu_01Eng9UZFe3eUhMDJ6bQKP1J\": {\n[2026-09-29T07:50:01.867Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model/product-taxonomy; for f in *.yaml; do python3 -c \\\"\\nimport json,sys;d=json.load(open('$f'));print('$f',len(d['domains']),sum(len(x['capabilities']) for x in d['domains']))\\\"; done\",\n[2026-09-29T07:50:01.867Z] [INFO]       \"description\": \"Count domains and capabilities\"\n[2026-09-29T07:50:01.867Z] [INFO]     }\n[2026-09-29T07:50:01.867Z] [INFO]   }\n[2026-09-29T07:50:01.867Z] [INFO] }\n[2026-09-29T07:50:05.039Z] [INFO] {\n[2026-09-29T07:50:05.039Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"task_id\": \"bu0w8odtv\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"tool_use_id\": \"toolu_01Eng9UZFe3eUhMDJ6bQKP1J\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"description\": \"Count domains and capabilities\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:50:05.039Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"uuid\": \"aaa1b939-f0e5-4f57-81b4-b05db50a4951\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:50:05.039Z] [INFO] }\n[2026-09-29T07:50:06.772Z] [INFO] {\n[2026-09-29T07:50:06.772Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"task_id\": \"bu0w8odtv\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"tool_use_id\": \"toolu_01Eng9UZFe3eUhMDJ6bQKP1J\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"status\": \"failed\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"summary\": \"Count domains and capabilities\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"uuid\": \"c4ad3342-09db-43a1-a3b6-9f527cfcbb9b\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:50:06.772Z] [INFO] }\n[2026-09-29T07:50:06.810Z] [INFO] {\n[2026-09-29T07:50:06.810Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:50:06.810Z] [INFO]   \"message\": {\n[2026-09-29T07:50:06.810Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:50:06.810Z] [INFO]     \"content\": [\n[2026-09-29T07:50:06.810Z] [INFO]       {\n[2026-09-29T07:50:06.810Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:50:06.810Z] [INFO]         \"content\": \"Exit code 1\\nmango-products.yaml 8 42\\nTraceback (most recent call last):\\n  File \\\"\\\", line 2, in \\n    import json,sys;d=json.load(open('telecom-products.yaml'));print('telecom-products.yaml',len(d['domains']),sum(len(x['capabilities']) for x in d['domains']))\\n                                                                                                 ~^^^^^^^^^^^\\nKeyError: 'domains'\",\n[2026-09-29T07:50:06.810Z] [INFO]         \"is_error\": true,\n[2026-09-29T07:50:06.810Z] [INFO]         \"tool_use_id\": \"toolu_01Eng9UZFe3eUhMDJ6bQKP1J\"\n[2026-09-29T07:50:06.810Z] [INFO]       }\n[2026-09-29T07:50:06.810Z] [INFO]     ]\n[2026-09-29T07:50:06.810Z] [INFO]   },\n[2026-09-29T07:50:06.810Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:06.810Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:06.810Z] [INFO]   \"uuid\": \"710ef990-44f1-42eb-bd91-e895d90cf96e\",\n[2026-09-29T07:50:06.810Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:06.791Z\",\n[2026-09-29T07:50:06.810Z] [INFO]   \"tool_use_result\": \"Error: Exit code 1\\nmango-products.yaml 8 42\\nTraceback (most recent call last):\\n  File \\\"\\\", line 2, in \\n    import json,sys;d=json.load(open('telecom-products.yaml'));print('telecom-products.yaml',len(d['domains']),sum(len(x['capabilities']) for x in d['domains']))\\n                                                                                                 ~^^^^^^^^^^^\\nKeyError: 'domains'\"\n[2026-09-29T07:50:06.810Z] [INFO] }\n[2026-09-29T07:50:06.837Z] [INFO] \u26a0\ufe0f Tool result error detected: Exit code 1\n[2026-09-29T07:50:06.837Z] [INFO] mango-products.yaml 8 42\n[2026-09-29T07:50:06.837Z] [INFO] Traceback (most recent call last):\n[2026-09-29T07:50:06.837Z] [INFO]   File \"\", line 2, in \n[2026-09-29T07:50:06.837Z] [INFO]     import json,sys;d=json.load(open('telecom-products.yaml'));print('telecom-products.ya\n[2026-09-29T07:50:06.992Z] [STDOUT] [log_9cab6c] sending request {\n[2026-09-29T07:50:06.996Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:50:06.998Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:07.000Z] [STDOUT]   options: {\n[2026-09-29T07:50:07.003Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:50:07.005Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:50:07.007Z] [STDOUT]     body: {\n[2026-09-29T07:50:07.009Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:50:07.011Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:50:07.012Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:50:07.100Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:50:07.104Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:50:07.105Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:50:07.109Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:50:07.122Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:50:07.180Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:50:07.191Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:50:07.218Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:50:07.232Z] [STDOUT]       stream: true,\n[2026-09-29T07:50:07.243Z] [STDOUT]     },\n[2026-09-29T07:50:07.247Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:50:07.251Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:07.253Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:07.254Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:07.255Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:07.257Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:07.258Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:07.259Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:07.263Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:07.279Z] [STDOUT]     },\n[2026-09-29T07:50:07.281Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:07.287Z] [STDOUT]   },\n[2026-09-29T07:50:07.296Z] [STDOUT]   headers: {\n[2026-09-29T07:50:07.301Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:07.308Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:50:07.310Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:50:07.312Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:50:07.314Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:50:07.320Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:50:07.324Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:50:07.331Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:50:07.337Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:50:07.340Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=4902\",\n[2026-09-29T07:50:07.352Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:50:07.357Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:50:07.362Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:07.366Z] [STDOUT]     \"x-client-request-id\": \"39b0d590-f28a-40b8-9117-350645790f1c\",\n[2026-09-29T07:50:07.370Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:50:07.375Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:50:07.380Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:50:07.386Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:50:07.391Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:50:07.395Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:50:07.402Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:50:07.405Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:50:07.408Z] [STDOUT]   },\n[2026-09-29T07:50:07.414Z] [STDOUT] }\n[2026-09-29T07:50:07.762Z] [STDOUT] [log_9cab6c, request-id: \"req_011CfXN7ZSEqJ9fJS1yQmY89\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 773ms\n[2026-09-29T07:50:07.768Z] [STDOUT] [log_9cab6c] response start {\n[2026-09-29T07:50:07.775Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:07.778Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:07.786Z] [STDOUT]   headers: {\n[2026-09-29T07:50:07.799Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:07.807Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:07.836Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:07.841Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:50:07.847Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:07.866Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:07.981Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:07.991Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:07.997Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:08.001Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:08.034Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:08.037Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:08.042Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:08.045Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:08.049Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:08.054Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:08.059Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:08.092Z] [STDOUT]     \"cf-ray\": \"a4296525be8429ad-FRA\",\n[2026-09-29T07:50:08.139Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:08.166Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:08.172Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:08.176Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:08.184Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:07 GMT\",\n[2026-09-29T07:50:08.193Z] [STDOUT]     \"request-id\": \"req_011CfXN7ZSEqJ9fJS1yQmY89\",\n[2026-09-29T07:50:08.201Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:08.205Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:08.210Z] [STDOUT]     traceresponse: \"00-c75dda136f0ecca7a2be55991d51d645-9e94adfc6dc45ca7-01\",\n[2026-09-29T07:50:08.216Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:08.219Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:08.227Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:08.286Z] [STDOUT]   },\n[2026-09-29T07:50:08.306Z] [STDOUT]   durationMs: 773,\n[2026-09-29T07:50:08.327Z] [STDOUT] }\n[2026-09-29T07:50:08.334Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:08.339Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:07 GMT\",\n[2026-09-29T07:50:08.347Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:08.354Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:08.370Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:08.382Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:08.392Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:08.405Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:08.416Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:08.445Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:08.458Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:08.462Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:08.468Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:08.474Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:08.481Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:50:08.490Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:08.516Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:08.520Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:08.526Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:08.536Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:08.550Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:08.645Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:08.704Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:08.723Z] [STDOUT]   \"request-id\": \"req_011CfXN7ZSEqJ9fJS1yQmY89\",\n[2026-09-29T07:50:08.741Z] [STDOUT]   \"traceresponse\": \"00-c75dda136f0ecca7a2be55991d51d645-9e94adfc6dc45ca7-01\",\n[2026-09-29T07:50:08.745Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:08.755Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:08.762Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:08.767Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:08.771Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:08.804Z] [STDOUT]   \"cf-ray\": \"a4296525be8429ad-FRA\",\n[2026-09-29T07:50:08.816Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:08.867Z] [STDOUT] [log_9cab6c] response parsed {\n[2026-09-29T07:50:08.872Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:08.874Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:08.877Z] [STDOUT]   body: X {\n[2026-09-29T07:50:08.879Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:08.880Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:08.882Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:08.887Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:08.889Z] [STDOUT]     },\n[2026-09-29T07:50:08.890Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:08.892Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:08.896Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:08.898Z] [STDOUT]   },\n[2026-09-29T07:50:08.901Z] [STDOUT]   durationMs: 774,\n[2026-09-29T07:50:08.907Z] [STDOUT] }\n[2026-09-29T07:50:08.929Z] [INFO] {\n[2026-09-29T07:50:08.929Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:08.929Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:08.929Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:50:08.929Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:08.929Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:08.929Z] [INFO]   \"uuid\": \"de2fe917-9edc-4403-a44c-f600a8dc497a\"\n[2026-09-29T07:50:08.929Z] [INFO] }\n[2026-09-29T07:50:09.062Z] [INFO] {\n[2026-09-29T07:50:09.062Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:09.062Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:09.062Z] [INFO]   \"estimated_tokens\": 210,\n[2026-09-29T07:50:09.062Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:09.062Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:09.062Z] [INFO]   \"uuid\": \"83bd734f-52d2-43f6-ac2a-4999525dce3e\"\n[2026-09-29T07:50:09.062Z] [INFO] }\n[2026-09-29T07:50:09.067Z] [INFO] {\n[2026-09-29T07:50:09.067Z] [INFO]   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\"standard\",\n[2026-09-29T07:50:09.067Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:09.067Z] [INFO]     },\n[2026-09-29T07:50:09.067Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:09.067Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:09.067Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:09.067Z] [INFO]   },\n[2026-09-29T07:50:09.067Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:09.067Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:09.067Z] [INFO]   \"uuid\": \"6303c338-afd1-4deb-9ae0-2fd44499c97a\",\n[2026-09-29T07:50:09.067Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:09.058Z\",\n[2026-09-29T07:50:09.067Z] [INFO]   \"request_id\": \"req_011CfXN7ZSEqJ9fJS1yQmY89\"\n[2026-09-29T07:50:09.067Z] [INFO] }\n[2026-09-29T07:50:10.042Z] [INFO] {\n[2026-09-29T07:50:10.042Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:10.042Z] [INFO]   \"message\": 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\"rejected\",\n[2026-09-29T07:50:13.323Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:13.329Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:13.334Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:13.337Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:13.341Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:13.346Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:13.384Z] [STDOUT]     \"cf-ray\": \"a42965484af729ad-FRA\",\n[2026-09-29T07:50:13.391Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:13.398Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:13.415Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:13.426Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:13.437Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:13 GMT\",\n[2026-09-29T07:50:13.445Z] [STDOUT]     \"request-id\": \"req_011CfXN7y4Z5Urs3bfoDbuSa\",\n[2026-09-29T07:50:13.451Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:13.463Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:13.470Z] [STDOUT]     traceresponse: \"00-5017aa5676aac951cd3469229495d6d5-f10bc864a2eaf03a-01\",\n[2026-09-29T07:50:13.475Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:13.478Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:13.486Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:13.490Z] [STDOUT]   },\n[2026-09-29T07:50:13.503Z] [STDOUT]   durationMs: 746,\n[2026-09-29T07:50:13.515Z] [STDOUT] }\n[2026-09-29T07:50:13.523Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:13.530Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:13 GMT\",\n[2026-09-29T07:50:13.543Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:13.548Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:13.569Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:13.580Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:13.587Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:13.601Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:13.605Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:13.608Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:13.622Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:13.632Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:13.643Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:13.647Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:13.664Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:13.672Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:13.678Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:13.683Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:13.690Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:13.707Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:13.734Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:13.741Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:13.754Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:13.759Z] [STDOUT]   \"request-id\": \"req_011CfXN7y4Z5Urs3bfoDbuSa\",\n[2026-09-29T07:50:13.763Z] [STDOUT]   \"traceresponse\": \"00-5017aa5676aac951cd3469229495d6d5-f10bc864a2eaf03a-01\",\n[2026-09-29T07:50:13.767Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:13.769Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:13.772Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:13.774Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:13.782Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:13.785Z] [STDOUT]   \"cf-ray\": \"a42965484af729ad-FRA\",\n[2026-09-29T07:50:13.790Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:13.797Z] [STDOUT] [log_e3c17d] response parsed {\n[2026-09-29T07:50:13.803Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:13.805Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:13.810Z] [STDOUT]   body: X {\n[2026-09-29T07:50:13.819Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:13.824Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:13.831Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:13.835Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:13.837Z] [STDOUT]     },\n[2026-09-29T07:50:13.841Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:13.847Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:13.851Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:13.855Z] [STDOUT]   },\n[2026-09-29T07:50:13.857Z] [STDOUT]   durationMs: 747,\n[2026-09-29T07:50:13.865Z] [STDOUT] }\n[2026-09-29T07:50:13.870Z] [INFO] {\n[2026-09-29T07:50:13.870Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:13.870Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:13.870Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:50:13.870Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:13.870Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:13.870Z] [INFO]   \"uuid\": \"b29fc18a-8f34-4e2c-ab0a-9fbe7617fcd9\"\n[2026-09-29T07:50:13.870Z] [INFO] }\n[2026-09-29T07:50:14.083Z] [INFO] {\n[2026-09-29T07:50:14.083Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"message\": {\n[2026-09-29T07:50:14.083Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:14.083Z] [INFO]     \"id\": \"msg_011CfXN4yBQvgTd7YYfxov7f\",\n[2026-09-29T07:50:14.083Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:14.083Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:14.083Z] [INFO]     \"content\": [\n[2026-09-29T07:50:14.083Z] [INFO]       {\n[2026-09-29T07:50:14.083Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:50:14.083Z] [INFO]         \"text\": \"The full report is in `/tmp/research-notes/ba-requirements.md` (about 3,300 words, every fact cited by repo path). No repository files were changed.\\n\\nTwo things up front:\\n- **The hypothesis in item 2 is not stated anywhere as one sentence.** The argument is spread across several files; the chain of evidence is below.\\n- **Branch issue-639 adds nothing to `research/ba-requirements`.** It is already merged into main, and its work lives in `projects/ba-ai-process/` (item 5). So main URLs work for everything; branch URLs point to the same files.\\n\\nURL base: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/`. All paths below are relative to it.\\n\\n## 1. Mango run snapshots (numbers and paths)\\n\\n**`research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md`** (56 runs, 2026-04-10 to 2026-08-25)\\n- By status: draft 29, works-with-edits 19, partial-success 5, success 1.\\n- Totals: 1,080 episodes, 2,084 turns, 61,360,738 dialog tokens (median 720,806 per run).\\n- Hallucinations: 41 recorded across 11 runs; 12 reached the delivered output. Nine runs shipped hallucinations: RUN-0016, 0018, 0021, 0022, 0024\u20130028.\\n- Keyword counts: \\\"covered\\\" appears in 41/56 runs, \\\"discoverab\\\" in 0/56.\\n- The file's own caveats: hallucinations are logged under 3 different keys, success_rate can't be compared across runs, and metrics are filled in only 10 to 41 of 56 runs.\\n\\n**`research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md`** (57 runs)\\n- Required run folders exist in 100% of runs, but that is the contract in form only.\\n- Modeling markers appear in 2/57 runs, so there is effectively no core model (C-CORE).\\n- 23/57 runs (40.4%) produce more than one document.\\n- Reliability of measurement is declared in 5/57 (8.8%).\\n- 71 distinct metric keys, none used by every run; 24 keys appear in exactly one run.\\n- No run delivered a contract-grade TZ.\\n\\n**`research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md`**\\n- A linear pipeline reaches its end document in 0 of 32 runs that produced a document; a layered pipeline reaches it in 32 of 32. The owner's threshold was 80%.\\n\\n**`research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md`** (67 runs)\\n- The 17 requirement documents have 17 different skeletons.\\n- Even one task (BCREQ-1074, 3 runs) produced 3 skeletons, with mean overlap (Jaccard) 0.69.\\n- There are no clean samples, so the reference Golden Set has to be synthetic.\\n\\n**`research/ba-requirements/2026-09-08-meta-model-inputs-facts.md`**\\n- 24 active prompts cover 13 capabilities.\\n- Variants of the same capability barely overlap: mean Jaccard 0.077, and 8 of 13 pairs have zero overlap.\\n- 50/67 runs reference no prompt, and 11/24 prompts are never used.\\n- 66/67 runs fall outside the process dictionary.\\n\\n**`research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md`**\\n- 10 of 12 meta-model constructs appear in none of the prompts; prompts average 1.04 constructs each.\\n- The file concludes the old corpus cannot be the basis for new contracts (this feeds ADR-014).\\n\\n**Other supporting files**\\n- `2026-09-08-kb-slot-fit-facts.md`: 860 knowledge-base sections; 0 needed a slot outside the 14-slot dictionary.\\n- `2026-09-07-ecosystem-knowledge-inventory.md`: 368 artifacts, of which only 13% are canonical and accepted.\\n- `methodology-unification/00-introduction.md`: the baseline is 2 of 32 runs with a verdict (6%) accepted without edits.\\n\\n## 2. Hypothesis and proposed fix (strict prompt + machine-readable contract + fail-closed check)\\n\\nThe evidence chain, strongest first:\\n\\n- **Theory: `research/ba-requirements/methodology-unification/10-theory.md` (sections 1 and 5)**\\n  - When the model resolves norms itself, the result varies: \\\"\u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c\\\" (two runs give two different sets of norms).\\n  - Rule T-1: the model's self-check cannot catch a defect that comes from its own false belief, so factual properties need a deterministic machine check (G-mach).\\n  - Rule T-2: irreversible decisions need a human gate.\\n- **Cases: `research/ba-requirements/methodology-unification/40-practice-and-cases.md`**\\n  - C-1 (RUN-0018): a strict step-by-step prompt with 8 self-check steps still logged 8 hallucinations, 1 shipped. The run's own note: \\\"\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\\\" (the prompt was followed; the facts were not made reliable).\\n  - C-2 (RUN-0063 \u2192 0064 \u2192 0067): 5 requirements described features that already existed. The defect was found two runs late, and RUN-0063 was invalidated. The proposed fix is a skill with a machine check that fails closed: \\\"\u043f\u0443\u0441\u0442\u043e\u0439 SSOT \u2014 \u043e\u0442\u043a\u0430\u0437, \u0430 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\\\" (an empty source of truth is a refusal, not a warning). The pilot is B-131 in `50-open-research.md`.\\n- **Pipeline stages**\\n  - `normalization/00-introduction.md`: the human gate is unreliable (9/56 runs shipped hallucinations), so claims must be checkable by machine.\\n  - `artifact-rendering/00-introduction.md`: the rendering stage may not create new meaning.\\n- **Environment: `2026-09-10-gigacode-environment-facts.md`**\\n  - GC-19: the agent works where the result can be checked by machine.\\n  - GC-20: it invents whatever it doesn't know.\\n- **Why prompts alone are not enough:** legacy prompts contain almost no checkable constructs, and prompt variants overlap at Jaccard 0.077 (item 1).\\n- **A new twist from #639:** a fail-closed check must look at each step, not the whole package. In probe P10 the text \\\"lorem ipsum\\\" passed as the output of steps n1\u2013n3 (\u0413-29). The determinism metric stayed at 1.0 even with junk output (\u0413-30). The fix is backlog item B-212.\\n\\n## 3. Key conclusions per subdirectory (from each `00-introduction.md`)\\n\\n- **normalization**\\n  - Coverage assessment is the main loss (41 vs 0 keyword hits), so it should be its own operation with a gate.\\n  - 9/56 runs shipped hallucinations, so grounding must be machine-checkable.\\n  - Recommends a hybrid: a universal taxonomy plus a Mango taxonomy, linked by a correlation matrix.\\n- **methodology-unification**\\n  - There is no single BA methodology.\\n  - Norms are layered: industry \u2192 IT-telecom \u2192 Mango additions. At run time the agent gets one compiled SKILL.md and never works out the layers itself.\\n  - Only 6% of runs with a verdict were accepted without edits.\\n- **orchestration**\\n  - The route is fixed before generation, on 6 axes, at an entry gate. The resulting route sheet is a commitment.\\n  - Route rules are checked by machine, and stopping mid-route is normal.\\n  - Its verdict was \\\"a YAML file, no engine needed\\\". #639 later challenged this because nothing executes the route.\\n- **solution-modeling**\\n  - The core model is an object, not a stage, and in practice it is missing (2/57 runs).\\n  - Readability for every audience comes first; there are 12 model classes. Mango covers 6/12 classes and 4/9 invariants.\\n  - Tools to build or buy: StrictDoc, Doorstop, Sphinx-Needs, ReqIF.\\n- **artifact-micro-structure**\\n  - 17 documents have 17 skeletons, so headings must be separated from meaning.\\n  - UI and acceptance criteria are folded into functional requirements.\\n  - One artifact is shown in 3 views (business, approval, developer). The synthetic Golden Set is mandatory and part of the machine check.\\n- **artifact-rendering**\\n  - Rendering is assembly, not writing; no new meaning may appear at this stage.\\n  - Three render modes (deterministic, generative, hybrid), which differ in what can be proven.\\n  - A fully deterministic render may be impossible for a TZ.\\n- **feedback-and-evolution**\\n  - Without feedback the pipeline cannot learn: 100% of runs deliver documents, but only 8.8% say how they were measured. There are 71 metric keys.\\n  - The first task is a closure-record schema.\\n  - Keep execution, decision and process quality separate.\\n\\n## 4. GigaCode, skill granularity, taxonomy defects\\n\\n**GigaCode (`research/ba-requirements/2026-09-10-gigacode-environment-facts.md`, facts GC-1 to GC-28)**\\n- All 11 vendor documentation pages were reachable (HTTP 200).\\n- Skills live in `.agents/skills//SKILL.md`; only name and description are required, and they load in stages.\\n- Agents are defined in `.opencode/agent/*.md`, with modes and permissions.\\n- The profile forbids reading secrets, editing `.git`, curl, wget and `git reset --hard`. There are 42 MCP tools.\\n- Vendor stance: \\\"\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430\\\" (a check must be shown, not claimed).\\n- Scope rule: a short rule belongs in AGENTS.md; anything needing its own permissions or isolated context should be an agent.\\n- The owner's \\\"1M-token hard limit\\\" is not in the documentation (verification is B-162). How a human gate would work is also undocumented.\\n\\n**Skill granularity (`research/ba-requirements/2026-09-10-skill-granularity-format-facts.md`)**\\n- GigaCode sets no limit on how big a skill can be.\\n- Control returns to the analyst in 10/10 step-by-step prompts and 0/14 others, a perfect split.\\n- All 9/9 one-shot prompts contain an internal algorithm, so \\\"one-shot = atomic\\\" is refuted.\\n- None of 33 skills is a single operation; each uses 2\u20137.\\n- 21 of 31 operations are reused by 3 or more skills. check-schema leads with 11.\\n\\n**Taxonomy defects (`research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md`, D1\u2013D8)**\\n- D1: FR and TZ are merged in 29 places, though the ontology has two separate types (A18, and A19 per GOST 34.602-2020).\\n- D2: \\\"draft\\\" is used as a process boundary, although it is a lifecycle state.\\n- D3: 7 of 13 operations have more than one output class.\\n- D4: 8 of 13 operation definitions list mixed results.\\n- D5: Mango has 6 subprocesses; the hub has none.\\n- D6: the System, User and Subprocess entities are missing.\\n- D7: 66/67 runs fall outside the dictionary.\\n- **Discrepancy:** `research/ba-requirements/README.md` describes D3 and D4 differently from the facts file. Cite the facts file, not the README.\\n\\n## 5. Branch issue-639 vs main\\n\\n- Branch `issue-639-405767e7672e` (tip 836faaf) was merged via PR #643 (d718616) and has no commits beyond main. `research/ba-requirements` is identical on both.\\n- **Files the branch added (now on main):**\\n  - `projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md` (508 lines)\\n  - `projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md` (hypotheses \u0413-01 to \u0413-25)\\n  - `projects/ba-ai-process/experiments/issue_639_runner_probes.py` and `.log` (probes P10\u2013P12)\\n  - `projects/ba-ai-process/experiments/issue_639_gap_probes.sh` and `.log`\\n  - `ops/backlog.md`: B-203 to B-210 and B-211 to B-218\\n- **Main verdict:** the direction (source \u2192 distribution \u2192 runtime \u2192 feedback, per ADR-017) is right, but nothing executes the route: the meta-model's 11 entities include no executor (\u0413-26). That executor doesn't need to be bought; it can be built out of the existing GigaCode runner.\\n- **What the probes found in the current runner:**\\n  - It ignores all 17 route conditions in the YAML and re-codes the branches in Python for 8 nodes (\u0413-28).\\n  - It accepts junk output (\u0413-29/30).\\n  - A halt cannot be resumed (\u0413-31).\\n  - One mistyped transition blocks the task permanently (\u0413-32).\\n  - It allows 0 corrective attempts where the spec allows 1 (\u0413-33).\\n- **Clients can't guarantee step order either:** chat clients, MCP and hooks all leave the order to the model (\u0413-37 to \u0413-39). Clients are also unstable, e.g. Roo Code was archived and Cline v4 renamed its tools (\u0413-41).\\n- **Recommendations:**\\n  - First, the runner leads the route on the analyst's workstation (option \u0412-1).\\n  - Then the same runner on a server with FastAPI, a state machine and Postgres, optionally LangGraph (\u0412-3/\u0412-4).\\n  - n8n only as an outer shell, never the core. It has a critical vulnerability (CVE-2026-21858, CVSS 10.0), the graph would have to be redrawn in it, its AI Agent node is non-deterministic, and the Business tier costs \u20ac667/month.\\n  - Rejected as the core: Dify, Flowise, Windmill, Kestra, Prefect, Camunda, Operaton, Temporal.\\n- **Readiness:** the runner is ready for debugging transitions but not for pilot measurements until fixes B-211 to B-213 land. All of B-211 to B-218 are TODO, with priority left for a human to set.\\n\\nA separate helper I started earlier to analyse the mango_ba_prompts history was still running when I finished. Its results are not included here.\"\n[2026-09-29T07:50:14.083Z] [INFO]       }\n[2026-09-29T07:50:14.083Z] [INFO]     ],\n[2026-09-29T07:50:14.083Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:14.083Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:14.083Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:14.083Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:14.083Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:14.083Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:14.083Z] [INFO]       \"cache_creation_input_tokens\": 10647,\n[2026-09-29T07:50:14.083Z] [INFO]       \"cache_read_input_tokens\": 24058,\n[2026-09-29T07:50:14.083Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:14.083Z] [INFO]         \"ephemeral_5m_input_tokens\": 10647,\n[2026-09-29T07:50:14.083Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:50:14.083Z] [INFO]       },\n[2026-09-29T07:50:14.083Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:50:14.083Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:14.083Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:14.083Z] [INFO]     },\n[2026-09-29T07:50:14.083Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:14.083Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:14.083Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:14.083Z] [INFO]   },\n[2026-09-29T07:50:14.083Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"uuid\": \"8ce63a8c-3dce-4922-ac65-cf215e1f2a87\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:14.057Z\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"request_id\": \"req_011CfXN4xeACLAQoRSfvZPjt\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:50:14.083Z] [INFO] }\n[2026-09-29T07:50:14.113Z] [INFO] {\n[2026-09-29T07:50:14.113Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:14.113Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T07:50:14.113Z] [INFO]   \"tasks\": [],\n[2026-09-29T07:50:14.113Z] [INFO]   \"uuid\": \"27032a80-5ee1-40da-b81e-1f3deb91fcc9\",\n[2026-09-29T07:50:14.113Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:50:14.113Z] [INFO] }\n[2026-09-29T07:50:14.117Z] [INFO] {\n[2026-09-29T07:50:14.117Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:14.117Z] [INFO]   \"subtype\": \"task_updated\",\n[2026-09-29T07:50:14.117Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:50:14.117Z] [INFO]   \"patch\": {\n[2026-09-29T07:50:14.117Z] [INFO]     \"status\": \"completed\",\n[2026-09-29T07:50:14.117Z] [INFO]     \"end_time\": 1790668214099\n[2026-09-29T07:50:14.117Z] [INFO]   },\n[2026-09-29T07:50:14.117Z] [INFO]   \"uuid\": \"1a44d930-c1fc-4fe0-83b7-8ba51e6e85a0\",\n[2026-09-29T07:50:14.117Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:50:14.117Z] [INFO] }\n[2026-09-29T07:50:14.145Z] [INFO] {\n[2026-09-29T07:50:14.145Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"output_file\": \"/tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/a8223c4e8f50f54ab.output\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"summary\": \"The full report is in `/tmp/research-notes/ba-requirements.md` (about 3,300 words, every fact cited by repo path). No repository files were changed.\\n\\nTwo things up front:\\n- **The hypothesis in item 2 is not stated anywhere as one sentence.** The argument is spread across several files; the chain of evidence is below.\\n- **Branch issue-639 adds nothing to `research/ba-requirements`.** It is already merged into main, and its work lives in `projects/ba-ai-process/` (item 5). So main URLs work for everything; branch URLs point to the same files.\\n\\nURL base: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/`. All paths below are relative to it.\\n\\n## 1. Mango run snapshots (numbers and paths)\\n\\n**`research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md`** (56 runs, 2026-04-10 to 2026-08-25)\\n- By status: draft 29, works-with-edits 19, partial-success 5, success 1.\\n- Totals: 1,080 episodes, 2,084 turns, 61,360,738 dialog tokens (median 720,806 per run).\\n- Hallucinations: 41 recorded across 11 runs; 12 reached the delivered output. Nine runs shipped hallucinations: RUN-0016, 0018, 0021, 0022, 0024\u20130028.\\n- Keyword counts: \\\"covered\\\" appears in 41/56 runs, \\\"discoverab\\\" in 0/56.\\n- The file's own caveats: hallucinations are logged under 3 different keys, success_rate can't be compared across runs, and metrics are filled in only 10 to 41 of 56 runs.\\n\\n**`research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md`** (57 runs)\\n- Required run folders exist in 100% of runs, but that is the contract in form only.\\n- Modeling markers appear in 2/57 runs, so there is effectively no core model (C-CORE).\\n- 23/57 runs (40.4%) produce more than one document.\\n- Reliability of measurement is declared in 5/57 (8.8%).\\n- 71 distinct metric keys, none used by every run; 24 keys appear in exactly one run.\\n- No run delivered a contract-grade TZ.\\n\\n**`research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md`**\\n- A linear pipeline reaches its end document in 0 of 32 runs that produced a document; a layered pipeline reaches it in 32 of 32. The owner's threshold was 80%.\\n\\n**`research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md`** (67 runs)\\n- The 17 requirement documents have 17 different skeletons.\\n- Even one task (BCREQ-1074, 3 runs) produced 3 skeletons, with mean overlap (Jaccard) 0.69.\\n- There are no clean samples, so the reference Golden Set has to be synthetic.\\n\\n**`research/ba-requirements/2026-09-08-meta-model-inputs-facts.md`**\\n- 24 active prompts cover 13 capabilities.\\n- Variants of the same capability barely overlap: mean Jaccard 0.077, and 8 of 13 pairs have zero overlap.\\n- 50/67 runs reference no prompt, and 11/24 prompts are never used.\\n- 66/67 runs fall outside the process dictionary.\\n\\n**`research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md`**\\n- 10 of 12 meta-model constructs appear in none of the prompts; prompts average 1.04 constructs each.\\n- The file concludes the old corpus cannot be the basis for new contracts (this feeds ADR-014).\\n\\n**Other supporting files**\\n- `2026-09-08-kb-slot-fit-facts.md`: 860 knowledge-base sections; 0 needed a slot outside the 14-slot dictionary.\\n- `2026-09-07-ecosystem-knowledge-inventory.md`: 368 artifacts, of which only 13% are canonical and accepted.\\n- `methodology-unification/00-introduction.md`: the baseline is 2 of 32 runs with a verdict (6%) accepted without edits.\\n\\n## 2. Hypothesis and proposed fix (strict prompt + machine-readable contract + fail-closed check)\\n\\nThe evidence chain, strongest first:\\n\\n- **Theory: `research/ba-requirements/methodology-unification/10-theory.md` (sections 1 and 5)**\\n  - When the model resolves norms itself, the result varies: \\\"\u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c\\\" (two runs give two different sets of norms).\\n  - Rule T-1: the model's self-check cannot catch a defect that comes from its own false belief, so factual properties need a deterministic machine check (G-mach).\\n  - Rule T-2: irreversible decisions need a human gate.\\n- **Cases: `research/ba-requirements/methodology-unification/40-practice-and-cases.md`**\\n  - C-1 (RUN-0018): a strict step-by-step prompt with 8 self-check steps still logged 8 hallucinations, 1 shipped. The run's own note: \\\"\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\\\" (the prompt was followed; the facts were not made reliable).\\n  - C-2 (RUN-0063 \u2192 0064 \u2192 0067): 5 requirements described features that already existed. The defect was found two runs late, and RUN-0063 was invalidated. The proposed fix is a skill with a machine check that fails closed: \\\"\u043f\u0443\u0441\u0442\u043e\u0439 SSOT \u2014 \u043e\u0442\u043a\u0430\u0437, \u0430 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\\\" (an empty source of truth is a refusal, not a warning). The pilot is B-131 in `50-open-research.md`.\\n- **Pipeline stages**\\n  - `normalization/00-introduction.md`: the human gate is unreliable (9/56 runs shipped hallucinations), so claims must be checkable by machine.\\n  - `artifact-rendering/00-introduction.md`: the rendering stage may not create new meaning.\\n- **Environment: `2026-09-10-gigacode-environment-facts.md`**\\n  - GC-19: the agent works where the result can be checked by machine.\\n  - GC-20: it invents whatever it doesn't know.\\n- **Why prompts alone are not enough:** legacy prompts contain almost no checkable constructs, and prompt variants overlap at Jaccard 0.077 (item 1).\\n- **A new twist from #639:** a fail-closed check must look at each step, not the whole package. In probe P10 the text \\\"lorem ipsum\\\" passed as the output of steps n1\u2013n3 (\u0413-29). The determinism metric stayed at 1.0 even with junk output (\u0413-30). The fix is backlog item B-212.\\n\\n## 3. Key conclusions per subdirectory (from each `00-introduction.md`)\\n\\n- **normalization**\\n  - Coverage assessment is the main loss (41 vs 0 keyword hits), so it should be its own operation with a gate.\\n  - 9/56 runs shipped hallucinations, so grounding must be machine-checkable.\\n  - Recommends a hybrid: a universal taxonomy plus a Mango taxonomy, linked by a correlation matrix.\\n- **methodology-unification**\\n  - There is no single BA methodology.\\n  - Norms are layered: industry \u2192 IT-telecom \u2192 Mango additions. At run time the agent gets one compiled SKILL.md and never works out the layers itself.\\n  - Only 6% of runs with a verdict were accepted without edits.\\n- **orchestration**\\n  - The route is fixed before generation, on 6 axes, at an entry gate. The resulting route sheet is a commitment.\\n  - Route rules are checked by machine, and stopping mid-route is normal.\\n  - Its verdict was \\\"a YAML file, no engine needed\\\". #639 later challenged this because nothing executes the route.\\n- **solution-modeling**\\n  - The core model is an object, not a stage, and in practice it is missing (2/57 runs).\\n  - Readability for every audience comes first; there are 12 model classes. Mango covers 6/12 classes and 4/9 invariants.\\n  - Tools to build or buy: StrictDoc, Doorstop, Sphinx-Needs, ReqIF.\\n- **artifact-micro-structure**\\n  - 17 documents have 17 skeletons, so headings must be separated from meaning.\\n  - UI and acceptance criteria are folded into functional requirements.\\n  - One artifact is shown in 3 views (business, approval, developer). The synthetic Golden Set is mandatory and part of the machine check.\\n- **artifact-rendering**\\n  - Rendering is assembly, not writing; no new meaning may appear at this stage.\\n  - Three render modes (deterministic, generative, hybrid), which differ in what can be proven.\\n  - A fully deterministic render may be impossible for a TZ.\\n- **feedback-and-evolution**\\n  - Without feedback the pipeline cannot learn: 100% of runs deliver documents, but only 8.8% say how they were measured. There are 71 metric keys.\\n  - The first task is a closure-record schema.\\n  - Keep execution, decision and process quality separate.\\n\\n## 4. GigaCode, skill granularity, taxonomy defects\\n\\n**GigaCode (`research/ba-requirements/2026-09-10-gigacode-environment-facts.md`, facts GC-1 to GC-28)**\\n- All 11 vendor documentation pages were reachable (HTTP 200).\\n- Skills live in `.agents/skills//SKILL.md`; only name and description are required, and they load in stages.\\n- Agents are defined in `.opencode/agent/*.md`, with modes and permissions.\\n- The profile forbids reading secrets, editing `.git`, curl, wget and `git reset --hard`. There are 42 MCP tools.\\n- Vendor stance: \\\"\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430\\\" (a check must be shown, not claimed).\\n- Scope rule: a short rule belongs in AGENTS.md; anything needing its own permissions or isolated context should be an agent.\\n- The owner's \\\"1M-token hard limit\\\" is not in the documentation (verification is B-162). How a human gate would work is also undocumented.\\n\\n**Skill granularity (`research/ba-requirements/2026-09-10-skill-granularity-format-facts.md`)**\\n- GigaCode sets no limit on how big a skill can be.\\n- Control returns to the analyst in 10/10 step-by-step prompts and 0/14 others, a perfect split.\\n- All 9/9 one-shot prompts contain an internal algorithm, so \\\"one-shot = atomic\\\" is refuted.\\n- None of 33 skills is a single operation; each uses 2\u20137.\\n- 21 of 31 operations are reused by 3 or more skills. check-schema leads with 11.\\n\\n**Taxonomy defects (`research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md`, D1\u2013D8)**\\n- D1: FR and TZ are merged in 29 places, though the ontology has two separate types (A18, and A19 per GOST 34.602-2020).\\n- D2: \\\"draft\\\" is used as a process boundary, although it is a lifecycle state.\\n- D3: 7 of 13 operations have more than one output class.\\n- D4: 8 of 13 operation definitions list mixed results.\\n- D5: Mango has 6 subprocesses; the hub has none.\\n- D6: the System, User and Subprocess entities are missing.\\n- D7: 66/67 runs fall outside the dictionary.\\n- **Discrepancy:** `research/ba-requirements/README.md` describes D3 and D4 differently from the facts file. Cite the facts file, not the README.\\n\\n## 5. Branch issue-639 vs main\\n\\n- Branch `issue-639-405767e7672e` (tip 836faaf) was merged via PR #643 (d718616) and has no commits beyond main. `research/ba-requirements` is identical on both.\\n- **Files the branch added (now on main):**\\n  - `projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md` (508 lines)\\n  - `projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md` (hypotheses \u0413-01 to \u0413-25)\\n  - `projects/ba-ai-process/experiments/issue_639_runner_probes.py` and `.log` (probes P10\u2013P12)\\n  - `projects/ba-ai-process/experiments/issue_639_gap_probes.sh` and `.log`\\n  - `ops/backlog.md`: B-203 to B-210 and B-211 to B-218\\n- **Main verdict:** the direction (source \u2192 distribution \u2192 runtime \u2192 feedback, per ADR-017) is right, but nothing executes the route: the meta-model's 11 entities include no executor (\u0413-26). That executor doesn't need to be bought; it can be built out of the existing GigaCode runner.\\n- **What the probes found in the current runner:**\\n  - It ignores all 17 route conditions in the YAML and re-codes the branches in Python for 8 nodes (\u0413-28).\\n  - It accepts junk output (\u0413-29/30).\\n  - A halt cannot be resumed (\u0413-31).\\n  - One mistyped transition blocks the task permanently (\u0413-32).\\n  - It allows 0 corrective attempts where the spec allows 1 (\u0413-33).\\n- **Clients can't guarantee step order either:** chat clients, MCP and hooks all leave the order to the model (\u0413-37 to \u0413-39). Clients are also unstable, e.g. Roo Code was archived and Cline v4 renamed its tools (\u0413-41).\\n- **Recommendations:**\\n  - First, the runner leads the route on the analyst's workstation (option \u0412-1).\\n  - Then the same runner on a server with FastAPI, a state machine and Postgres, optionally LangGraph (\u0412-3/\u0412-4).\\n  - n8n only as an outer shell, never the core. It has a critical vulnerability (CVE-2026-21858, CVSS 10.0), the graph would have to be redrawn in it, its AI Agent node is non-deterministic, and the Business tier costs \u20ac667/month.\\n  - Rejected as the core: Dify, Flowise, Windmill, Kestra, Prefect, Camunda, Operaton, Temporal.\\n- **Readiness:** the runner is ready for debugging transitions but not for pilot measurements until fixes B-211 to B-213 land. All of B-211 to B-218 are TODO, with priority left for a human to set.\\n\\nA separate helper I started earlier to analyse the mango_ba_prompts history was still running when I finished. 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53,\n[2026-09-29T07:50:18.252Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:18.252Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:18.252Z] [INFO]   \"uuid\": \"759fd9ab-5038-4069-ae23-bf271ccf0f48\"\n[2026-09-29T07:50:18.252Z] [INFO] }\n[2026-09-29T07:50:18.255Z] [INFO] {\n[2026-09-29T07:50:18.255Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:18.255Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:18.255Z] [INFO]   \"estimated_tokens\": 54,\n[2026-09-29T07:50:18.255Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:18.255Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:18.255Z] [INFO]   \"uuid\": \"a9186d7a-f67c-41e3-b4b0-6af219153470\"\n[2026-09-29T07:50:18.255Z] [INFO] }\n[2026-09-29T07:50:18.259Z] [INFO] {\n[2026-09-29T07:50:18.259Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:18.259Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:18.259Z] [INFO]   \"estimated_tokens\": 198,\n[2026-09-29T07:50:18.259Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:18.259Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:18.259Z] [INFO]   \"uuid\": \"b89500d0-b05e-4a66-b718-7b8871702f8f\"\n[2026-09-29T07:50:18.259Z] [INFO] }\n[2026-09-29T07:50:18.266Z] [INFO] {\n[2026-09-29T07:50:18.266Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:18.266Z] [INFO]   \"message\": {\n[2026-09-29T07:50:18.266Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:18.266Z] [INFO]     \"id\": \"msg_011CfXN7yVLx3QXdtvTVXwBH\",\n[2026-09-29T07:50:18.266Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:18.266Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:18.266Z] [INFO]     \"content\": [\n[2026-09-29T07:50:18.266Z] [INFO]       {\n[2026-09-29T07:50:18.266Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:50:18.266Z] [INFO]         \"thinking\": \"The facts check out except for the product-taxonomy count and the forensics quote, which need corrected wording\u2014I'll fix both and add the timeline from the completed `mango_ba_prompts` analysis.\\n\\n\",\n[2026-09-29T07:50:18.266Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:50:18.266Z] [INFO]     ],\n[2026-09-29T07:50:18.266Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:18.266Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:18.266Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:18.266Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:18.266Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:18.266Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:18.266Z] [INFO]       \"cache_creation_input_tokens\": 522,\n[2026-09-29T07:50:18.266Z] [INFO]       \"cache_read_input_tokens\": 83387,\n[2026-09-29T07:50:18.266Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:18.266Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:18.266Z] [INFO]         \"ephemeral_1h_input_tokens\": 522\n[2026-09-29T07:50:18.266Z] [INFO]       },\n[2026-09-29T07:50:18.266Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T07:50:18.266Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:18.266Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:18.266Z] [INFO]     },\n[2026-09-29T07:50:18.266Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:18.266Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:18.266Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:18.266Z] [INFO]   },\n[2026-09-29T07:50:18.266Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:18.266Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:18.266Z] [INFO]   \"uuid\": \"925b860a-2fbf-45ab-8cf8-6497964a22c8\",\n[2026-09-29T07:50:18.266Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:18.159Z\",\n[2026-09-29T07:50:18.266Z] [INFO]   \"request_id\": \"req_011CfXN7y4Z5Urs3bfoDbuSa\",\n[2026-09-29T07:50:18.266Z] [INFO]   \"narration_block_indexes\": [\n[2026-09-29T07:50:18.266Z] [INFO]     0\n[2026-09-29T07:50:18.266Z] [INFO]   ]\n[2026-09-29T07:50:18.266Z] [INFO] }\n[2026-09-29T07:50:18.643Z] [INFO] {\n[2026-09-29T07:50:18.643Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:18.643Z] [INFO]   \"message\": {\n[2026-09-29T07:50:18.643Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:18.643Z] [INFO]     \"id\": \"msg_011CfXN7yVLx3QXdtvTVXwBH\",\n[2026-09-29T07:50:18.643Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:18.643Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:18.643Z] [INFO]     \"content\": [\n[2026-09-29T07:50:18.643Z] [INFO]       {\n[2026-09-29T07:50:18.643Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:50:18.643Z] [INFO]         \"id\": \"toolu_01Ahg6syNiQgg7PSagonHoZk\",\n[2026-09-29T07:50:18.643Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:50:18.643Z] [INFO]         \"input\": {\n[2026-09-29T07:50:18.643Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; head -40 dist/execution-package-gigacode-cli/taxonomy/projections.yaml; grep -rn \\\"V-DEV\\\\|V-CONTRACT\\\" dist/execution-package-gigacode-cli/templates/bcreq-skeleton.md dist/execution-package-gigacode-cli/package-manifest.yaml | head -5 | cut -c1-250\",\n[2026-09-29T07:50:18.643Z] [INFO]           \"description\": \"Check projections implementation state\"\n[2026-09-29T07:50:18.643Z] [INFO]         },\n[2026-09-29T07:50:18.643Z] [INFO]         \"caller\": {\n[2026-09-29T07:50:18.643Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:50:18.643Z] [INFO]         }\n[2026-09-29T07:50:18.643Z] [INFO]       }\n[2026-09-29T07:50:18.643Z] [INFO]     ],\n[2026-09-29T07:50:18.643Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:18.643Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:18.643Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:18.643Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:18.643Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:18.643Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:18.643Z] [INFO]       \"cache_creation_input_tokens\": 522,\n[2026-09-29T07:50:18.643Z] [INFO]       \"cache_read_input_tokens\": 83387,\n[2026-09-29T07:50:18.643Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:18.643Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:18.643Z] [INFO]         \"ephemeral_1h_input_tokens\": 522\n[2026-09-29T07:50:18.643Z] [INFO]       },\n[2026-09-29T07:50:18.643Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T07:50:18.643Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:18.643Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:18.643Z] [INFO]     },\n[2026-09-29T07:50:18.643Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:18.643Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:18.643Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:18.643Z] [INFO]   },\n[2026-09-29T07:50:18.643Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:18.643Z] [INFO]   \"session_id\": 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[INFO]         \"utilization\": 0.77,\n[2026-09-29T07:50:18.675Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:50:18.675Z] [INFO]       }\n[2026-09-29T07:50:18.675Z] [INFO]     }\n[2026-09-29T07:50:18.675Z] [INFO]   },\n[2026-09-29T07:50:18.675Z] [INFO]   \"uuid\": \"20898dbf-be0d-44ba-9e5e-1b7753fb0532\",\n[2026-09-29T07:50:18.675Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:50:18.675Z] [INFO] }\n[2026-09-29T07:50:20.086Z] [INFO] {\n[2026-09-29T07:50:20.086Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:50:20.086Z] [INFO]   \"message\": {\n[2026-09-29T07:50:20.086Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:50:20.086Z] [INFO]     \"content\": [\n[2026-09-29T07:50:20.086Z] [INFO]       {\n[2026-09-29T07:50:20.086Z] [INFO]         \"tool_use_id\": \"toolu_01Ahg6syNiQgg7PSagonHoZk\",\n[2026-09-29T07:50:20.086Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:50:20.086Z] [INFO]         \"content\": \"# \u0417\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 A-BCREQ. \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0438 \u0442\u043e\u0433\u043e\\n# \u0436\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442: \u0441\u043a\u0435\u043b\u0435\u0442 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442\\n# \u0432\u0441\u0435\u0433\u0434\u0430, \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u0437\u0430\u0434\u0430\u0451\u0442, \u043a\u0430\u043a\u0438\u0435 \u0441\u043b\u043e\u0442\u044b \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u0431\u044b\u0442\u044c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b \u0434\u043b\u044f \u0430\u0434\u0440\u0435\u0441\u0430\u0442\u0430 \u0438\\n# \u043a\u0430\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430.\\n#\\n# \u0414\u043e \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u043f\u043e\u043b\u0435 `projection` \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b\u043e \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0435 \u0432\u044b\u0445\u043e\u0434\u0430,\\n# \u043d\u043e \u043d\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043b\u043e\u0441\u044c \u043d\u0438 \u043e\u0434\u043d\u0438\u043c \u043d\u0430\u0432\u044b\u043a\u043e\u043c \u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u043e\u0441\u044c: \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u0442\u043a\u0430 \u043d\u0438\\n# \u0440\u0430\u0437\u0443 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0443 \u043f\u0443\u0441\u0442\u0443\u044e \u0432\u0435\u0442\u043a\u0443.\\nvocabulary: projections\\nclosed: true\\nversion: \\\"1.0\\\"\\nrule: >-\\n  \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438 (R-5). \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043b\u043e\u0442\u043e\u0432 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f\\n  \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438; \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f\\n  \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u0443 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044e: \u0434\u0432\u0430 \u0430\u0434\u0440\u0435\u0441\u0430\u0442\u0430 \u0432 \u043e\u0434\u043d\u043e\u043c\\n  \u0447\u0442\u0435\u043d\u0438\u0438 \u2014 \u0434\u0435\u0444\u0435\u043a\u0442, \u043d\u0435\u043e\u0442\u043b\u0438\u0447\u0438\u043c\u044b\u0439 \u043e\u0442 F-MIXED.\\n\\nitems:\\n  - id: V-BIZ\\n    name: \u0427\u0442\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430\\n    addressee: \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\\n    question: \\\"\u0437\u0430\u0447\u0435\u043c \u044d\u0442\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0438 \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043c\\\"\\n    required_slots: [S-GLOSSARY, S-PROBLEM, S-SCOPE, S-SOLUTION, S-LIMITS, S-OPEN]\\n    wording_rule: >-\\n      \u044f\u0437\u044b\u043a \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0431\u0435\u0437 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432; \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432\\n      \u0444\u043e\u0440\u043c\u0435 \u0446\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u044b\\n    default_format_class: F-SHORT\\n\\n  - id: V-APPROVE\\n    name: \u0427\u0442\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f\\n    addressee: \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0440\u0435\u0448\u0435\u043d\u0438\u0435\\n    question: \\\"\u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u044f \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\\\"\\n    # \u0420\u0430\u0437\u0434\u0435\u043b\u044b 1\u20136 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430: \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0434\u0435\u043b\u044c\u0442\u0430, \u0440\u0435\u0448\u0435\u043d\u0438\u0435,\\n    # \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u0424\u0422 \u0438 \u0442\u043e, \u043a\u0430\u043a \u044d\u0442\u043e \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0434\u043b\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\\n    required_slots: [S-GLOSSARY, S-PROBLEM, S-SCOPE, S-SOLUTION, S-FR, S-SETTINGS, S-UI, S-SCENARIO, S-NFR, S-LIMITS, S-OPEN]\\n    key_slots: [S-FR, S-SCENARIO, S-UI]\\n    wording_rule: >-\\n      S-FR \u043d\u0435\u0441\u0451\u0442 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u043c\\n      \u0424\u0422-NN \u2014 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u00ab\u0447\u0442\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c\u00bb. S-SCENARIO \u0438 S-UI\\n      \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0442 \u043d\u0430 \u00ab\u043a\u0430\u043a \u044d\u0442\u043e \u0431\u0443\u0434\u0435\u0442 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u0442\u044c\u00bb \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430: \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0438\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:72:| `V-DEV` | \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440, \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0449\u0438\u043a | \u0447\u0435\u043c \u0438 \u0441 \u043a\u0430\u043a\u0438\u043c\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\u043c\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c: `S-AC`, `S-TRACE`, `S-INTEGRA\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:73:| `V-CONTRACT` | \u0441\u0442\u043e\u0440\u043e\u043d\u0430 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430 | \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430: `S-FR` \u0432 \u0444\u043e\u0440\u043c\u0435 \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c\u00bb, `S-AC` \\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:84:  \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-DEV`.\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:91:### \u0420\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-DEV`\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:100:### \u0420\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-CONTRACT`\",\n[2026-09-29T07:50:20.086Z] [INFO]         \"is_error\": false\n[2026-09-29T07:50:20.086Z] [INFO]       }\n[2026-09-29T07:50:20.086Z] [INFO]     ]\n[2026-09-29T07:50:20.086Z] [INFO]   },\n[2026-09-29T07:50:20.086Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:20.086Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:20.086Z] [INFO]   \"uuid\": \"70b0f1a3-bf03-44b8-bfc2-33a9197150f6\",\n[2026-09-29T07:50:20.086Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:20.081Z\",\n[2026-09-29T07:50:20.086Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:50:20.086Z] [INFO]     \"stdout\": \"# \u0417\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 A-BCREQ. \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0438 \u0442\u043e\u0433\u043e\\n# \u0436\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442: \u0441\u043a\u0435\u043b\u0435\u0442 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442\\n# \u0432\u0441\u0435\u0433\u0434\u0430, \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u0437\u0430\u0434\u0430\u0451\u0442, \u043a\u0430\u043a\u0438\u0435 \u0441\u043b\u043e\u0442\u044b \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u0431\u044b\u0442\u044c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b \u0434\u043b\u044f \u0430\u0434\u0440\u0435\u0441\u0430\u0442\u0430 \u0438\\n# \u043a\u0430\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430.\\n#\\n# \u0414\u043e \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u043f\u043e\u043b\u0435 `projection` \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b\u043e \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0435 \u0432\u044b\u0445\u043e\u0434\u0430,\\n# \u043d\u043e \u043d\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043b\u043e\u0441\u044c \u043d\u0438 \u043e\u0434\u043d\u0438\u043c \u043d\u0430\u0432\u044b\u043a\u043e\u043c \u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u043e\u0441\u044c: \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u0442\u043a\u0430 \u043d\u0438\\n# \u0440\u0430\u0437\u0443 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0443 \u043f\u0443\u0441\u0442\u0443\u044e \u0432\u0435\u0442\u043a\u0443.\\nvocabulary: projections\\nclosed: true\\nversion: \\\"1.0\\\"\\nrule: >-\\n  \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438 (R-5). \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043b\u043e\u0442\u043e\u0432 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f\\n  \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438; \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f\\n  \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u0443 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044e: \u0434\u0432\u0430 \u0430\u0434\u0440\u0435\u0441\u0430\u0442\u0430 \u0432 \u043e\u0434\u043d\u043e\u043c\\n  \u0447\u0442\u0435\u043d\u0438\u0438 \u2014 \u0434\u0435\u0444\u0435\u043a\u0442, \u043d\u0435\u043e\u0442\u043b\u0438\u0447\u0438\u043c\u044b\u0439 \u043e\u0442 F-MIXED.\\n\\nitems:\\n  - id: V-BIZ\\n    name: \u0427\u0442\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430\\n    addressee: \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\\n    question: \\\"\u0437\u0430\u0447\u0435\u043c \u044d\u0442\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0438 \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043c\\\"\\n    required_slots: [S-GLOSSARY, S-PROBLEM, S-SCOPE, S-SOLUTION, S-LIMITS, S-OPEN]\\n    wording_rule: >-\\n      \u044f\u0437\u044b\u043a \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0431\u0435\u0437 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432; \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432\\n      \u0444\u043e\u0440\u043c\u0435 \u0446\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u044b\\n    default_format_class: F-SHORT\\n\\n  - id: V-APPROVE\\n    name: \u0427\u0442\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f\\n    addressee: \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0440\u0435\u0448\u0435\u043d\u0438\u0435\\n    question: \\\"\u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u044f \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\\\"\\n    # \u0420\u0430\u0437\u0434\u0435\u043b\u044b 1\u20136 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430: \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0434\u0435\u043b\u044c\u0442\u0430, \u0440\u0435\u0448\u0435\u043d\u0438\u0435,\\n    # \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u0424\u0422 \u0438 \u0442\u043e, \u043a\u0430\u043a \u044d\u0442\u043e \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0434\u043b\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\\n    required_slots: [S-GLOSSARY, S-PROBLEM, S-SCOPE, S-SOLUTION, S-FR, S-SETTINGS, S-UI, S-SCENARIO, S-NFR, S-LIMITS, S-OPEN]\\n    key_slots: [S-FR, S-SCENARIO, S-UI]\\n    wording_rule: >-\\n      S-FR \u043d\u0435\u0441\u0451\u0442 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u043c\\n      \u0424\u0422-NN \u2014 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u00ab\u0447\u0442\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c\u00bb. S-SCENARIO \u0438 S-UI\\n      \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0442 \u043d\u0430 \u00ab\u043a\u0430\u043a \u044d\u0442\u043e \u0431\u0443\u0434\u0435\u0442 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u0442\u044c\u00bb \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430: \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0438\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:72:| `V-DEV` | \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440, \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0449\u0438\u043a | \u0447\u0435\u043c \u0438 \u0441 \u043a\u0430\u043a\u0438\u043c\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\u043c\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c: `S-AC`, `S-TRACE`, `S-INTEGRA\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:73:| `V-CONTRACT` | \u0441\u0442\u043e\u0440\u043e\u043d\u0430 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430 | \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430: `S-FR` \u0432 \u0444\u043e\u0440\u043c\u0435 \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c\u00bb, `S-AC` \\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:84:  \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-DEV`.\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:91:### \u0420\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-DEV`\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:100:### \u0420\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-CONTRACT`\",\n[2026-09-29T07:50:20.086Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:50:20.086Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:50:20.086Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:50:20.086Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:50:20.086Z] [INFO]   }\n[2026-09-29T07:50:20.086Z] [INFO] }\n[2026-09-29T07:50:20.132Z] [STDOUT] [log_7f649e] sending request {\n[2026-09-29T07:50:20.147Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:50:20.151Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:20.154Z] [STDOUT]   options: {\n[2026-09-29T07:50:20.159Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:50:20.161Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:50:20.163Z] [STDOUT]     body: {\n[2026-09-29T07:50:20.165Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:50:20.168Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:50:20.171Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:50:20.173Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:50:20.175Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:50:20.178Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:50:20.181Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:50:20.184Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:50:20.186Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:50:20.188Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:50:20.191Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:50:20.197Z] [STDOUT]       stream: true,\n[2026-09-29T07:50:20.219Z] [STDOUT]     },\n[2026-09-29T07:50:20.231Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:50:20.236Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:20.253Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:20.276Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:20.279Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:20.281Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:20.283Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:20.286Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:20.289Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:20.294Z] [STDOUT]     },\n[2026-09-29T07:50:20.298Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:20.300Z] [STDOUT]   },\n[2026-09-29T07:50:20.303Z] [STDOUT]   headers: {\n[2026-09-29T07:50:20.305Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:20.309Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:50:20.312Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:50:20.314Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:50:20.316Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:50:20.322Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:50:20.352Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:50:20.385Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:50:20.399Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:50:20.406Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1415\",\n[2026-09-29T07:50:20.414Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:50:20.417Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:50:20.420Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:20.423Z] [STDOUT]     \"x-client-request-id\": \"fad1f03b-5393-41a5-b75d-b3442a260096\",\n[2026-09-29T07:50:20.425Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:50:20.427Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:50:20.428Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:50:20.431Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:50:20.433Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:50:20.435Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:50:20.437Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:50:20.439Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:50:20.441Z] [STDOUT]   },\n[2026-09-29T07:50:20.444Z] [STDOUT] }\n[2026-09-29T07:50:21.048Z] [STDOUT] [log_7f649e, request-id: \"req_011CfXN8XcNztY1sqASi2XJa\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 912ms\n[2026-09-29T07:50:21.053Z] [STDOUT] [log_7f649e] response start {\n[2026-09-29T07:50:21.057Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:21.061Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:21.063Z] [STDOUT]   headers: {\n[2026-09-29T07:50:21.067Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:21.070Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:21.074Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:21.078Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:21.080Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:21.083Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:21.088Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:21.092Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:21.095Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:21.101Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:21.104Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:21.106Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:21.112Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:21.120Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:21.125Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:21.130Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:21.159Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:21.161Z] [STDOUT]     \"cf-ray\": \"a4296577ed5301ff-CDG\",\n[2026-09-29T07:50:21.164Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:21.169Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:21.173Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:21.176Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:21.180Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:21 GMT\",\n[2026-09-29T07:50:21.183Z] [STDOUT]     \"request-id\": \"req_011CfXN8XcNztY1sqASi2XJa\",\n[2026-09-29T07:50:21.186Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:21.189Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:21.192Z] [STDOUT]     traceresponse: \"00-e2da219a51b1aff4bccff1956d225e95-300f2a2c7d730b5e-01\",\n[2026-09-29T07:50:21.196Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:21.199Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:21.203Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:21.209Z] [STDOUT]   },\n[2026-09-29T07:50:21.215Z] [STDOUT]   durationMs: 912,\n[2026-09-29T07:50:21.218Z] [STDOUT] }\n[2026-09-29T07:50:21.222Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:21.226Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:21 GMT\",\n[2026-09-29T07:50:21.228Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:21.231Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:21.235Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:21.239Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:21.242Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:21.247Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:21.250Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:21.256Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:21.261Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:21.264Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:21.268Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:21.270Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:21.272Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:21.278Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:21.283Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:21.286Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:21.291Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:21.296Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:21.299Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:21.302Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:21.305Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:21.311Z] [STDOUT]   \"request-id\": \"req_011CfXN8XcNztY1sqASi2XJa\",\n[2026-09-29T07:50:21.319Z] [STDOUT]   \"traceresponse\": \"00-e2da219a51b1aff4bccff1956d225e95-300f2a2c7d730b5e-01\",\n[2026-09-29T07:50:21.325Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:21.333Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:21.341Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:21.351Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:21.364Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:21.367Z] [STDOUT]   \"cf-ray\": \"a4296577ed5301ff-CDG\",\n[2026-09-29T07:50:21.371Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:21.378Z] [STDOUT] [log_7f649e] response parsed {\n[2026-09-29T07:50:21.386Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:21.396Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:21.434Z] [STDOUT]   body: X {\n[2026-09-29T07:50:21.460Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:21.477Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:21.490Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:21.498Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:21.501Z] [STDOUT]     },\n[2026-09-29T07:50:21.504Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:21.507Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:21.515Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:21.521Z] [STDOUT]   },\n[2026-09-29T07:50:21.525Z] [STDOUT]   durationMs: 914,\n[2026-09-29T07:50:21.529Z] [STDOUT] }\n[2026-09-29T07:50:21.580Z] [INFO] {\n[2026-09-29T07:50:21.580Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:21.580Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:21.580Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:50:21.580Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:21.580Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:21.580Z] [INFO]   \"uuid\": \"d0bf1034-68ad-44b4-ae20-7901c8d04c97\"\n[2026-09-29T07:50:21.580Z] [INFO] }\n[2026-09-29T07:50:22.652Z] [INFO] {\n[2026-09-29T07:50:22.652Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:22.652Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:22.652Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:50:22.652Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:22.652Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:22.652Z] [INFO]   \"uuid\": \"0dfadd37-b5e3-41b0-8ed4-5963dd5fb7ed\"\n[2026-09-29T07:50:22.652Z] [INFO] }\n[2026-09-29T07:50:23.866Z] [INFO] {\n[2026-09-29T07:50:23.866Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:23.866Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:23.866Z] [INFO]   \"estimated_tokens\": 250,\n[2026-09-29T07:50:23.866Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:23.866Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:23.866Z] [INFO]   \"uuid\": \"c385a424-18b2-4219-b411-fffe0f3b3c3c\"\n[2026-09-29T07:50:23.866Z] [INFO] }\n[2026-09-29T07:50:27.162Z] [INFO] {\n[2026-09-29T07:50:27.162Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:27.162Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:27.162Z] [INFO]   \"estimated_tokens\": 470,\n[2026-09-29T07:50:27.162Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:27.162Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:27.162Z] [INFO]   \"uuid\": \"1f66cd29-a030-4803-b8ae-8b4d0186f73d\"\n[2026-09-29T07:50:27.162Z] [INFO] }\n[2026-09-29T07:50:27.178Z] [INFO] {\n[2026-09-29T07:50:27.178Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:27.178Z] [INFO]   \"message\": {\n[2026-09-29T07:50:27.178Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:27.178Z] [INFO]     \"id\": \"msg_011CfXN8YEaWVui23n68jHiS\",\n[2026-09-29T07:50:27.178Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:27.178Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:27.178Z] [INFO]     \"content\": [\n[2026-09-29T07:50:27.178Z] [INFO]       {\n[2026-09-29T07:50:27.178Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:50:27.178Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:50:27.178Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:50:27.178Z] [INFO]       }\n[2026-09-29T07:50:27.178Z] [INFO]     ],\n[2026-09-29T07:50:27.178Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:27.178Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:27.178Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:27.178Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:27.178Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:27.178Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:27.178Z] [INFO]       \"cache_creation_input_tokens\": 7379,\n[2026-09-29T07:50:27.178Z] [INFO]       \"cache_read_input_tokens\": 83909,\n[2026-09-29T07:50:27.178Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:27.178Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:27.178Z] [INFO]         \"ephemeral_1h_input_tokens\": 7379\n[2026-09-29T07:50:27.178Z] [INFO]       },\n[2026-09-29T07:50:27.178Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:50:27.178Z] [INFO]       \"service_tier\": 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600000,\n[2026-09-29T07:50:30.856Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:30.862Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:30.867Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:30.872Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:30.876Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:30.881Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:30.891Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:30.895Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:30.898Z] [STDOUT]     },\n[2026-09-29T07:50:30.900Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:30.902Z] [STDOUT]   },\n[2026-09-29T07:50:30.904Z] [STDOUT]   headers: {\n[2026-09-29T07:50:30.907Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:30.910Z] [STDOUT]     \"anthropic-beta\": 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8`, **`hallucinations_shipped: 1`**,\\n`success_rate: 0.63`, \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `works-with-edits`. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430:\\n\u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n\\n| \u041c\u0435\u0442\u043e\u0434\u044b \u0438 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f API | \u00ab\u0418\u043d\u0438\u0446\u0438\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u044b\u0437\u043e\u0432\u0430 \u043e\u0442 \u0438\u043c\u0435\u043d\u0438 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430\u00bb, \u00ab\u0423\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043e \u043d\u0430\u0436\u0430\u0442\u0438\u044f\u0445 DTMF \u043a\u043b\u0430\u0432\u0438\u0448\u00bb | `S-INTEGRATION`, \u0435\u0441\u043b\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0445 \u043c\u0435\u043d\u044f\u0435\u0442; \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u041e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433 \u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 | \u00ab\u0411\u043b\u043e\u043a 3. \u0417\u0432\u043e\u043d\u043a\u0438\u00bb, \u00ab\u0428\u0430\u0433\u0438 \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430\u00bb, \u00ab\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f\u00bb | `S-SCOPE`; \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `S-SCENARIO` | \u043d\u0435\u0442 |\\n| \u0422\u0430\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0438 \u043e\u043f\u043b\u0430\u0442\u0430 | \u00ab\u041f\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0441\u0447\u0435\u0442\u00bb, \u00ab\u0411\u0430\u043d\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u00bb, \u00ab\u0420\u0435\u043a\u0432\u0438\u0437\u0438\u0442\u044b\u00bb | `S-LIMITS` \u043f\u0440\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0438, \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f | \u00ab1.\u00bb, \u00ab2.\u00bb, \u00ab3.1.\u00bb \u0432 `sip-trunk` | \u0448\u0443\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0430 PDF, \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b | \u043d\u0435\u0442 |\\n\\n\u041d\u0438 \u043e\u0434\u043d\u0430 \u0433\u0440\u0443\u043f\u043f\u0430 \u043d\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u0430 \u0437\u0430\u0432\u0435\u0441\u0442\u0438 \u0441\u043b\u043e\u0442, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u0442 \u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u0435 \u0438\u0437 14\\n\u0441\u043b\u043e\u0442\u043e\u0432. \u042d\u0442\u043e \u043e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u043d\u0435 \u043f\u0440\u0438\u0434\u0451\u0442\u0441\u044f \u043b\u0438 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043b\u043e\u0442 \u043f\u043e\u0434\\n\u043a\u0430\u0436\u0434\u044b\u0439 \u0447\u0438\u0445\u00bb: \u043d\u0430 860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c.\\n\\ncommit d8a47597ed9f0301e03086e7c14cbd35205b01d1\\nAuthor: konard \\nDate:   Thu Jun 11 08:44:14 2026 +0000\\n\\n    refactor: split BA prompts draft into 23 standardized files (#56)\\n    \\n    Migrate \\\"prompts/drafts/\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).md\\\" into 23 separate prompt\\n    files using the [domain]-[operation]-[mode].md naming scheme.\\nexperiment-1027-analysis.md\\nShell cwd was reset to /tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T07:50:35.285Z] [INFO]         \"is_error\": false\n[2026-09-29T07:50:35.285Z] [INFO]       }\n[2026-09-29T07:50:35.285Z] [INFO]     ]\n[2026-09-29T07:50:35.285Z] [INFO]   },\n[2026-09-29T07:50:35.285Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:35.285Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:35.285Z] [INFO]   \"uuid\": \"431a3775-2744-4eac-8dd9-486badcdfdc6\",\n[2026-09-29T07:50:35.285Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:35.274Z\",\n[2026-09-29T07:50:35.285Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:50:35.285Z] [INFO]     \"stdout\": \"**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:** [RUN-0018](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0018),\\n\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422 \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 1079 \u00ab\u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0443 \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440\u0430\u00bb, \u043c\u043e\u0434\u0435\u043b\u044c\\n`qwen3.7-plus`, 8 \u0448\u0430\u0433\u043e\u0432.\\n\\n**\u0427\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e.** \u041f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442\\n[`fr-validation-stepwise.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/fr-validation-stepwise.md)\\n\u0443\u0436\u0435 \u0443\u0441\u0442\u0440\u043e\u0435\u043d \u043a\u0430\u043a \u043d\u0430\u0432\u044b\u043a: \u0432\u043e\u0441\u0435\u043c\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438 \u2014\\n\u0430\u0443\u0434\u0438\u0442, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u0432, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0439, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0438, \u0432\u044b\u0447\u0438\u0442\u043a\u0430, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439. \u042d\u0442\u043e \u0434\u0435-\u0444\u0430\u043a\u0442\u043e \u0446\u0435\u043f\u043e\u0447\u043a\u0430 `G-self`.\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442** (\u043f\u043e\u043b\u0435 `metrics` \u043f\u0440\u043e\u0433\u043e\u043d\u0430): `episodes: 8`,\\n`ba_edits: 6`, `hallucinations: 8`, **`hallucinations_shipped: 1`**,\\n`success_rate: 0.63`, \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `works-with-edits`. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430:\\n\u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n\\n| \u041c\u0435\u0442\u043e\u0434\u044b \u0438 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f API | \u00ab\u0418\u043d\u0438\u0446\u0438\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u044b\u0437\u043e\u0432\u0430 \u043e\u0442 \u0438\u043c\u0435\u043d\u0438 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430\u00bb, \u00ab\u0423\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043e \u043d\u0430\u0436\u0430\u0442\u0438\u044f\u0445 DTMF \u043a\u043b\u0430\u0432\u0438\u0448\u00bb | `S-INTEGRATION`, \u0435\u0441\u043b\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0445 \u043c\u0435\u043d\u044f\u0435\u0442; \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u041e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433 \u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 | \u00ab\u0411\u043b\u043e\u043a 3. \u0417\u0432\u043e\u043d\u043a\u0438\u00bb, \u00ab\u0428\u0430\u0433\u0438 \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430\u00bb, \u00ab\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f\u00bb | `S-SCOPE`; \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `S-SCENARIO` | \u043d\u0435\u0442 |\\n| \u0422\u0430\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0438 \u043e\u043f\u043b\u0430\u0442\u0430 | \u00ab\u041f\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0441\u0447\u0435\u0442\u00bb, \u00ab\u0411\u0430\u043d\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u00bb, \u00ab\u0420\u0435\u043a\u0432\u0438\u0437\u0438\u0442\u044b\u00bb | `S-LIMITS` \u043f\u0440\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0438, \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f | \u00ab1.\u00bb, \u00ab2.\u00bb, \u00ab3.1.\u00bb \u0432 `sip-trunk` | \u0448\u0443\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0430 PDF, \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b | \u043d\u0435\u0442 |\\n\\n\u041d\u0438 \u043e\u0434\u043d\u0430 \u0433\u0440\u0443\u043f\u043f\u0430 \u043d\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u0430 \u0437\u0430\u0432\u0435\u0441\u0442\u0438 \u0441\u043b\u043e\u0442, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u0442 \u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u0435 \u0438\u0437 14\\n\u0441\u043b\u043e\u0442\u043e\u0432. \u042d\u0442\u043e \u043e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u043d\u0435 \u043f\u0440\u0438\u0434\u0451\u0442\u0441\u044f \u043b\u0438 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043b\u043e\u0442 \u043f\u043e\u0434\\n\u043a\u0430\u0436\u0434\u044b\u0439 \u0447\u0438\u0445\u00bb: \u043d\u0430 860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c.\\n\\ncommit d8a47597ed9f0301e03086e7c14cbd35205b01d1\\nAuthor: konard \\nDate:   Thu Jun 11 08:44:14 2026 +0000\\n\\n    refactor: split BA prompts draft into 23 standardized files (#56)\\n    \\n    Migrate \\\"prompts/drafts/\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).md\\\" into 23 separate prompt\\n    files using the [domain]-[operation]-[mode].md naming scheme.\\nexperiment-1027-analysis.md\",\n[2026-09-29T07:50:35.285Z] [INFO]     \"stderr\": \"\\nShell cwd was reset to /tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T07:50:35.285Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:50:35.285Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:50:35.285Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:50:35.285Z] [INFO]   }\n[2026-09-29T07:50:35.285Z] [INFO] }\n[2026-09-29T07:50:35.328Z] [STDOUT] [log_ddbe00] sending request {\n[2026-09-29T07:50:35.335Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:50:35.338Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:35.340Z] [STDOUT]   options: {\n[2026-09-29T07:50:35.348Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:50:35.351Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:50:35.355Z] [STDOUT]     body: {\n[2026-09-29T07:50:35.357Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:50:35.359Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:50:35.360Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:50:35.363Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:50:35.365Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:50:35.367Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:50:35.368Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:50:35.370Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:50:35.376Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:50:35.379Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:50:35.381Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:50:35.389Z] [STDOUT]       stream: true,\n[2026-09-29T07:50:35.391Z] [STDOUT]     },\n[2026-09-29T07:50:35.393Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:50:35.394Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:35.397Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:35.399Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:35.401Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:35.403Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:35.405Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:35.407Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:35.409Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:35.411Z] [STDOUT]     },\n[2026-09-29T07:50:35.413Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:35.415Z] [STDOUT]   },\n[2026-09-29T07:50:35.417Z] [STDOUT]   headers: {\n[2026-09-29T07:50:35.418Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:35.421Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:50:35.423Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:50:35.425Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:50:35.426Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:50:35.428Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:50:35.430Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:50:35.432Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:50:35.434Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:50:35.435Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1751\",\n[2026-09-29T07:50:35.437Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:50:35.439Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:50:35.441Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:35.443Z] [STDOUT]     \"x-client-request-id\": \"5e2f4bc2-cbac-432a-bd5c-1032d6fa9d5e\",\n[2026-09-29T07:50:35.445Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:50:35.447Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:50:35.449Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:50:35.456Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:50:35.460Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:50:35.464Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:50:35.466Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:50:35.468Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:50:35.472Z] [STDOUT]   },\n[2026-09-29T07:50:35.474Z] [STDOUT] }\n[2026-09-29T07:50:36.316Z] [STDOUT] [log_ddbe00, request-id: \"req_011CfXN9ed64dSDeyaz6DASL\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 988ms\n[2026-09-29T07:50:36.325Z] [STDOUT] [log_ddbe00] response start {\n[2026-09-29T07:50:36.350Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:36.354Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:36.357Z] [STDOUT]   headers: {\n[2026-09-29T07:50:36.361Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:36.364Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:36.366Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:36.368Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:36.370Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:36.375Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:36.381Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:36.388Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:36.392Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:36.396Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:36.399Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:36.404Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:36.409Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:36.414Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:36.421Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:36.431Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:36.435Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:36.440Z] [STDOUT]     \"cf-ray\": \"a42965d6dc9201ff-CDG\",\n[2026-09-29T07:50:36.447Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:36.450Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:36.452Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:36.459Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:36.463Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:36 GMT\",\n[2026-09-29T07:50:36.466Z] [STDOUT]     \"request-id\": \"req_011CfXN9ed64dSDeyaz6DASL\",\n[2026-09-29T07:50:36.469Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:36.472Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:36.476Z] [STDOUT]     traceresponse: \"00-dfbf38caa41c8e8f29c3bc268225d5c5-faf7e1443fb834dc-01\",\n[2026-09-29T07:50:36.478Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:36.482Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:36.490Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:36.494Z] [STDOUT]   },\n[2026-09-29T07:50:36.498Z] [STDOUT]   durationMs: 988,\n[2026-09-29T07:50:36.501Z] [STDOUT] }\n[2026-09-29T07:50:36.506Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:36.510Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:36 GMT\",\n[2026-09-29T07:50:36.520Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:36.525Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:36.528Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:36.540Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:36.544Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:36.549Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:36.555Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:36.559Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:36.563Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:36.567Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:36.571Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:36.576Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:36.582Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:36.587Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:36.589Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:36.592Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:36.595Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:36.599Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:36.603Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:36.606Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:36.615Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:36.625Z] [STDOUT]   \"request-id\": \"req_011CfXN9ed64dSDeyaz6DASL\",\n[2026-09-29T07:50:36.628Z] [STDOUT]   \"traceresponse\": \"00-dfbf38caa41c8e8f29c3bc268225d5c5-faf7e1443fb834dc-01\",\n[2026-09-29T07:50:36.633Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:36.638Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:36.643Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:36.650Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:36.653Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:36.655Z] [STDOUT]   \"cf-ray\": \"a42965d6dc9201ff-CDG\",\n[2026-09-29T07:50:36.657Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:36.659Z] [STDOUT] [log_ddbe00] response parsed {\n[2026-09-29T07:50:36.662Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:36.669Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:36.673Z] [STDOUT]   body: X {\n[2026-09-29T07:50:36.676Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:36.680Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:36.684Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:36.686Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:36.691Z] [STDOUT]     },\n[2026-09-29T07:50:36.699Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:36.709Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:36.722Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:36.730Z] [STDOUT]   },\n[2026-09-29T07:50:36.732Z] [STDOUT]   durationMs: 989,\n[2026-09-29T07:50:36.734Z] [STDOUT] }\n[2026-09-29T07:50:37.480Z] [INFO] {\n[2026-09-29T07:50:37.480Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:37.480Z] [INFO]   \"message\": {\n[2026-09-29T07:50:37.480Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:37.480Z] [INFO]     \"id\": \"msg_011CfXN9f7r19abYy6XzM647\",\n[2026-09-29T07:50:37.480Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:37.480Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:37.480Z] [INFO]     \"content\": [\n[2026-09-29T07:50:37.480Z] [INFO]       {\n[2026-09-29T07:50:37.480Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:50:37.480Z] [INFO]         \"id\": \"toolu_018wJpf2C3WLjp6eyhfNnVpv\",\n[2026-09-29T07:50:37.480Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:50:37.480Z] [INFO]         \"input\": {\n[2026-09-29T07:50:37.480Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements; grep -rn \\\"32\\\" methodology-unification/00-introduction.md | head -5 | cut -c1-300\",\n[2026-09-29T07:50:37.480Z] [INFO]           \"description\": \"Verify 2 of 32 accepted-without-edits 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        \"ephemeral_1h_input_tokens\": 1362\n[2026-09-29T07:50:37.480Z] [INFO]       },\n[2026-09-29T07:50:37.480Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:50:37.480Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:37.480Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:37.480Z] [INFO]     },\n[2026-09-29T07:50:37.480Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:37.480Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:37.480Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:37.480Z] [INFO]   },\n[2026-09-29T07:50:37.480Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:37.480Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:37.480Z] [INFO]   \"uuid\": \"6f50d94e-9b82-4552-8ec0-35b41ad50c9e\",\n[2026-09-29T07:50:37.480Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:37.440Z\",\n[2026-09-29T07:50:37.480Z] [INFO]   \"request_id\": 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max_tokens: 128000,\n[2026-09-29T07:50:39.296Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:50:39.299Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:50:39.306Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:50:39.342Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:50:39.343Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:50:39.346Z] [STDOUT]       stream: true,\n[2026-09-29T07:50:39.348Z] [STDOUT]     },\n[2026-09-29T07:50:39.350Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:50:39.353Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:39.355Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:39.361Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:39.365Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:39.367Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:39.374Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:39.377Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:39.380Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:39.383Z] [STDOUT]     },\n[2026-09-29T07:50:39.385Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:39.387Z] [STDOUT]   },\n[2026-09-29T07:50:39.389Z] [STDOUT]   headers: {\n[2026-09-29T07:50:39.394Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:39.403Z] [STDOUT]     \"anthropic-beta\": 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charset=utf-8\",\n[2026-09-29T07:50:40.295Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:40 GMT\",\n[2026-09-29T07:50:40.297Z] [STDOUT]     \"request-id\": \"req_011CfXN9wU72vK9gQXQAXQK3\",\n[2026-09-29T07:50:40.304Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:40.310Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:40.315Z] [STDOUT]     traceresponse: \"00-2e643ea504d491f64fd2e80e6039771a-eae73fe5d6dc8215-01\",\n[2026-09-29T07:50:40.327Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:40.335Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:40.343Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:40.348Z] [STDOUT]   },\n[2026-09-29T07:50:40.354Z] [STDOUT]   durationMs: 892,\n[2026-09-29T07:50:40.357Z] [STDOUT] }\n[2026-09-29T07:50:40.362Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:40.365Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:40 GMT\",\n[2026-09-29T07:50:40.367Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:40.369Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:40.371Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:40.373Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:40.375Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:40.377Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:40.378Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:40.380Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:40.382Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:40.384Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:40.385Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:40.387Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:40.388Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:40.389Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:40.391Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:40.392Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:40.393Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:40.395Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:40.396Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:40.398Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:40.400Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:40.401Z] [STDOUT]   \"request-id\": \"req_011CfXN9wU72vK9gQXQAXQK3\",\n[2026-09-29T07:50:40.403Z] [STDOUT]   \"traceresponse\": \"00-2e643ea504d491f64fd2e80e6039771a-eae73fe5d6dc8215-01\",\n[2026-09-29T07:50:40.405Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:40.407Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:40.408Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:40.410Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:40.416Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:40.420Z] [STDOUT]   \"cf-ray\": \"a42965ef4e2601ff-CDG\",\n[2026-09-29T07:50:40.425Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:40.429Z] [STDOUT] [log_7a6c87] response parsed {\n[2026-09-29T07:50:40.432Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:40.436Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:40.445Z] [STDOUT]   body: X {\n[2026-09-29T07:50:40.459Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:40.462Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:40.466Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:40.471Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:40.486Z] [STDOUT]     },\n[2026-09-29T07:50:40.497Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:40.502Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:40.504Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:40.507Z] [STDOUT]   },\n[2026-09-29T07:50:40.542Z] [STDOUT]   durationMs: 893,\n[2026-09-29T07:50:40.548Z] [STDOUT] }\n[2026-09-29T07:50:41.222Z] [INFO] {\n[2026-09-29T07:50:41.222Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:41.222Z] [INFO] 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\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u00ab6 % \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437 \u043f\u0440\u0430\u0432\u043a\u0438\u00bb \u043a\u0430\u043a \u0442\u043e\u0447\u043a\u0430 \u043e\u0442\u0441\u0447\u0451\u0442\u0430 \u0434\u043b\u044f `B-133`? | \u0417\u0430\u0434\u0430\u0451\u0442 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0443\u0441\u043f\u0435\u0445\u0430 \u043a\u0430\u0441\u043a\u0430\u0434\u0430 |\\nmethodology-unification/30-decision-framework.md:138:   \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438, \u043f\u043e\u0440\u044f\u0434\u043a\u0430 **6 %** \u0441\u0440\u0435\u0434\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c. \u0410\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u0439\\nmethodology-unification/30-decision-framework.md:203:| `\u041a-4` | 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thread: [Object ...],\n[2026-09-29T07:50:42.789Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:50:42.791Z] [STDOUT]       stream: true,\n[2026-09-29T07:50:42.795Z] [STDOUT]     },\n[2026-09-29T07:50:42.800Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:50:42.805Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:42.807Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:42.809Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:42.811Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:42.818Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:42.821Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:42.825Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:42.830Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:42.837Z] [STDOUT]     },\n[2026-09-29T07:50:42.848Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:42.856Z] [STDOUT]   },\n[2026-09-29T07:50:42.860Z] [STDOUT]   headers: {\n[2026-09-29T07:50:42.865Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:42.871Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:50:42.874Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:50:42.878Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:50:42.881Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:50:42.884Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:50:42.891Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:50:42.894Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:50:42.898Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:50:42.901Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1450\",\n[2026-09-29T07:50:42.907Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:50:42.911Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:50:42.917Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:42.925Z] [STDOUT]     \"x-client-request-id\": \"aa769fd3-19ab-4363-9b6c-25ba1d014a02\",\n[2026-09-29T07:50:42.930Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:50:42.937Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:50:42.949Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:50:42.956Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:50:42.962Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:50:42.967Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:50:42.974Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:50:42.979Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:50:42.982Z] [STDOUT]   },\n[2026-09-29T07:50:42.986Z] [STDOUT] }\n[2026-09-29T07:50:43.513Z] [STDOUT] [log_f6a61e, request-id: \"req_011CfXNACCNotG2DQoPDo5XS\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 789ms\n[2026-09-29T07:50:43.522Z] [STDOUT] [log_f6a61e] response start {\n[2026-09-29T07:50:43.546Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:43.573Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:43.576Z] [STDOUT]   headers: {\n[2026-09-29T07:50:43.580Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:43.584Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:43.589Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:43.593Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:43.596Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:43.599Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:43.607Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:43.614Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:43.622Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:43.632Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:43.636Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:43.641Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:43.653Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:43.657Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:43.661Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:43.672Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:43.677Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:43.679Z] [STDOUT]     \"cf-ray\": \"a42966051a1b01ff-CDG\",\n[2026-09-29T07:50:43.683Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:43.687Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:43.689Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:43.690Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:43.692Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:43 GMT\",\n[2026-09-29T07:50:43.695Z] [STDOUT]     \"request-id\": \"req_011CfXNACCNotG2DQoPDo5XS\",\n[2026-09-29T07:50:43.697Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:43.701Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:43.705Z] [STDOUT]     traceresponse: \"00-0015e2906e9a8dd472364d564262bb7b-07bf61f41bb19471-01\",\n[2026-09-29T07:50:43.709Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:43.710Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:43.723Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:43.752Z] [STDOUT]   },\n[2026-09-29T07:50:43.755Z] [STDOUT]   durationMs: 789,\n[2026-09-29T07:50:43.766Z] [STDOUT] }\n[2026-09-29T07:50:43.771Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:43.776Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:43 GMT\",\n[2026-09-29T07:50:43.779Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:43.790Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:43.802Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:43.807Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:43.809Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:43.811Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:43.837Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:43.850Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:43.860Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:43.867Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:43.870Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:43.874Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:43.876Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:43.879Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:43.882Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:43.892Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:43.901Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:43.913Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:43.965Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:43.981Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:43.992Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:44.009Z] [STDOUT]   \"request-id\": \"req_011CfXNACCNotG2DQoPDo5XS\",\n[2026-09-29T07:50:44.016Z] [STDOUT]   \"traceresponse\": \"00-0015e2906e9a8dd472364d564262bb7b-07bf61f41bb19471-01\",\n[2026-09-29T07:50:44.035Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:44.050Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:44.057Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:44.072Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:44.085Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:44.105Z] [STDOUT]   \"cf-ray\": \"a42966051a1b01ff-CDG\",\n[2026-09-29T07:50:44.128Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:44.169Z] [STDOUT] [log_f6a61e] response parsed {\n[2026-09-29T07:50:44.179Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:44.181Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:44.184Z] [STDOUT]   body: X {\n[2026-09-29T07:50:44.187Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:44.194Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:44.203Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:44.213Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:44.226Z] [STDOUT]     },\n[2026-09-29T07:50:44.232Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:44.240Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:44.247Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:44.254Z] [STDOUT]   },\n[2026-09-29T07:50:44.266Z] [STDOUT]   durationMs: 790,\n[2026-09-29T07:50:44.269Z] [STDOUT] }\n[2026-09-29T07:50:44.273Z] [INFO] {\n[2026-09-29T07:50:44.273Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:44.273Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:44.273Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:50:44.273Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:44.273Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:44.273Z] [INFO]   \"uuid\": \"b6ec008f-f94f-423f-b184-88b157448357\"\n[2026-09-29T07:50:44.273Z] [INFO] }\n[2026-09-29T07:50:44.418Z] [INFO] {\n[2026-09-29T07:50:44.418Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:44.418Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:44.418Z] [INFO]   \"estimated_tokens\": 185,\n[2026-09-29T07:50:44.418Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:44.418Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:44.418Z] [INFO]   \"uuid\": \"1b000e23-a24a-4da2-baa1-63f8a2714002\"\n[2026-09-29T07:50:44.418Z] [INFO] }\n[2026-09-29T07:50:44.430Z] [INFO] {\n[2026-09-29T07:50:44.430Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:44.430Z] [INFO]   \"message\": {\n[2026-09-29T07:50:44.430Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:44.430Z] [INFO]     \"id\": \"msg_011CfXNACev7AaDb4vCbeGoS\",\n[2026-09-29T07:50:44.430Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:44.430Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:44.430Z] [INFO]     \"content\": [\n[2026-09-29T07:50:44.430Z] [INFO]       {\n[2026-09-29T07:50:44.430Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:50:44.430Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:50:44.430Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:50:44.430Z] [INFO]       }\n[2026-09-29T07:50:44.430Z] [INFO]     ],\n[2026-09-29T07:50:44.430Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:44.430Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:44.430Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:44.430Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:44.430Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:44.430Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:44.430Z] [INFO]       \"cache_creation_input_tokens\": 593,\n[2026-09-29T07:50:44.430Z] [INFO]       \"cache_read_input_tokens\": 94254,\n[2026-09-29T07:50:44.430Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:44.430Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:44.430Z] [INFO]         \"ephemeral_1h_input_tokens\": 593\n[2026-09-29T07:50:44.430Z] [INFO]       },\n[2026-09-29T07:50:44.430Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:50:44.430Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:44.430Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:44.430Z] [INFO]     },\n[2026-09-29T07:50:44.430Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:44.430Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:44.430Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:44.430Z] [INFO]   },\n[2026-09-29T07:50:44.430Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:44.430Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:44.430Z] [INFO]   \"uuid\": \"4618e5f3-ef61-4645-887f-a83b809db529\",\n[2026-09-29T07:50:44.430Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:44.417Z\",\n[2026-09-29T07:50:44.430Z] [INFO]   \"request_id\": \"req_011CfXNACCNotG2DQoPDo5XS\"\n[2026-09-29T07:50:44.430Z] [INFO] }\n[2026-09-29T07:50:44.443Z] [INFO] {\n[2026-09-29T07:50:44.443Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:44.443Z] [INFO]   \"message\": {\n[2026-09-29T07:50:44.443Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:44.443Z] [INFO]     \"id\": \"msg_011CfXNACev7AaDb4vCbeGoS\",\n[2026-09-29T07:50:44.443Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:44.443Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:44.443Z] [INFO]     \"content\": [\n[2026-09-29T07:50:44.443Z] [INFO]       {\n[2026-09-29T07:50:44.443Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:50:44.443Z] [INFO]         \"text\": \"All the facts are verified. Applying the updates to the slides now.\"\n[2026-09-29T07:50:44.443Z] [INFO]       }\n[2026-09-29T07:50:44.443Z] [INFO]     ],\n[2026-09-29T07:50:44.443Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:44.443Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:44.443Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:44.443Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:44.443Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:44.443Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:44.443Z] [INFO]       \"cache_creation_input_tokens\": 593,\n[2026-09-29T07:50:44.443Z] [INFO]       \"cache_read_input_tokens\": 94254,\n[2026-09-29T07:50:44.443Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:44.443Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:44.443Z] [INFO]         \"ephemeral_1h_input_tokens\": 593\n[2026-09-29T07:50:44.443Z] [INFO]       },\n[2026-09-29T07:50:44.443Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:50:44.443Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:44.443Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:44.443Z] [INFO]     },\n[2026-09-29T07:50:44.443Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:44.443Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:44.443Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:44.443Z] [INFO]   },\n[2026-09-29T07:50:44.443Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:44.443Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:44.443Z] [INFO]   \"uuid\": \"5122f39c-538a-456b-9ced-e6dd7d20e1a0\",\n[2026-09-29T07:50:44.443Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:44.419Z\",\n[2026-09-29T07:50:44.443Z] [INFO]   \"request_id\": \"req_011CfXNACCNotG2DQoPDo5XS\"\n[2026-09-29T07:50:44.443Z] [INFO] }\n[2026-09-29T07:51:06.850Z] [INFO] {\n[2026-09-29T07:51:06.850Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:06.850Z] [INFO]   \"message\": {\n[2026-09-29T07:51:06.850Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:06.850Z] [INFO]     \"id\": \"msg_011CfXNACev7AaDb4vCbeGoS\",\n[2026-09-29T07:51:06.850Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:06.850Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:06.850Z] [INFO]     \"content\": [\n[2026-09-29T07:51:06.850Z] [INFO]       {\n[2026-09-29T07:51:06.850Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:06.850Z] [INFO]         \"id\": \"toolu_014xtVUv2an1KDVJwJkCaQo8\",\n[2026-09-29T07:51:06.850Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:06.850Z] [INFO]         \"input\": {\n[2026-09-29T07:51:06.850Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\ndef r(a,b):\\n    global s\\n    assert s.count(a)==1, a[:60]\\n    s=s.replace(a,b)\\nr(\\\"\\\"\\\"- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445, \u043a\u0430\u0436\u0434\u0430\u044f \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0430 \u0441\\n  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u043c\u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430\u043c\u0438.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445 \u2014 \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439\\n> \u0441\u043b\u043e\u0432\u0430\u0440\u044c, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n- \u0418\u0442\u043e\u0433 \u0440\u0443\u0447\u043d\u043e\u0439 \u0441\u0431\u043e\u0440\u043a\u0438: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\\n  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014 6%.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4.\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 6%](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4.\\\"\\\"\\\")\\nold4_start=s.index(\\\"**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f\\\")\\nold4_end=s.index(\\\"**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438\\\")\\ns=s[:old4_start]+\\\"\\\"\\\"**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\\n  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\n\\n\\\"\\\"\\\"+s[old4_end:]\\nr(\\\"\\\"\\\"[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\\n[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n[\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\\\"\\\"\\\",\\n\\\"\\\"\\\"[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md),\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\\"\\\"\\\",\\n\\\"\\\"\\\"- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u0414\u0430\u0436\u0435 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u0430\u0451\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\\n> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\\n> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0018 \u2014 \u043f\u0440\u043e\u043c\u043f\u0442 \u0438\u0437 8 \u0448\u0430\u0433\u043e\u0432 \u0441 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438,\\n> 8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430,\\n> \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb. RUN-0059 \u0441 fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c\\n> \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0445 endpoint'\u043e\u0432.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7.\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n[\u043a\u0435\u0439\u0441 RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\\\"\\\"\\\",\\n\\\"\\\"\\\"| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-BIZ, V-APPROVE, V-DEV, V-CONTRACT | \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0432 \u043f\u0430\u043a\u0435\u0442\u0435; \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 |\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. 860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043d\u043e\u0432\u043e\u0433\u043e.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](\\\"\\\"\\\",\\n\\\"\\\"\\\"[860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432 14 \u0441\u043b\u043e\u0442\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md),\\n[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 |\\\"\\\"\\\",\\\"\\\"\\\"| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (\u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026), 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430 |\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 |\\\"\\\"\\\",\\\"\\\"\\\"| 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0431\u0435\u0437 \u043f\u0440\u0430\u0432\u043a\u0438 | [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md) |\\n| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 |\\\"\\\"\\\")\\nopen(p,'w').write(s)\\nEOF\\ngrep -n \\\"\u0416\u0430\u043a\u043a\u0430\u0440\u0443\\\\|13 \u0437\u0430\u0434\u0430\u0447\\\" 2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:06.850Z] [INFO]           \"description\": \"Apply verified-fact edits to slides\"\n[2026-09-29T07:51:06.850Z] [INFO]         },\n[2026-09-29T07:51:06.850Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:06.850Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:06.850Z] [INFO]         }\n[2026-09-29T07:51:06.850Z] [INFO]       }\n[2026-09-29T07:51:06.850Z] [INFO]     ],\n[2026-09-29T07:51:06.850Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:06.850Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:06.850Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:06.850Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:06.850Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:06.850Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:06.850Z] [INFO]       \"cache_creation_input_tokens\": 593,\n[2026-09-29T07:51:06.850Z] [INFO]       \"cache_read_input_tokens\": 94254,\n[2026-09-29T07:51:06.850Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:06.850Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:06.850Z] [INFO]         \"ephemeral_1h_input_tokens\": 593\n[2026-09-29T07:51:06.850Z] [INFO]       },\n[2026-09-29T07:51:06.850Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:06.850Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:06.850Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:06.850Z] [INFO]     },\n[2026-09-29T07:51:06.850Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:06.850Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:06.850Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:06.850Z] [INFO]   },\n[2026-09-29T07:51:06.850Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:06.850Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:06.850Z] [INFO]   \"uuid\": \"92bb1c5f-0567-4b1a-9db5-9a52778887cd\",\n[2026-09-29T07:51:06.850Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:06.803Z\",\n[2026-09-29T07:51:06.850Z] [INFO]   \"request_id\": \"req_011CfXNACCNotG2DQoPDo5XS\",\n[2026-09-29T07:51:06.850Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:06.850Z] [INFO]     \"toolu_014xtVUv2an1KDVJwJkCaQo8\": {\n[2026-09-29T07:51:06.850Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\ndef r(a,b):\\n    global s\\n    assert s.count(a)==1, a[:60]\\n    s=s.replace(a,b)\\nr(\\\"\\\"\\\"- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445, \u043a\u0430\u0436\u0434\u0430\u044f \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0430 \u0441\\n  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u043c\u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430\u043c\u0438.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445 \u2014 \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439\\n> \u0441\u043b\u043e\u0432\u0430\u0440\u044c, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n- \u0418\u0442\u043e\u0433 \u0440\u0443\u0447\u043d\u043e\u0439 \u0441\u0431\u043e\u0440\u043a\u0438: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\\n  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014 6%.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4.\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 6%](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4.\\\"\\\"\\\")\\nold4_start=s.index(\\\"**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f\\\")\\nold4_end=s.index(\\\"**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438\\\")\\ns=s[:old4_start]+\\\"\\\"\\\"**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\\n  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\n\\n\\\"\\\"\\\"+s[old4_end:]\\nr(\\\"\\\"\\\"[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\\n[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n[\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\\\"\\\"\\\",\\n\\\"\\\"\\\"[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md),\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\\"\\\"\\\",\\n\\\"\\\"\\\"- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u0414\u0430\u0436\u0435 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u0430\u0451\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\\n> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\\n> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0018 \u2014 \u043f\u0440\u043e\u043c\u043f\u0442 \u0438\u0437 8 \u0448\u0430\u0433\u043e\u0432 \u0441 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438,\\n> 8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430,\\n> \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb. RUN-0059 \u0441 fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c\\n> \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0445 endpoint'\u043e\u0432.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7.\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n[\u043a\u0435\u0439\u0441 RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\\\"\\\"\\\",\\n\\\"\\\"\\\"| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-BIZ, V-APPROVE, V-DEV, V-CONTRACT | \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0432 \u043f\u0430\u043a\u0435\u0442\u0435; \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 |\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. 860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043d\u043e\u0432\u043e\u0433\u043e.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](\\\"\\\"\\\",\\n\\\"\\\"\\\"[860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432 14 \u0441\u043b\u043e\u0442\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md),\\n[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 |\\\"\\\"\\\",\\\"\\\"\\\"| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (\u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026), 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430 |\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 |\\\"\\\"\\\",\\\"\\\"\\\"| 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0431\u0435\u0437 \u043f\u0440\u0430\u0432\u043a\u0438 | [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md) |\\n| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 |\\\"\\\"\\\")\\nopen(p,'w').write(s)\\nEOF\\ngrep -n \\\"\u0416\u0430\u043a\u043a\u0430\u0440\u0443\\\\|13 \u0437\u0430\u0434\u0430\u0447\\\" 2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:06.850Z] [INFO]       \"description\": \"Apply verified-fact edits to slides\"\n[2026-09-29T07:51:06.850Z] [INFO]     }\n[2026-09-29T07:51:06.850Z] [INFO]   }\n[2026-09-29T07:51:06.850Z] [INFO] }\n[2026-09-29T07:51:08.496Z] [INFO] {\n[2026-09-29T07:51:08.496Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:08.496Z] [INFO]   \"message\": {\n[2026-09-29T07:51:08.496Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:08.496Z] [INFO]     \"content\": [\n[2026-09-29T07:51:08.496Z] [INFO]       {\n[2026-09-29T07:51:08.496Z] [INFO]         \"tool_use_id\": \"toolu_014xtVUv2an1KDVJwJkCaQo8\",\n[2026-09-29T07:51:08.496Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:08.496Z] [INFO]         \"content\": \"194:  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\",\n[2026-09-29T07:51:08.496Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:08.496Z] [INFO]       }\n[2026-09-29T07:51:08.496Z] [INFO]     ]\n[2026-09-29T07:51:08.496Z] [INFO]   },\n[2026-09-29T07:51:08.496Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:08.496Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:08.496Z] [INFO]   \"uuid\": \"f9e091ec-fd18-4439-80f0-db0e569327b2\",\n[2026-09-29T07:51:08.496Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:08.480Z\",\n[2026-09-29T07:51:08.496Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:08.496Z] [INFO]     \"stdout\": \"194:  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\",\n[2026-09-29T07:51:08.496Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:08.496Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:08.496Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:08.496Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:51:08.496Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:51:08.496Z] [INFO]       \"files\": [\n[2026-09-29T07:51:08.496Z] [INFO]         {\n[2026-09-29T07:51:08.496Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:08.496Z] [INFO]           \"hunks\": [\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 113,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 14,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 113,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 15,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041a\u043b\u0438\u0435\u043d\u0442 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u043c; \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u2014 \u0422\u0417, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0432 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0435.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445, \u043a\u0430\u0436\u0434\u0430\u044f \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0430 \u0441\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u043c\u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430\u043c\u0438.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441: \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u043a\u043e\u0439\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u0430\u043d\u0430\u043b\u0438\u0437 \u2192 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445 \u2014 \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> \u0441\u043b\u043e\u0432\u0430\u0440\u044c, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u2192 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0441 \u0442\u043e\u0447\u043a\u0430\u043c\u0438, \u0433\u0434\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 154,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 6,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 155,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   NFR (5 \u043c\u0438\u043d, 100 \u043c\u0441, 2 \u0441, 24/7) \u2014 \u0432\u0441\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+- \u0418\u0442\u043e\u0433 \u0440\u0443\u0447\u043d\u043e\u0439 \u0441\u0431\u043e\u0440\u043a\u0438: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014 6%.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" > **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" > \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 175,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 178,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 6%](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" ---\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 183,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 17,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 187,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 19,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-- \u0421\u0442\u0430\u0440\u0442: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 (stepwise, oneshot, legacy) \u043d\u0430 13\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  \u0437\u0430\u0434\u0430\u0447. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-- 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432: \u043d\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0433\u0435\u0439\u0442\u0430.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-- \u0427\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-- \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> **\u0426\u0438\u0442\u0430\u0442\u0430 \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041f\u0440\u043e\u043c\u043f\u0442-only \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u044d\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u044b;\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> \u043d\u0443\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430\u00bb.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 212,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 10,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 218,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 14,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" ---\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 265,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 275,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0411\u043b\u043e\u043a 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432.**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u0414\u0430\u0436\u0435 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u0430\u0451\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - **\u0420\u0435\u0448\u0435\u043d\u0438\u0435:** \u0440\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u043d\u0430 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u043a\u043b\u0430\u0441\u0441\u043e\u0432. \u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0432\u043e\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 273,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 9,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 284,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 10,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - **Fail-closed:** \u043d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0018 \u2014 \u043f\u0440\u043e\u043c\u043f\u0442 \u0438\u0437 8 \u0448\u0430\u0433\u043e\u0432 \u0441 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> 8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb. RUN-0059 \u0441 fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0445 endpoint'\u043e\u0432.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u00ab\u043a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2192 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u2192\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \u0440\u0438\u0441\u043a\u00bb (5 \u0441\u0442\u0440\u043e\u043a).\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 303,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 315,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u043f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u0435 \u00ab\u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u043a\u0435\u0439\u0441 RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" ---\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 333,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 346,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | `G-mach`, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release | \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | `G-human` | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0435\u0441\u0442\u044c, \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-BIZ, V-APPROVE, V-DEV, V-CONTRACT | \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0432 \u043f\u0430\u043a\u0435\u0442\u0435; \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 401,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 414,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0411\u043b\u043e\u043a 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. 860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043d\u043e\u0432\u043e\u0433\u043e.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0438 \u0441\u043b\u0435\u0434\u043e\u043c \u0434\u043e\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0433\u043b\u0430\u0437: `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, `M-2`\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 430,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 6,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 444,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" ```\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432 14 \u0441\u043b\u043e\u0442\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [ADR-017: \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0432 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 474,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 9,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 489,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 10,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | --- | --- |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 | [`mango_ba_prompts/runs`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs), [\u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (\u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026), 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430 | [`mango_ba_prompts/runs`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs), [\u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u044b \u043f\u043e \u0434\u0435\u0444\u0435\u043a\u0442\u0430\u043c, 4 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | `M-1 = 0.0`, 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440 | [\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+| 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0431\u0435\u0437 \u043f\u0440\u0430\u0432\u043a\u0438 | [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 | [\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b `MM-1`\u2026`MM-4` | [\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, 5 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 | [\u0442\u0435\u043e\u0440\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md) |\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             }\n[2026-09-29T07:51:08.496Z] [INFO]           ]\n[2026-09-29T07:51:08.496Z] [INFO]         }\n[2026-09-29T07:51:08.496Z] [INFO]       ],\n[2026-09-29T07:51:08.496Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:51:08.496Z] [INFO]       \"changedFiles\": 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charset=utf-8\",\n[2026-09-29T07:51:09.849Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:09 GMT\",\n[2026-09-29T07:51:09.855Z] [STDOUT]     \"request-id\": \"req_011CfXNC7nHP3sa9TtXjHmsm\",\n[2026-09-29T07:51:09.859Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:09.864Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:09.883Z] [STDOUT]     traceresponse: \"00-b1eb70c162adcc3f5d300a36e7dc40ca-3399946e22dd7db5-01\",\n[2026-09-29T07:51:09.895Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:09.910Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:09.941Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:09.961Z] [STDOUT]   },\n[2026-09-29T07:51:09.969Z] [STDOUT]   durationMs: 814,\n[2026-09-29T07:51:09.981Z] [STDOUT] }\n[2026-09-29T07:51:09.990Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:10.007Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:09 GMT\",\n[2026-09-29T07:51:10.018Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:10.039Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:10.055Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:10.063Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:10.070Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:10.072Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:10.075Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:10.081Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:10.085Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:10.094Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:10.100Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:10.102Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:10.108Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:10.116Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:10.125Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:10.136Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:10.144Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:10.148Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:10.153Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:10.163Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:10.169Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:10.174Z] [STDOUT]   \"request-id\": \"req_011CfXNC7nHP3sa9TtXjHmsm\",\n[2026-09-29T07:51:10.192Z] [STDOUT]   \"traceresponse\": \"00-b1eb70c162adcc3f5d300a36e7dc40ca-3399946e22dd7db5-01\",\n[2026-09-29T07:51:10.196Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:10.207Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:10.210Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:10.213Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:10.216Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:10.220Z] [STDOUT]   \"cf-ray\": \"a42966a8185501ff-CDG\",\n[2026-09-29T07:51:10.228Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:10.232Z] [STDOUT] [log_2a7b01] response parsed {\n[2026-09-29T07:51:10.235Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:10.240Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:10.242Z] [STDOUT]   body: X {\n[2026-09-29T07:51:10.245Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:10.248Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:10.252Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:10.260Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:10.293Z] [STDOUT]     },\n[2026-09-29T07:51:10.304Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:10.309Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:10.315Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:10.321Z] [STDOUT]   },\n[2026-09-29T07:51:10.327Z] [STDOUT]   durationMs: 815,\n[2026-09-29T07:51:10.332Z] [STDOUT] }\n[2026-09-29T07:51:10.335Z] [INFO] {\n[2026-09-29T07:51:10.335Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:10.335Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:10.335Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:10.335Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:10.335Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:10.335Z] [INFO]   \"uuid\": \"67e1d30c-038b-4a71-bf5e-f114e5a2e781\"\n[2026-09-29T07:51:10.335Z] [INFO] }\n[2026-09-29T07:51:11.161Z] [INFO] {\n[2026-09-29T07:51:11.161Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:11.161Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:11.161Z] [INFO]   \"estimated_tokens\": 100,\n[2026-09-29T07:51:11.161Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:11.161Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:11.161Z] [INFO]   \"uuid\": \"f8e50e73-db9c-41c8-a00b-c06b6fb118af\"\n[2026-09-29T07:51:11.161Z] [INFO] }\n[2026-09-29T07:51:12.522Z] [INFO] {\n[2026-09-29T07:51:12.522Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:12.522Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:12.522Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:51:12.522Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:12.522Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:12.522Z] [INFO]   \"uuid\": \"e86efab2-2580-4a37-8de2-9e41efa1f990\"\n[2026-09-29T07:51:12.522Z] [INFO] }\n[2026-09-29T07:51:13.359Z] [INFO] {\n[2026-09-29T07:51:13.359Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:13.359Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:13.359Z] [INFO]   \"estimated_tokens\": 420,\n[2026-09-29T07:51:13.359Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:13.359Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:13.359Z] [INFO]   \"uuid\": \"08efc72f-a0c5-4842-ac13-1eee9c7f333d\"\n[2026-09-29T07:51:13.359Z] [INFO] }\n[2026-09-29T07:51:13.389Z] [INFO] {\n[2026-09-29T07:51:13.389Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:13.389Z] [INFO]   \"message\": {\n[2026-09-29T07:51:13.389Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:13.389Z] [INFO]     \"id\": \"msg_011CfXNC8MW4P635BcVaSAuZ\",\n[2026-09-29T07:51:13.389Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:13.389Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:13.389Z] [INFO]     \"content\": [\n[2026-09-29T07:51:13.389Z] [INFO]       {\n[2026-09-29T07:51:13.389Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:51:13.389Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:51:13.389Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:51:13.389Z] [INFO]       }\n[2026-09-29T07:51:13.389Z] [INFO]     ],\n[2026-09-29T07:51:13.389Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:13.389Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:13.389Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:13.389Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:13.389Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:13.389Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:13.389Z] [INFO]       \"cache_creation_input_tokens\": 3616,\n[2026-09-29T07:51:13.389Z] [INFO]       \"cache_read_input_tokens\": 94847,\n[2026-09-29T07:51:13.389Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:13.389Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:13.389Z] [INFO]         \"ephemeral_1h_input_tokens\": 3616\n[2026-09-29T07:51:13.389Z] [INFO]       },\n[2026-09-29T07:51:13.389Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:51:13.389Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:13.389Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:13.389Z] [INFO]     },\n[2026-09-29T07:51:13.389Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:13.389Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:13.389Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:13.389Z] [INFO]   },\n[2026-09-29T07:51:13.389Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:13.389Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:13.389Z] [INFO]   \"uuid\": \"281473a2-85d7-4896-a682-330a9a7affb0\",\n[2026-09-29T07:51:13.389Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:13.350Z\",\n[2026-09-29T07:51:13.389Z] [INFO]   \"request_id\": \"req_011CfXNC7nHP3sa9TtXjHmsm\"\n[2026-09-29T07:51:13.389Z] [INFO] }\n[2026-09-29T07:51:16.633Z] [INFO] {\n[2026-09-29T07:51:16.633Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:16.633Z] [INFO]   \"message\": {\n[2026-09-29T07:51:16.633Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:16.633Z] [INFO]     \"id\": \"msg_011CfXNC8MW4P635BcVaSAuZ\",\n[2026-09-29T07:51:16.633Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:16.633Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:16.633Z] [INFO]     \"content\": [\n[2026-09-29T07:51:16.633Z] [INFO]       {\n[2026-09-29T07:51:16.633Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:16.633Z] [INFO]         \"id\": \"toolu_01JzFPFhoer4FFJrrnaFekEH\",\n[2026-09-29T07:51:16.633Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:16.633Z] [INFO]         \"input\": {\n[2026-09-29T07:51:16.633Z] [INFO]           \"command\": \"python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\na=\\\"\\\"\\\"- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\\n  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\\"\\\"\\\"\\nb=\\\"\\\"\\\"- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\\"\\\"\\\"\\nassert s.count(a)==1; s=s.replace(a,b); open(p,'w').write(s)\\nEOF\\nsed -n 180,215p 2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:16.633Z] [INFO]           \"description\": \"Fix slide 4 timeline accuracy\"\n[2026-09-29T07:51:16.633Z] [INFO]         },\n[2026-09-29T07:51:16.633Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:16.633Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:16.633Z] [INFO]         }\n[2026-09-29T07:51:16.633Z] [INFO]       }\n[2026-09-29T07:51:16.633Z] [INFO]     ],\n[2026-09-29T07:51:16.633Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:16.633Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:16.633Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:16.633Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:16.633Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:16.633Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:16.633Z] [INFO]       \"cache_creation_input_tokens\": 3616,\n[2026-09-29T07:51:16.633Z] [INFO]       \"cache_read_input_tokens\": 94847,\n[2026-09-29T07:51:16.633Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:16.633Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:16.633Z] [INFO]         \"ephemeral_1h_input_tokens\": 3616\n[2026-09-29T07:51:16.633Z] [INFO]       },\n[2026-09-29T07:51:16.633Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:51:16.633Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:16.633Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:16.633Z] [INFO]     },\n[2026-09-29T07:51:16.633Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:16.633Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:16.633Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:16.633Z] [INFO]   },\n[2026-09-29T07:51:16.633Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:16.633Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:16.633Z] [INFO]   \"uuid\": \"613dbe02-e387-49f0-a5f9-8b5a002fc4e9\",\n[2026-09-29T07:51:16.633Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:16.625Z\",\n[2026-09-29T07:51:16.633Z] [INFO]   \"request_id\": \"req_011CfXNC7nHP3sa9TtXjHmsm\",\n[2026-09-29T07:51:16.633Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:16.633Z] [INFO]     \"toolu_01JzFPFhoer4FFJrrnaFekEH\": {\n[2026-09-29T07:51:16.633Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\na=\\\"\\\"\\\"- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\\n  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\\"\\\"\\\"\\nb=\\\"\\\"\\\"- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\\"\\\"\\\"\\nassert s.count(a)==1; s=s.replace(a,b); open(p,'w').write(s)\\nEOF\\nsed -n 180,215p 2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:16.633Z] [INFO]       \"description\": \"Fix slide 4 timeline accuracy\"\n[2026-09-29T07:51:16.633Z] [INFO]     }\n[2026-09-29T07:51:16.633Z] [INFO]   },\n[2026-09-29T07:51:16.633Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:51:16.633Z] [INFO]     \"toolu_01JzFPFhoer4FFJrrnaFekEH\": {\n[2026-09-29T07:51:16.633Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation\"\n[2026-09-29T07:51:16.633Z] [INFO]     }\n[2026-09-29T07:51:16.633Z] [INFO]   }\n[2026-09-29T07:51:16.633Z] [INFO] }\n[2026-09-29T07:51:18.589Z] [INFO] {\n[2026-09-29T07:51:18.589Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:18.589Z] [INFO]   \"message\": {\n[2026-09-29T07:51:18.589Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:18.589Z] [INFO]     \"content\": [\n[2026-09-29T07:51:18.589Z] [INFO]       {\n[2026-09-29T07:51:18.589Z] [INFO]         \"tool_use_id\": \"toolu_01JzFPFhoer4FFJrrnaFekEH\",\n[2026-09-29T07:51:18.589Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:18.589Z] [INFO]         \"content\": \"[\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 6%](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\\n\u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA timeline running left to right: on the left a tangled heap of\\nhandwritten prompt cards, in the middle a forensic magnifying glass\\nover a row of numbered run folders, on the right a clean architectural\\nblueprint of connected blocks rising from the same folders.\\nSTYLE: clean isometric technical illustration, deep navy background,\",\n[2026-09-29T07:51:18.589Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:18.589Z] [INFO]       }\n[2026-09-29T07:51:18.589Z] [INFO]     ]\n[2026-09-29T07:51:18.589Z] [INFO]   },\n[2026-09-29T07:51:18.589Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:18.589Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:18.589Z] [INFO]   \"uuid\": \"c48810b9-e85b-4f36-bdbc-969536cbec05\",\n[2026-09-29T07:51:18.589Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:18.583Z\",\n[2026-09-29T07:51:18.589Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:18.589Z] [INFO]     \"stdout\": \"[\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 6%](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\\n\u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA timeline running left to right: on the left a tangled heap of\\nhandwritten prompt cards, in the middle a forensic magnifying glass\\nover a row of numbered run folders, on the right a clean architectural\\nblueprint of connected blocks rising from the same folders.\\nSTYLE: clean isometric technical illustration, deep navy background,\",\n[2026-09-29T07:51:18.589Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:18.589Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:18.589Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:18.589Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:51:18.589Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:51:18.589Z] [INFO]       \"files\": [\n[2026-09-29T07:51:18.589Z] [INFO]         {\n[2026-09-29T07:51:18.589Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:18.589Z] [INFO]           \"hunks\": [\n[2026-09-29T07:51:18.589Z] [INFO]             {\n[2026-09-29T07:51:18.589Z] [INFO]               \"oldStart\": 190,\n[2026-09-29T07:51:18.589Z] [INFO]               \"oldLines\": 9,\n[2026-09-29T07:51:18.589Z] [INFO]               \"newStart\": 190,\n[2026-09-29T07:51:18.589Z] [INFO]               \"newLines\": 10,\n[2026-09-29T07:51:18.589Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:18.589Z] [INFO]                 \" - **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"   \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"   \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"-- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"-  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"-- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"+- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"+  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"+- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"+  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"   \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \" - **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"   \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\"\n[2026-09-29T07:51:18.589Z] [INFO]               ]\n[2026-09-29T07:51:18.589Z] [INFO]             }\n[2026-09-29T07:51:18.589Z] [INFO]           ]\n[2026-09-29T07:51:18.589Z] [INFO]         }\n[2026-09-29T07:51:18.589Z] [INFO]       ],\n[2026-09-29T07:51:18.589Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:51:18.589Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:51:18.589Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\"\n[2026-09-29T07:51:18.589Z] [INFO]       ]\n[2026-09-29T07:51:18.589Z] [INFO]     }\n[2026-09-29T07:51:18.589Z] [INFO]   }\n[2026-09-29T07:51:18.589Z] [INFO] }\n[2026-09-29T07:51:18.622Z] [STDOUT] [log_e1a5e2] sending request {\n[2026-09-29T07:51:18.627Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:18.632Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:18.636Z] [STDOUT]   options: {\n[2026-09-29T07:51:18.638Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:18.647Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:18.656Z] [STDOUT]     body: {\n[2026-09-29T07:51:18.662Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:18.667Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:18.673Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:18.676Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:18.680Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:18.687Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:18.695Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:18.700Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:18.704Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:18.708Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:18.716Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:18.741Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:18.751Z] [STDOUT]     },\n[2026-09-29T07:51:18.753Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:18.755Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:18.759Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:18.763Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:18.766Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:18.769Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:51:18.773Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:51:18.776Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:51:18.779Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:51:18.785Z] [STDOUT]     },\n[2026-09-29T07:51:18.795Z] [STDOUT]     stream: true,\n[2026-09-29T07:51:18.803Z] [STDOUT]   },\n[2026-09-29T07:51:18.810Z] [STDOUT]   headers: {\n[2026-09-29T07:51:18.817Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:51:18.820Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:51:18.826Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:51:18.831Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:51:18.834Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:51:18.838Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:51:18.842Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:51:18.851Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:51:18.857Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:51:18.864Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1935\",\n[2026-09-29T07:51:18.868Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:51:18.871Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:51:18.875Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:18.880Z] [STDOUT]     \"x-client-request-id\": \"6cbd55b3-79c7-40da-98a1-8e5f163e1584\",\n[2026-09-29T07:51:18.884Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:51:18.890Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:51:18.895Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:51:18.902Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:51:18.906Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:51:18.911Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:51:18.918Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:51:18.929Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:51:18.931Z] [STDOUT]   },\n[2026-09-29T07:51:18.939Z] [STDOUT] }\n[2026-09-29T07:51:19.371Z] [STDOUT] [log_e1a5e2, request-id: \"req_011CfXNCqgBQ1Aey49nmU6hh\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 750ms\n[2026-09-29T07:51:19.382Z] [STDOUT] [log_e1a5e2] response start {\n[2026-09-29T07:51:19.386Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:19.388Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:19.395Z] [STDOUT]   headers: {\n[2026-09-29T07:51:19.399Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:19.404Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:19.411Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:19.417Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:19.422Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:19.425Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:19.428Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:19.432Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:19.437Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:19.444Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:19.450Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:19.454Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:19.458Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:19.462Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:19.467Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:19.472Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:19.475Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:19.478Z] [STDOUT]     \"cf-ray\": \"a42966e56f5f01ff-CDG\",\n[2026-09-29T07:51:19.481Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:51:19.485Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:19.490Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:19.495Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:19.497Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:19 GMT\",\n[2026-09-29T07:51:19.501Z] [STDOUT]     \"request-id\": \"req_011CfXNCqgBQ1Aey49nmU6hh\",\n[2026-09-29T07:51:19.503Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:19.507Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:19.513Z] [STDOUT]     traceresponse: \"00-797dfb4ba7e98adc6a72103b6dfbdffa-3c728663c9a7366a-01\",\n[2026-09-29T07:51:19.517Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:19.534Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:19.540Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:19.543Z] [STDOUT]   },\n[2026-09-29T07:51:19.548Z] [STDOUT]   durationMs: 750,\n[2026-09-29T07:51:19.552Z] [STDOUT] }\n[2026-09-29T07:51:19.556Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:19.564Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:19 GMT\",\n[2026-09-29T07:51:19.566Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:19.570Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:19.574Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:19.579Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:19.582Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:19.585Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:19.587Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:19.589Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:19.592Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:19.594Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:19.596Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:19.599Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:19.602Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:19.604Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:19.610Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:19.620Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:19.626Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:19.640Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:19.645Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:19.649Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:19.653Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:19.656Z] [STDOUT]   \"request-id\": \"req_011CfXNCqgBQ1Aey49nmU6hh\",\n[2026-09-29T07:51:19.661Z] [STDOUT]   \"traceresponse\": \"00-797dfb4ba7e98adc6a72103b6dfbdffa-3c728663c9a7366a-01\",\n[2026-09-29T07:51:19.666Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:19.670Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:19.675Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:19.678Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:19.684Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:19.688Z] [STDOUT]   \"cf-ray\": \"a42966e56f5f01ff-CDG\",\n[2026-09-29T07:51:19.693Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:19.703Z] [STDOUT] [log_e1a5e2] response parsed {\n[2026-09-29T07:51:19.707Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:19.710Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:19.720Z] [STDOUT]   body: X {\n[2026-09-29T07:51:19.730Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:19.736Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:19.738Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:19.742Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:19.748Z] [STDOUT]     },\n[2026-09-29T07:51:19.753Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:19.757Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:19.760Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:19.764Z] [STDOUT]   },\n[2026-09-29T07:51:19.767Z] [STDOUT]   durationMs: 751,\n[2026-09-29T07:51:19.773Z] [STDOUT] }\n[2026-09-29T07:51:19.881Z] [INFO] {\n[2026-09-29T07:51:19.881Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:19.881Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:19.881Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:19.881Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:19.881Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:19.881Z] [INFO]   \"uuid\": \"8edd5deb-e08b-4b72-a49a-bac8f3fed64d\"\n[2026-09-29T07:51:19.881Z] [INFO] }\n[2026-09-29T07:51:20.953Z] [INFO] {\n[2026-09-29T07:51:20.953Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:20.953Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:20.953Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:51:20.953Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:20.953Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:20.953Z] [INFO]   \"uuid\": \"8abfa87b-735e-43e1-81a0-4c9fee24336c\"\n[2026-09-29T07:51:20.953Z] [INFO] }\n[2026-09-29T07:51:22.326Z] [INFO] {\n[2026-09-29T07:51:22.326Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:22.326Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:22.326Z] [INFO]   \"estimated_tokens\": 423,\n[2026-09-29T07:51:22.326Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:22.326Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:22.326Z] [INFO]   \"uuid\": \"5067bed3-c668-4fc0-a78c-2b81fab1da41\"\n[2026-09-29T07:51:22.326Z] [INFO] }\n[2026-09-29T07:51:22.335Z] [INFO] {\n[2026-09-29T07:51:22.335Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:22.335Z] [INFO]   \"message\": {\n[2026-09-29T07:51:22.335Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:22.335Z] [INFO]     \"id\": \"msg_011CfXNCr7yt1kq9WDr9hYDC\",\n[2026-09-29T07:51:22.335Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:22.335Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:22.335Z] [INFO]     \"content\": [\n[2026-09-29T07:51:22.335Z] [INFO]       {\n[2026-09-29T07:51:22.335Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:51:22.335Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:51:22.335Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:51:22.335Z] [INFO]       }\n[2026-09-29T07:51:22.335Z] [INFO]     ],\n[2026-09-29T07:51:22.335Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:22.335Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:22.335Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:22.335Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:22.335Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:22.335Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:22.335Z] [INFO]       \"cache_creation_input_tokens\": 1726,\n[2026-09-29T07:51:22.335Z] [INFO]       \"cache_read_input_tokens\": 98463,\n[2026-09-29T07:51:22.335Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:22.335Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:22.335Z] [INFO]         \"ephemeral_1h_input_tokens\": 1726\n[2026-09-29T07:51:22.335Z] [INFO]       },\n[2026-09-29T07:51:22.335Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:51:22.335Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:22.335Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:22.335Z] [INFO]     },\n[2026-09-29T07:51:22.335Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:22.335Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:22.335Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:22.335Z] [INFO]   },\n[2026-09-29T07:51:22.335Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:22.335Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:22.335Z] [INFO]   \"uuid\": \"50e59e01-a206-483b-86be-08e757b98563\",\n[2026-09-29T07:51:22.335Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:22.323Z\",\n[2026-09-29T07:51:22.335Z] [INFO]   \"request_id\": \"req_011CfXNCqgBQ1Aey49nmU6hh\"\n[2026-09-29T07:51:22.335Z] [INFO] }\n[2026-09-29T07:51:26.220Z] [INFO] {\n[2026-09-29T07:51:26.220Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:26.220Z] [INFO]   \"message\": {\n[2026-09-29T07:51:26.220Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:26.220Z] [INFO]     \"id\": \"msg_011CfXNCr7yt1kq9WDr9hYDC\",\n[2026-09-29T07:51:26.220Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:26.220Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:26.220Z] [INFO]     \"content\": [\n[2026-09-29T07:51:26.220Z] [INFO]       {\n[2026-09-29T07:51:26.220Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:26.220Z] [INFO]         \"id\": \"toolu_01HhvHiY2hrfxUMPXQche2yK\",\n[2026-09-29T07:51:26.220Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:26.220Z] [INFO]         \"input\": {\n[2026-09-29T07:51:26.220Z] [INFO]           \"command\": \"python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\npairs=[(\\\"\\\"\\\"- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\\"\\\"\\\",\\n\\\"\\\"\\\"- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0438\u044e\u043d\u044c:** \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0432\u0435\u0431-\u0447\u0430\u0442\u0435; \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438\\n  \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\\"\\\"\\\"),\\n(\\\"\\\"\\\"> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 [\u2026] \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\\n> \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\u00bb.\\\"\\\"\\\")]\\nfor a,b in pairs:\\n    assert s.count(a)==1; s=s.replace(a,b)\\nopen(p,'w').write(s)\\nEOF\",\n[2026-09-29T07:51:26.220Z] [INFO]           \"description\": \"Fix timeline order and exact quote\"\n[2026-09-29T07:51:26.220Z] [INFO]         },\n[2026-09-29T07:51:26.220Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:26.220Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:26.220Z] [INFO]         }\n[2026-09-29T07:51:26.220Z] [INFO]       }\n[2026-09-29T07:51:26.220Z] [INFO]     ],\n[2026-09-29T07:51:26.220Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:26.220Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:26.220Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:26.220Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:26.220Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:26.220Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:26.220Z] [INFO]       \"cache_creation_input_tokens\": 1726,\n[2026-09-29T07:51:26.220Z] [INFO]       \"cache_read_input_tokens\": 98463,\n[2026-09-29T07:51:26.220Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:26.220Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:26.220Z] [INFO]         \"ephemeral_1h_input_tokens\": 1726\n[2026-09-29T07:51:26.220Z] [INFO]       },\n[2026-09-29T07:51:26.220Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:51:26.220Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:26.220Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:26.220Z] [INFO]     },\n[2026-09-29T07:51:26.220Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:26.220Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:26.220Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:26.220Z] [INFO]   },\n[2026-09-29T07:51:26.220Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:26.220Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:26.220Z] [INFO]   \"uuid\": \"61d6fcb8-e767-4743-88a4-fc4c7501f0e7\",\n[2026-09-29T07:51:26.220Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:26.207Z\",\n[2026-09-29T07:51:26.220Z] [INFO]   \"request_id\": \"req_011CfXNCqgBQ1Aey49nmU6hh\",\n[2026-09-29T07:51:26.220Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:26.220Z] [INFO]     \"toolu_01HhvHiY2hrfxUMPXQche2yK\": {\n[2026-09-29T07:51:26.220Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\npairs=[(\\\"\\\"\\\"- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\\"\\\"\\\",\\n\\\"\\\"\\\"- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0438\u044e\u043d\u044c:** \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0432\u0435\u0431-\u0447\u0430\u0442\u0435; \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438\\n  \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\\"\\\"\\\"),\\n(\\\"\\\"\\\"> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 [\u2026] \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\\n> \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\u00bb.\\\"\\\"\\\")]\\nfor a,b in pairs:\\n    assert s.count(a)==1; s=s.replace(a,b)\\nopen(p,'w').write(s)\\nEOF\",\n[2026-09-29T07:51:26.220Z] [INFO]       \"description\": \"Fix timeline order and exact quote\"\n[2026-09-29T07:51:26.220Z] [INFO]     }\n[2026-09-29T07:51:26.220Z] [INFO]   },\n[2026-09-29T07:51:26.220Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:51:26.220Z] [INFO]     \"toolu_01HhvHiY2hrfxUMPXQche2yK\": {\n[2026-09-29T07:51:26.220Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation\"\n[2026-09-29T07:51:26.220Z] [INFO]     }\n[2026-09-29T07:51:26.220Z] [INFO]   }\n[2026-09-29T07:51:26.220Z] [INFO] }\n[2026-09-29T07:51:27.871Z] [INFO] {\n[2026-09-29T07:51:27.871Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:27.871Z] [INFO]   \"message\": {\n[2026-09-29T07:51:27.871Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:27.871Z] [INFO]     \"content\": [\n[2026-09-29T07:51:27.871Z] [INFO]       {\n[2026-09-29T07:51:27.871Z] [INFO]         \"tool_use_id\": \"toolu_01HhvHiY2hrfxUMPXQche2yK\",\n[2026-09-29T07:51:27.871Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:27.871Z] [INFO]         \"content\": \"(Bash completed with no output)\",\n[2026-09-29T07:51:27.871Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:27.871Z] [INFO]       }\n[2026-09-29T07:51:27.871Z] [INFO]     ]\n[2026-09-29T07:51:27.871Z] [INFO]   },\n[2026-09-29T07:51:27.871Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:27.871Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:27.871Z] [INFO]   \"uuid\": \"f84f7b68-ebcd-448e-9e7a-e1680f3a188a\",\n[2026-09-29T07:51:27.871Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:27.866Z\",\n[2026-09-29T07:51:27.871Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:27.871Z] [INFO]     \"stdout\": \"\",\n[2026-09-29T07:51:27.871Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:27.871Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:27.871Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:27.871Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:51:27.871Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:51:27.871Z] [INFO]       \"files\": [\n[2026-09-29T07:51:27.871Z] [INFO]         {\n[2026-09-29T07:51:27.871Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:27.871Z] [INFO]           \"hunks\": [\n[2026-09-29T07:51:27.871Z] [INFO]             {\n[2026-09-29T07:51:27.871Z] [INFO]               \"oldStart\": 187,\n[2026-09-29T07:51:27.871Z] [INFO]               \"oldLines\": 11,\n[2026-09-29T07:51:27.871Z] [INFO]               \"newStart\": 187,\n[2026-09-29T07:51:27.871Z] [INFO]               \"newLines\": 11,\n[2026-09-29T07:51:27.871Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:27.871Z] [INFO]                 \" \",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" **\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" \",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0438\u044e\u043d\u044c:** \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0432\u0435\u0431-\u0447\u0430\u0442\u0435; \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+  \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+- **\u0410\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+  \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" - **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"   \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"   \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\"\n[2026-09-29T07:51:27.871Z] [INFO]               ]\n[2026-09-29T07:51:27.871Z] [INFO]             },\n[2026-09-29T07:51:27.871Z] [INFO]             {\n[2026-09-29T07:51:27.871Z] [INFO]               \"oldStart\": 199,\n[2026-09-29T07:51:27.871Z] [INFO]               \"oldLines\": 8,\n[2026-09-29T07:51:27.871Z] [INFO]               \"newStart\": 199,\n[2026-09-29T07:51:27.871Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:27.871Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:27.871Z] [INFO]                 \"   \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" \",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" > **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 [\u2026] \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+> \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\u00bb.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" \",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" **\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" \u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\"\n[2026-09-29T07:51:27.871Z] [INFO]               ]\n[2026-09-29T07:51:27.871Z] [INFO]             }\n[2026-09-29T07:51:27.871Z] [INFO]           ]\n[2026-09-29T07:51:27.871Z] [INFO]         }\n[2026-09-29T07:51:27.871Z] [INFO]       ],\n[2026-09-29T07:51:27.871Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:51:27.871Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:51:27.871Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\"\n[2026-09-29T07:51:27.871Z] [INFO]       ]\n[2026-09-29T07:51:27.871Z] [INFO]     }\n[2026-09-29T07:51:27.871Z] [INFO]   }\n[2026-09-29T07:51:27.871Z] [INFO] }\n[2026-09-29T07:51:27.919Z] [STDOUT] [log_c3f162] sending request {\n[2026-09-29T07:51:27.926Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:27.932Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:27.946Z] [STDOUT]   options: {\n[2026-09-29T07:51:27.950Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:27.961Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:27.966Z] [STDOUT]     body: {\n[2026-09-29T07:51:27.970Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:27.974Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:27.977Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:27.981Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:27.983Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:27.986Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:27.989Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:27.992Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:27.995Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:27.999Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:28.001Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:28.007Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:28.011Z] [STDOUT]     },\n[2026-09-29T07:51:28.019Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:28.027Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:28.033Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:28.037Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:28.041Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:28.046Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:51:28.049Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:51:28.055Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:51:28.061Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:51:28.070Z] [STDOUT]     },\n[2026-09-29T07:51:28.073Z] [STDOUT]     stream: true,\n[2026-09-29T07:51:28.077Z] [STDOUT]   },\n[2026-09-29T07:51:28.081Z] [STDOUT]   headers: {\n[2026-09-29T07:51:28.084Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:51:28.088Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:51:28.093Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:51:28.095Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:51:28.098Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:51:28.100Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:51:28.103Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:51:28.107Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:51:28.110Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:51:28.119Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1639\",\n[2026-09-29T07:51:28.125Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:51:28.128Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:51:28.136Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:28.145Z] [STDOUT]     \"x-client-request-id\": \"aa2a7c31-035b-434e-9ed0-d4bd2b91284d\",\n[2026-09-29T07:51:28.156Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:51:28.164Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:51:28.169Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:51:28.175Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:51:28.181Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:51:28.185Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:51:28.189Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:51:28.197Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:51:28.203Z] [STDOUT]   },\n[2026-09-29T07:51:28.216Z] [STDOUT] }\n[2026-09-29T07:51:28.702Z] [STDOUT] [log_c3f162, request-id: \"req_011CfXNDXR7QBqP2YKYbPnnJ\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 782ms\n[2026-09-29T07:51:28.705Z] [STDOUT] [log_c3f162] response start {\n[2026-09-29T07:51:28.708Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:28.719Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:28.731Z] [STDOUT]   headers: {\n[2026-09-29T07:51:28.734Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:28.741Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:28.751Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:28.762Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:28.766Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:28.770Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:28.780Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:28.790Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:28.800Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:28.808Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:28.813Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:28.816Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:28.820Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:28.825Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:28.829Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:28.835Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:28.839Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:28.841Z] [STDOUT]     \"cf-ray\": \"a429671f8f3601ff-CDG\",\n[2026-09-29T07:51:28.844Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:51:28.848Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:28.851Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:28.854Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:28.857Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:28 GMT\",\n[2026-09-29T07:51:28.860Z] [STDOUT]     \"request-id\": \"req_011CfXNDXR7QBqP2YKYbPnnJ\",\n[2026-09-29T07:51:28.863Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:28.866Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:28.871Z] [STDOUT]     traceresponse: \"00-66b436c2b3dc4f297f962a69a76fac33-2d97a486e51adb3c-01\",\n[2026-09-29T07:51:28.873Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:28.879Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:28.884Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:28.888Z] [STDOUT]   },\n[2026-09-29T07:51:28.891Z] [STDOUT]   durationMs: 782,\n[2026-09-29T07:51:28.894Z] [STDOUT] }\n[2026-09-29T07:51:28.899Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:28.903Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:28 GMT\",\n[2026-09-29T07:51:28.908Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:28.916Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:28.920Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:28.924Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:28.927Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:28.931Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:28.937Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:28.942Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:28.950Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:28.954Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:28.959Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:28.962Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:28.965Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:28.972Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:28.979Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:28.984Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:28.988Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:28.991Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:28.995Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:29.000Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:29.007Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:29.012Z] [STDOUT]   \"request-id\": \"req_011CfXNDXR7QBqP2YKYbPnnJ\",\n[2026-09-29T07:51:29.015Z] [STDOUT]   \"traceresponse\": \"00-66b436c2b3dc4f297f962a69a76fac33-2d97a486e51adb3c-01\",\n[2026-09-29T07:51:29.018Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:29.022Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:29.026Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:29.033Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:29.036Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:29.039Z] [STDOUT]   \"cf-ray\": \"a429671f8f3601ff-CDG\",\n[2026-09-29T07:51:29.043Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:29.048Z] [STDOUT] [log_c3f162] response parsed {\n[2026-09-29T07:51:29.052Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:29.057Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:29.060Z] [STDOUT]   body: X {\n[2026-09-29T07:51:29.063Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:29.067Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:29.070Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:29.073Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:29.076Z] [STDOUT]     },\n[2026-09-29T07:51:29.079Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:29.082Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:29.084Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:29.092Z] [STDOUT]   },\n[2026-09-29T07:51:29.101Z] [STDOUT]   durationMs: 783,\n[2026-09-29T07:51:29.111Z] [STDOUT] }\n[2026-09-29T07:51:29.238Z] [INFO] {\n[2026-09-29T07:51:29.238Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:29.238Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:29.238Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:29.238Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:29.238Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:29.238Z] [INFO]   \"uuid\": \"9cd9fc10-1d1f-44c1-a7ec-7d1987eb681f\"\n[2026-09-29T07:51:29.238Z] [INFO] }\n[2026-09-29T07:51:30.279Z] [INFO] {\n[2026-09-29T07:51:30.279Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:30.279Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:30.279Z] [INFO]   \"estimated_tokens\": 253,\n[2026-09-29T07:51:30.279Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:30.279Z] [INFO]   \"session_id\": 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[INFO]       }\n[2026-09-29T07:51:30.297Z] [INFO]     ],\n[2026-09-29T07:51:30.297Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:30.297Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:30.297Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:30.297Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:30.297Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:30.297Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:30.297Z] [INFO]       \"cache_creation_input_tokens\": 945,\n[2026-09-29T07:51:30.297Z] [INFO]       \"cache_read_input_tokens\": 100189,\n[2026-09-29T07:51:30.297Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:30.297Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:30.297Z] [INFO]         \"ephemeral_1h_input_tokens\": 945\n[2026-09-29T07:51:30.297Z] [INFO]       },\n[2026-09-29T07:51:30.297Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:30.297Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:30.297Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:30.297Z] [INFO]     },\n[2026-09-29T07:51:30.297Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:30.297Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:30.297Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:30.297Z] [INFO]   },\n[2026-09-29T07:51:30.297Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:30.297Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:30.297Z] [INFO]   \"uuid\": \"6e492077-2e10-45f2-b34e-8dc2459a2738\",\n[2026-09-29T07:51:30.297Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:30.278Z\",\n[2026-09-29T07:51:30.297Z] [INFO]   \"request_id\": \"req_011CfXNDXR7QBqP2YKYbPnnJ\"\n[2026-09-29T07:51:30.297Z] [INFO] }\n[2026-09-29T07:51:31.626Z] [INFO] {\n[2026-09-29T07:51:31.626Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:31.626Z] [INFO]   \"message\": {\n[2026-09-29T07:51:31.626Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:31.626Z] [INFO]     \"id\": \"msg_011CfXNDXx7TVDABwedNMM22\",\n[2026-09-29T07:51:31.626Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:31.626Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:31.626Z] [INFO]     \"content\": [\n[2026-09-29T07:51:31.626Z] [INFO]       {\n[2026-09-29T07:51:31.626Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:31.626Z] [INFO]         \"id\": \"toolu_01BmmtAVMnPoufchp71Vez6b\",\n[2026-09-29T07:51:31.626Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:31.626Z] [INFO]         \"input\": {\n[2026-09-29T07:51:31.626Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n \\\"95\\\\|OpenAI\\\" docs/analysis/2026-09-29-ba-ai-process-runtime-options.md | cut -c1-400 | head -10; grep -n \\\"own your control\\\\|12-factor\\\\|Building effective\\\" docs/analysis/2026-09-29-ba-ai-process-runtime-options.md | cut -c1-300 | head -5\",\n[2026-09-29T07:51:31.626Z] [INFO]           \"description\": \"Verify threshold and API claims\"\n[2026-09-29T07:51:31.626Z] [INFO]         },\n[2026-09-29T07:51:31.626Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:31.626Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:31.626Z] [INFO]         }\n[2026-09-29T07:51:31.626Z] [INFO]       }\n[2026-09-29T07:51:31.626Z] [INFO]     ],\n[2026-09-29T07:51:31.626Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:31.626Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:31.626Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:31.626Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:31.626Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:31.626Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:31.626Z] [INFO]       \"cache_creation_input_tokens\": 945,\n[2026-09-29T07:51:31.626Z] [INFO]       \"cache_read_input_tokens\": 100189,\n[2026-09-29T07:51:31.626Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:31.626Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:31.626Z] [INFO]         \"ephemeral_1h_input_tokens\": 945\n[2026-09-29T07:51:31.626Z] [INFO]       },\n[2026-09-29T07:51:31.626Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:31.626Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:31.626Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:31.626Z] [INFO]     },\n[2026-09-29T07:51:31.626Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:31.626Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:31.626Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:31.626Z] [INFO]   },\n[2026-09-29T07:51:31.626Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:31.626Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:31.626Z] [INFO]   \"uuid\": \"2a0565aa-74ba-4b0f-9b99-be50fdb86100\",\n[2026-09-29T07:51:31.626Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:31.619Z\",\n[2026-09-29T07:51:31.626Z] [INFO]   \"request_id\": \"req_011CfXNDXR7QBqP2YKYbPnnJ\",\n[2026-09-29T07:51:31.626Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:31.626Z] [INFO]     \"toolu_01BmmtAVMnPoufchp71Vez6b\": {\n[2026-09-29T07:51:31.626Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n \\\"95\\\\|OpenAI\\\" docs/analysis/2026-09-29-ba-ai-process-runtime-options.md | cut -c1-400 | head -10; grep -n \\\"own your control\\\\|12-factor\\\\|Building effective\\\" docs/analysis/2026-09-29-ba-ai-process-runtime-options.md | cut -c1-300 | head -5\",\n[2026-09-29T07:51:31.626Z] [INFO]       \"description\": \"Verify threshold and API claims\"\n[2026-09-29T07:51:31.626Z] [INFO]     }\n[2026-09-29T07:51:31.626Z] [INFO]   }\n[2026-09-29T07:51:31.626Z] [INFO] }\n[2026-09-29T07:51:33.062Z] [INFO] {\n[2026-09-29T07:51:33.062Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:33.062Z] [INFO]   \"message\": {\n[2026-09-29T07:51:33.062Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:33.062Z] [INFO]     \"content\": [\n[2026-09-29T07:51:33.062Z] [INFO]       {\n[2026-09-29T07:51:33.062Z] [INFO]         \"tool_use_id\": \"toolu_01BmmtAVMnPoufchp71Vez6b\",\n[2026-09-29T07:51:33.062Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:33.062Z] [INFO]         \"content\": \"65:OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d \u0445\u0443\u0436\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e runner:\\n156:| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n251:| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 | `P10`: \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0451\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0440\u0430\u0432\u043d\u0430 `1.0`. [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execu\\n269:| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI\\n275:| \u0413-44 | n8n \u2014 \u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 | \u0417\u0430: \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438 ([\u0413-46](#\u0433-46)), OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 ([\u0413-45](#\u0433-45)), \u0444\u043e\u0440\u043c\u044b, \u0447\u0430\u0442, Jira, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Server ([Jira](https://docs.n8n.io/integrations/builtin/credentials/jira.md)), Git ([docs](https://docs.n8n.io/integrations/b\\n276:| \u0413-45 | n8n \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 | \u0423\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 OpenAI \u0432 n8n \u0438\u043c\u0435\u044e\u0442 \u043f\u043e\u043b\u0435 `Base URL` ([\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434](https://github.com/n8n-io/n8n/blob/master/packages/nodes-base/credentials/OpenAiApi.credentials.ts)); \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044f \u043d\u0435\u0442. \ufffd\\n305:  API -->|\u0448\u0430\u0433| LLM[\\\"Mango AI: OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API\\\"]\\n337:\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n353:| \u041c\u043e\u0434\u0435\u043b\u044c | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 | \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0443\u0437\u043b\u0430, \u043d\u043e \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e |\\n390:  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n392:  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\",\n[2026-09-29T07:51:33.062Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:33.062Z] [INFO]       }\n[2026-09-29T07:51:33.062Z] [INFO]     ]\n[2026-09-29T07:51:33.062Z] [INFO]   },\n[2026-09-29T07:51:33.062Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:33.062Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:33.062Z] [INFO]   \"uuid\": \"34771dd5-61fa-4cdd-9fbf-f07f649643f4\",\n[2026-09-29T07:51:33.062Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:33.056Z\",\n[2026-09-29T07:51:33.062Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:33.062Z] [INFO]     \"stdout\": \"65:OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d \u0445\u0443\u0436\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e runner:\\n156:| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n251:| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 | `P10`: \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0451\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0440\u0430\u0432\u043d\u0430 `1.0`. [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execu\\n269:| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI\\n275:| \u0413-44 | n8n \u2014 \u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 | \u0417\u0430: \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438 ([\u0413-46](#\u0433-46)), OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 ([\u0413-45](#\u0433-45)), \u0444\u043e\u0440\u043c\u044b, \u0447\u0430\u0442, Jira, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Server ([Jira](https://docs.n8n.io/integrations/builtin/credentials/jira.md)), Git ([docs](https://docs.n8n.io/integrations/b\\n276:| \u0413-45 | n8n \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 | \u0423\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 OpenAI \u0432 n8n \u0438\u043c\u0435\u044e\u0442 \u043f\u043e\u043b\u0435 `Base URL` ([\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434](https://github.com/n8n-io/n8n/blob/master/packages/nodes-base/credentials/OpenAiApi.credentials.ts)); \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044f \u043d\u0435\u0442. \ufffd\\n305:  API -->|\u0448\u0430\u0433| LLM[\\\"Mango AI: OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API\\\"]\\n337:\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n353:| \u041c\u043e\u0434\u0435\u043b\u044c | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 | \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0443\u0437\u043b\u0430, \u043d\u043e \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e |\\n390:  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n392:  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\",\n[2026-09-29T07:51:33.062Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:33.062Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:33.062Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:33.062Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:51:33.062Z] [INFO]   }\n[2026-09-29T07:51:33.062Z] [INFO] }\n[2026-09-29T07:51:33.100Z] [STDOUT] [log_427d65] sending request {\n[2026-09-29T07:51:33.105Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:33.110Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:33.114Z] [STDOUT]   options: {\n[2026-09-29T07:51:33.121Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:33.129Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:33.134Z] [STDOUT]     body: {\n[2026-09-29T07:51:33.144Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:33.148Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:33.151Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:33.154Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:33.158Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:33.162Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:33.164Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:33.166Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:33.168Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:33.172Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:33.176Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:33.180Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:33.184Z] [STDOUT]     },\n[2026-09-29T07:51:33.187Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:33.189Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:33.193Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:33.199Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:33.212Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:33.219Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:51:33.237Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:51:33.240Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:51:33.248Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:51:33.260Z] [STDOUT]     },\n[2026-09-29T07:51:33.265Z] [STDOUT]     stream: true,\n[2026-09-29T07:51:33.270Z] [STDOUT]   },\n[2026-09-29T07:51:33.275Z] [STDOUT]   headers: {\n[2026-09-29T07:51:33.279Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:51:33.285Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:51:33.289Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:51:33.295Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:51:33.298Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:51:33.304Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:51:33.307Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:51:33.311Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:51:33.318Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:51:33.323Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1406\",\n[2026-09-29T07:51:33.326Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:51:33.335Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:51:33.363Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:33.374Z] [STDOUT]     \"x-client-request-id\": \"1b2d9fe8-70c8-4236-b0ed-6a8925bc9267\",\n[2026-09-29T07:51:33.381Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:51:33.385Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:51:33.389Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:51:33.392Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:51:33.395Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:51:33.397Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:51:33.404Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:51:33.421Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:51:33.428Z] [STDOUT]   },\n[2026-09-29T07:51:33.436Z] [STDOUT] }\n[2026-09-29T07:51:33.990Z] [STDOUT] [log_427d65, request-id: \"req_011CfXNDuiJ52HTTayDfTQ1i\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 889ms\n[2026-09-29T07:51:33.996Z] [STDOUT] [log_427d65] response start {\n[2026-09-29T07:51:34.001Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:34.006Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:34.013Z] [STDOUT]   headers: {\n[2026-09-29T07:51:34.019Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:34.027Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:34.067Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:34.071Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:34.074Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:34.082Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:34.090Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:34.094Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:34.101Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:34.104Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:34.109Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:34.116Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:34.126Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:34.135Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:34.138Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:34.141Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:34.144Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:34.154Z] [STDOUT]     \"cf-ray\": \"a429673fefd801ff-CDG\",\n[2026-09-29T07:51:34.159Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:51:34.164Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:34.169Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:34.175Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:34.179Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:33 GMT\",\n[2026-09-29T07:51:34.184Z] [STDOUT]     \"request-id\": \"req_011CfXNDuiJ52HTTayDfTQ1i\",\n[2026-09-29T07:51:34.190Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:34.192Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:34.197Z] [STDOUT]     traceresponse: \"00-7bc5b14bbffed8e7e13c4aaa54e93ff2-b33029478874b3e7-01\",\n[2026-09-29T07:51:34.202Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:34.209Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:34.219Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:34.225Z] [STDOUT]   },\n[2026-09-29T07:51:34.231Z] [STDOUT]   durationMs: 889,\n[2026-09-29T07:51:34.237Z] [STDOUT] }\n[2026-09-29T07:51:34.239Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:34.243Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:33 GMT\",\n[2026-09-29T07:51:34.246Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:34.250Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:34.253Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:34.255Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:34.257Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:34.260Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:34.263Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:34.267Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:34.274Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:34.279Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:34.283Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:34.286Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:34.289Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:34.297Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:34.301Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:34.305Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:34.307Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:34.309Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:34.319Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:34.324Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:34.328Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:34.335Z] [STDOUT]   \"request-id\": \"req_011CfXNDuiJ52HTTayDfTQ1i\",\n[2026-09-29T07:51:34.342Z] [STDOUT]   \"traceresponse\": \"00-7bc5b14bbffed8e7e13c4aaa54e93ff2-b33029478874b3e7-01\",\n[2026-09-29T07:51:34.346Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:34.352Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:34.354Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:34.359Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:34.361Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:34.366Z] [STDOUT]   \"cf-ray\": \"a429673fefd801ff-CDG\",\n[2026-09-29T07:51:34.368Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:34.372Z] [STDOUT] [log_427d65] response parsed {\n[2026-09-29T07:51:34.376Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:34.378Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:34.385Z] [STDOUT]   body: X {\n[2026-09-29T07:51:34.389Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:34.394Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:34.399Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:34.405Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:34.412Z] [STDOUT]     },\n[2026-09-29T07:51:34.418Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:34.425Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:34.430Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:34.435Z] [STDOUT]   },\n[2026-09-29T07:51:34.439Z] [STDOUT]   durationMs: 890,\n[2026-09-29T07:51:34.445Z] [STDOUT] }\n[2026-09-29T07:51:35.157Z] [INFO] {\n[2026-09-29T07:51:35.157Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:35.157Z] [INFO]   \"message\": {\n[2026-09-29T07:51:35.157Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:35.157Z] [INFO]     \"id\": \"msg_011CfXNDv9Ltnw8L4S5YSW5w\",\n[2026-09-29T07:51:35.157Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:35.157Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:35.157Z] [INFO]     \"content\": [\n[2026-09-29T07:51:35.157Z] [INFO]       {\n[2026-09-29T07:51:35.157Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:35.157Z] [INFO]         \"id\": \"toolu_01X9Kkn54ojJQ1dZfriJ5dHv\",\n[2026-09-29T07:51:35.157Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:35.157Z] [INFO]         \"input\": {\n[2026-09-29T07:51:35.157Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; sed -n 325,345p docs/analysis/2026-09-29-ba-ai-process-runtime-options.md; sed -n 385,395p docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\",\n[2026-09-29T07:51:35.157Z] [INFO]           \"description\": \"Read refutation criterion context\"\n[2026-09-29T07:51:35.157Z] [INFO]         },\n[2026-09-29T07:51:35.157Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:35.157Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:35.157Z] [INFO]         }\n[2026-09-29T07:51:35.157Z] [INFO]       }\n[2026-09-29T07:51:35.157Z] [INFO]     ],\n[2026-09-29T07:51:35.157Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:35.157Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:35.157Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:35.157Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:35.157Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:35.157Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:35.157Z] [INFO]       \"cache_creation_input_tokens\": 1419,\n[2026-09-29T07:51:35.157Z] [INFO]       \"cache_read_input_tokens\": 101134,\n[2026-09-29T07:51:35.157Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:35.157Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:35.157Z] [INFO]         \"ephemeral_1h_input_tokens\": 1419\n[2026-09-29T07:51:35.157Z] [INFO]       },\n[2026-09-29T07:51:35.157Z] [INFO]       \"output_tokens\": 20,\n[2026-09-29T07:51:35.157Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:35.157Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:35.157Z] [INFO]     },\n[2026-09-29T07:51:35.157Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:35.157Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:35.157Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:35.157Z] [INFO]   },\n[2026-09-29T07:51:35.157Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:35.157Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:35.157Z] [INFO]   \"uuid\": \"3f6fdeb1-46c5-44c3-a4f0-23f10324413f\",\n[2026-09-29T07:51:35.157Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:35.127Z\",\n[2026-09-29T07:51:35.157Z] [INFO]   \"request_id\": \"req_011CfXNDuiJ52HTTayDfTQ1i\",\n[2026-09-29T07:51:35.157Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:35.157Z] [INFO]     \"toolu_01X9Kkn54ojJQ1dZfriJ5dHv\": {\n[2026-09-29T07:51:35.157Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; sed -n 325,345p docs/analysis/2026-09-29-ba-ai-process-runtime-options.md; sed -n 385,395p docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\",\n[2026-09-29T07:51:35.157Z] [INFO]       \"description\": \"Read refutation criterion context\"\n[2026-09-29T07:51:35.157Z] [INFO]     }\n[2026-09-29T07:51:35.157Z] [INFO]   }\n[2026-09-29T07:51:35.157Z] [INFO] }\n[2026-09-29T07:51:36.472Z] [INFO] {\n[2026-09-29T07:51:36.472Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:36.472Z] [INFO]   \"message\": {\n[2026-09-29T07:51:36.472Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:36.472Z] [INFO]     \"content\": [\n[2026-09-29T07:51:36.472Z] [INFO]       {\n[2026-09-29T07:51:36.472Z] [INFO]         \"tool_use_id\": \"toolu_01X9Kkn54ojJQ1dZfriJ5dHv\",\n[2026-09-29T07:51:36.472Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:36.472Z] [INFO]         \"content\": \"**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.**\\n\u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u0441\u0451, \u0447\u0442\u043e \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442: \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b,\\n\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434 1 \u0438 2\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u044b: \u0432 \u0441\u0440\u0435\u0434\u0435 1 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043a\u043e\u0434\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e API \u043d\u0435\u0442, \u0438\\nrunner \u0432\u0435\u0434\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u043f\u0438\u0448\u0435\u0442 \u0430\u0433\u0435\u043d\u0442.\\n\\n**\u0427\u0435\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435 \u0434\u0430\u0451\u0442.** \u0411\u0410 \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u0441\u0430\u043c\\n\u043f\u0435\u0440\u0435\u0434\u0430\u0451\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0444\u0430\u0439\u043b\u0435 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435,\\n\u0431\u0435\u0437 \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439. \u042d\u0442\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u043c\u0435\u0441\u0442\u0430, \u0430 \u043d\u0435 \u0434\u0435\u0444\u0435\u043a\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.** \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\\n\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n\u043f\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0443 runner \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4\\n\\n**\u0421\u0443\u0442\u044c.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430. \u041e\u043d\u0430 \u0441\u0430\u043c\u0430 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435, \u0436\u0434\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043d\u0443\u0436\u043d\u043e \u0438 \u0445\u0440\u0430\u043d\u0438\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\\n\u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e. \u042d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435\\n[ADR-019, \u0441\u0440\u0435\u0434\u0430 4](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96):\\n\\n## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n\\n- **\u0417\u0430 \u00ab\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u043a\u043e\u0434\u0435, \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435\u00bb.** Anthropic: workflow \u0434\u0430\u044e\u0442\\n  \u00abpredictability and consistency for well-defined tasks\u00bb\\n  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n  HumanLayer, \u0444\u0430\u043a\u0442\u043e\u0440 8 \u2014 \u00abOwn your control flow\u00bb\\n  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\\n  LangChain: \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u2014 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 workflow \u0438\\n  \u0430\u0433\u0435\u043d\u0442\u043e\u0432 ([How to think about agent frameworks](https://www.langchain.com/blog/how-to-think-about-agent-frameworks)).\\n  BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u2014 \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430.\",\n[2026-09-29T07:51:36.472Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:36.472Z] [INFO]       }\n[2026-09-29T07:51:36.472Z] [INFO]     ]\n[2026-09-29T07:51:36.472Z] [INFO]   },\n[2026-09-29T07:51:36.472Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:36.472Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:36.472Z] [INFO]   \"uuid\": \"e561cf13-1518-4184-878a-b570b33b7561\",\n[2026-09-29T07:51:36.472Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:36.465Z\",\n[2026-09-29T07:51:36.472Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:36.472Z] [INFO]     \"stdout\": \"**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.**\\n\u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u0441\u0451, \u0447\u0442\u043e \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442: \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b,\\n\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434 1 \u0438 2\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u044b: \u0432 \u0441\u0440\u0435\u0434\u0435 1 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043a\u043e\u0434\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e API \u043d\u0435\u0442, \u0438\\nrunner \u0432\u0435\u0434\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u043f\u0438\u0448\u0435\u0442 \u0430\u0433\u0435\u043d\u0442.\\n\\n**\u0427\u0435\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435 \u0434\u0430\u0451\u0442.** \u0411\u0410 \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u0441\u0430\u043c\\n\u043f\u0435\u0440\u0435\u0434\u0430\u0451\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0444\u0430\u0439\u043b\u0435 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435,\\n\u0431\u0435\u0437 \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439. \u042d\u0442\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u043c\u0435\u0441\u0442\u0430, \u0430 \u043d\u0435 \u0434\u0435\u0444\u0435\u043a\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.** \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\\n\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n\u043f\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0443 runner \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4\\n\\n**\u0421\u0443\u0442\u044c.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430. \u041e\u043d\u0430 \u0441\u0430\u043c\u0430 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435, \u0436\u0434\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043d\u0443\u0436\u043d\u043e \u0438 \u0445\u0440\u0430\u043d\u0438\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\\n\u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e. \u042d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435\\n[ADR-019, \u0441\u0440\u0435\u0434\u0430 4](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96):\\n\\n## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n\\n- **\u0417\u0430 \u00ab\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u043a\u043e\u0434\u0435, \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435\u00bb.** Anthropic: workflow \u0434\u0430\u044e\u0442\\n  \u00abpredictability and consistency for well-defined tasks\u00bb\\n  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n  HumanLayer, \u0444\u0430\u043a\u0442\u043e\u0440 8 \u2014 \u00abOwn your control flow\u00bb\\n  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\\n  LangChain: \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u2014 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 workflow \u0438\\n  \u0430\u0433\u0435\u043d\u0442\u043e\u0432 ([How to think about agent frameworks](https://www.langchain.com/blog/how-to-think-about-agent-frameworks)).\\n  BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u2014 \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430.\",\n[2026-09-29T07:51:36.472Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:36.472Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:36.472Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:36.472Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:51:36.472Z] [INFO]   }\n[2026-09-29T07:51:36.472Z] [INFO] }\n[2026-09-29T07:51:36.510Z] [STDOUT] [log_d51dfe] sending request {\n[2026-09-29T07:51:36.513Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:36.517Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:36.522Z] [STDOUT]   options: {\n[2026-09-29T07:51:36.526Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:36.532Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:36.544Z] [STDOUT]     body: {\n[2026-09-29T07:51:36.547Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:36.552Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:36.556Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:36.558Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:36.561Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:36.565Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:36.568Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:36.571Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:36.573Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:36.577Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:36.580Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:36.584Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:36.586Z] [STDOUT]     },\n[2026-09-29T07:51:36.588Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:36.590Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:36.594Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:36.597Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:36.600Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:36.603Z] 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charset=utf-8\",\n[2026-09-29T07:51:37.504Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:37 GMT\",\n[2026-09-29T07:51:37.508Z] [STDOUT]     \"request-id\": \"req_011CfXNEACCPuEUZuhKoXKHw\",\n[2026-09-29T07:51:37.510Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:37.514Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:37.530Z] [STDOUT]     traceresponse: \"00-8bb82f1e58f72cbc4bdb690aea2b039f-6b3f4c02882ec914-01\",\n[2026-09-29T07:51:37.536Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:37.541Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:37.547Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:37.551Z] [STDOUT]   },\n[2026-09-29T07:51:37.554Z] [STDOUT]   durationMs: 799,\n[2026-09-29T07:51:37.556Z] [STDOUT] }\n[2026-09-29T07:51:37.560Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:37.565Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:37 GMT\",\n[2026-09-29T07:51:37.570Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:37.574Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:37.580Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:37.587Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:37.592Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:37.596Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:37.602Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:37.608Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:37.611Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:37.614Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:37.621Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:37.630Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:37.638Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:37.648Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:37.658Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:37.663Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:37.667Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:37.669Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:37.672Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:37.677Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:37.680Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:37.684Z] [STDOUT]   \"request-id\": \"req_011CfXNEACCPuEUZuhKoXKHw\",\n[2026-09-29T07:51:37.686Z] [STDOUT]   \"traceresponse\": \"00-8bb82f1e58f72cbc4bdb690aea2b039f-6b3f4c02882ec914-01\",\n[2026-09-29T07:51:37.689Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:37.692Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:37.696Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:37.698Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:37.703Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:37.706Z] [STDOUT]   \"cf-ray\": \"a42967553d1a01ff-CDG\",\n[2026-09-29T07:51:37.709Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:37.714Z] [STDOUT] [log_d51dfe] response parsed {\n[2026-09-29T07:51:37.716Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:37.723Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:37.728Z] [STDOUT]   body: X {\n[2026-09-29T07:51:37.731Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:37.735Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:37.738Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:37.742Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:37.749Z] [STDOUT]     },\n[2026-09-29T07:51:37.753Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:37.759Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:37.762Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:37.765Z] [STDOUT]   },\n[2026-09-29T07:51:37.769Z] [STDOUT]   durationMs: 800,\n[2026-09-29T07:51:37.773Z] [STDOUT] }\n[2026-09-29T07:51:37.819Z] [INFO] {\n[2026-09-29T07:51:37.819Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:37.819Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:37.819Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:37.819Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:37.819Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:37.819Z] [INFO]   \"uuid\": \"bd2387e3-e366-4877-af81-10b7f3e5a8ae\"\n[2026-09-29T07:51:37.819Z] [INFO] }\n[2026-09-29T07:51:39.408Z] [INFO] {\n[2026-09-29T07:51:39.408Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:39.408Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:39.408Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:51:39.408Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:39.408Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:39.408Z] [INFO]   \"uuid\": \"81047a6a-63e8-44eb-8ae9-5aa2ab048e19\"\n[2026-09-29T07:51:39.408Z] [INFO] }\n[2026-09-29T07:51:40.524Z] [INFO] {\n[2026-09-29T07:51:40.524Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:40.524Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:40.524Z] [INFO]   \"estimated_tokens\": 415,\n[2026-09-29T07:51:40.524Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:40.524Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:40.524Z] [INFO]   \"uuid\": \"1eebeb85-bd43-46ea-a5de-f6eebe7597d6\"\n[2026-09-29T07:51:40.524Z] [INFO] }\n[2026-09-29T07:51:40.538Z] [INFO] {\n[2026-09-29T07:51:40.538Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:40.538Z] [INFO]   \"message\": {\n[2026-09-29T07:51:40.538Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:40.538Z] [INFO]     \"id\": \"msg_011CfXNEAnfDq7MnEwbV5Fv1\",\n[2026-09-29T07:51:40.538Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:40.538Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:40.538Z] [INFO]     \"content\": [\n[2026-09-29T07:51:40.538Z] [INFO]       {\n[2026-09-29T07:51:40.538Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:51:40.538Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:51:40.538Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:51:40.538Z] [INFO]     ],\n[2026-09-29T07:51:40.538Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:40.538Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:40.538Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:40.538Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:40.538Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:40.538Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:40.538Z] [INFO]       \"cache_creation_input_tokens\": 1030,\n[2026-09-29T07:51:40.538Z] [INFO]       \"cache_read_input_tokens\": 102553,\n[2026-09-29T07:51:40.538Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:40.538Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:40.538Z] [INFO]         \"ephemeral_1h_input_tokens\": 1030\n[2026-09-29T07:51:40.538Z] [INFO]       },\n[2026-09-29T07:51:40.538Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:40.538Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:40.538Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:40.538Z] [INFO]     },\n[2026-09-29T07:51:40.538Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:40.538Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:40.538Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:40.538Z] [INFO]   },\n[2026-09-29T07:51:40.538Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:40.538Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:40.538Z] [INFO]   \"uuid\": \"f2676653-22af-4898-8015-418afa5f609b\",\n[2026-09-29T07:51:40.538Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:40.522Z\",\n[2026-09-29T07:51:40.538Z] [INFO]   \"request_id\": \"req_011CfXNEACCPuEUZuhKoXKHw\"\n[2026-09-29T07:51:40.538Z] [INFO] }\n[2026-09-29T07:51:41.323Z] [INFO] {\n[2026-09-29T07:51:41.323Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:41.323Z] [INFO]   \"message\": {\n[2026-09-29T07:51:41.323Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:41.323Z] [INFO]     \"id\": \"msg_011CfXNEAnfDq7MnEwbV5Fv1\",\n[2026-09-29T07:51:41.323Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:41.323Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:41.323Z] [INFO]     \"content\": [\n[2026-09-29T07:51:41.323Z] [INFO]       {\n[2026-09-29T07:51:41.323Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:41.323Z] [INFO]         \"id\": \"toolu_01KscmdYgUgrfxj1qY7ARBbk\",\n[2026-09-29T07:51:41.323Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:41.323Z] [INFO]         \"input\": {\n[2026-09-29T07:51:41.323Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n \\\"B-21[1-8]\\\" ops/backlog.md | cut -c1-330 | head -10\",\n[2026-09-29T07:51:41.323Z] [INFO]           \"description\": \"Read backlog items B-211 to B-218\"\n[2026-09-29T07:51:41.323Z] [INFO]         },\n[2026-09-29T07:51:41.323Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:41.323Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:41.323Z] [INFO]         }\n[2026-09-29T07:51:41.323Z] [INFO]       }\n[2026-09-29T07:51:41.323Z] [INFO]     ],\n[2026-09-29T07:51:41.323Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:41.323Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:41.323Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:41.323Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:41.323Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:41.323Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:41.323Z] [INFO]       \"cache_creation_input_tokens\": 1030,\n[2026-09-29T07:51:41.323Z] [INFO]       \"cache_read_input_tokens\": 102553,\n[2026-09-29T07:51:41.323Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:41.323Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:41.323Z] [INFO]         \"ephemeral_1h_input_tokens\": 1030\n[2026-09-29T07:51:41.323Z] [INFO]       },\n[2026-09-29T07:51:41.323Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:41.323Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:41.323Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:41.323Z] [INFO]     },\n[2026-09-29T07:51:41.323Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:41.323Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:41.323Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:41.323Z] [INFO]   },\n[2026-09-29T07:51:41.323Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:41.323Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:41.323Z] [INFO]   \"uuid\": \"2f102c85-a798-4e3d-bcfd-95930162363e\",\n[2026-09-29T07:51:41.323Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:41.318Z\",\n[2026-09-29T07:51:41.323Z] [INFO]   \"request_id\": \"req_011CfXNEACCPuEUZuhKoXKHw\",\n[2026-09-29T07:51:41.323Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:41.323Z] [INFO]     \"toolu_01KscmdYgUgrfxj1qY7ARBbk\": {\n[2026-09-29T07:51:41.323Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n \\\"B-21[1-8]\\\" ops/backlog.md | cut -c1-330 | head -10\",\n[2026-09-29T07:51:41.323Z] [INFO]       \"description\": \"Read backlog items B-211 to B-218\"\n[2026-09-29T07:51:41.323Z] [INFO]     }\n[2026-09-29T07:51:41.323Z] [INFO]   }\n[2026-09-29T07:51:41.323Z] [INFO] }\n[2026-09-29T07:51:42.591Z] [INFO] {\n[2026-09-29T07:51:42.591Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:42.591Z] [INFO]   \"message\": {\n[2026-09-29T07:51:42.591Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:42.591Z] [INFO]     \"content\": [\n[2026-09-29T07:51:42.591Z] [INFO]       {\n[2026-09-29T07:51:42.591Z] [INFO]         \"tool_use_id\": \"toolu_01KscmdYgUgrfxj1qY7ARBbk\",\n[2026-09-29T07:51:42.591Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:42.591Z] [INFO]         \"content\": \"692:| **B-211** | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-28](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/ma\\n693:| **B-212** | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0447\u0435\u0441\u0442\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-29, \u0413-30](https://git\\n694:| **B-213** | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-31, \u0413-32, \u0413-34](http\\n695:| **B-214** | \u0420\u0435\u0448\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 `EP-R7` | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-33](https://github.com/G-Ivan-A/hybrid-Intelligence-l\\n696:| **B-215** | \u041d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-26, \u0413-27](https://github.com/G-Ivan-A/hybrid-Intelligence-lab\\n697:| **B-216** | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0434\u043b\u044f \u043f\u0430\u043a\u0435\u0442\u043e\u0432 GigaCode \u0438 Cline; \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `next` | null | B-211, B-212, B-213 | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-40](https://github.com/G-Ivan-A/hybrid-I\\n698:| **B-217** | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c GigaCode CLI: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-42](https://github.com/G-Ivan-A/hybrid-Intelligence\\n699:| **B-218** | RFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b 4: \u0441\u043b\u0443\u0436\u0431\u0430 runner, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410, \u043c\u0435\u0441\u0442\u043e n8n | null | B-216 | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-43\u2026\u0413-54](https://github.com/G-Ivan-A/hybr\",\n[2026-09-29T07:51:42.591Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:42.591Z] [INFO]       }\n[2026-09-29T07:51:42.591Z] [INFO]     ]\n[2026-09-29T07:51:42.591Z] [INFO]   },\n[2026-09-29T07:51:42.591Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:42.591Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:42.591Z] [INFO]   \"uuid\": \"26e06d71-f6b1-4366-ba24-325835f5f331\",\n[2026-09-29T07:51:42.591Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:42.581Z\",\n[2026-09-29T07:51:42.591Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:42.591Z] [INFO]     \"stdout\": \"692:| **B-211** | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-28](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/ma\\n693:| **B-212** | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0447\u0435\u0441\u0442\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-29, \u0413-30](https://git\\n694:| **B-213** | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-31, \u0413-32, \u0413-34](http\\n695:| **B-214** | \u0420\u0435\u0448\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 `EP-R7` | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-33](https://github.com/G-Ivan-A/hybrid-Intelligence-l\\n696:| **B-215** | \u041d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-26, \u0413-27](https://github.com/G-Ivan-A/hybrid-Intelligence-lab\\n697:| **B-216** | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0434\u043b\u044f \u043f\u0430\u043a\u0435\u0442\u043e\u0432 GigaCode \u0438 Cline; \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `next` | null | B-211, B-212, B-213 | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-40](https://github.com/G-Ivan-A/hybrid-I\\n698:| **B-217** | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c GigaCode CLI: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-42](https://github.com/G-Ivan-A/hybrid-Intelligence\\n699:| **B-218** | RFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b 4: \u0441\u043b\u0443\u0436\u0431\u0430 runner, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410, \u043c\u0435\u0441\u0442\u043e n8n | null | B-216 | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-43\u2026\u0413-54](https://github.com/G-Ivan-A/hybr\",\n[2026-09-29T07:51:42.591Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:42.591Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:42.591Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:42.591Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:51:42.591Z] [INFO]   }\n[2026-09-29T07:51:42.591Z] [INFO] }\n[2026-09-29T07:51:42.625Z] [STDOUT] [log_d9936f] sending request {\n[2026-09-29T07:51:42.630Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:42.639Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:42.648Z] [STDOUT]   options: {\n[2026-09-29T07:51:42.654Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:42.661Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:42.666Z] [STDOUT]     body: {\n[2026-09-29T07:51:42.670Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:42.675Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:42.695Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:42.707Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:42.713Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:42.717Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:42.720Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:42.746Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:42.749Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:42.753Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:42.760Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:42.765Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:42.771Z] [STDOUT]     },\n[2026-09-29T07:51:42.773Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:42.779Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:42.782Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:42.786Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:42.790Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:42.792Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:51:42.794Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:51:42.796Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:51:42.798Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:51:42.801Z] [STDOUT]     },\n[2026-09-29T07:51:42.803Z] [STDOUT]     stream: true,\n[2026-09-29T07:51:42.806Z] [STDOUT]   },\n[2026-09-29T07:51:42.809Z] [STDOUT]   headers: {\n[2026-09-29T07:51:42.812Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:51:42.816Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:51:42.821Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:51:42.825Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:51:42.831Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:51:42.835Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:51:42.837Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:51:42.840Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:51:42.844Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:51:42.849Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1247\",\n[2026-09-29T07:51:42.852Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:51:42.857Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:51:42.861Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:42.864Z] [STDOUT]     \"x-client-request-id\": \"2c03e9d8-f319-48dc-9b1b-c14191f49c4e\",\n[2026-09-29T07:51:42.870Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:51:42.876Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:51:42.879Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:51:42.883Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:51:42.885Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:51:42.888Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:51:42.892Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:51:42.897Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:51:42.902Z] [STDOUT]   },\n[2026-09-29T07:51:42.905Z] [STDOUT] }\n[2026-09-29T07:51:43.496Z] [STDOUT] [log_d9936f, request-id: \"req_011CfXNEcK5N9Q95TTDuCcL4\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 875ms\n[2026-09-29T07:51:43.499Z] [STDOUT] [log_d9936f] response start {\n[2026-09-29T07:51:43.503Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:43.508Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:43.513Z] [STDOUT]   headers: {\n[2026-09-29T07:51:43.515Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:43.518Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:43.521Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:43.525Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:43.529Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:43.531Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:43.535Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:43.538Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:43.541Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:43.543Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:43.547Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:43.550Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:43.554Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:43.560Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:43.563Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:43.566Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:43.569Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:43.572Z] [STDOUT]     \"cf-ray\": \"a429677b79ca01ff-CDG\",\n[2026-09-29T07:51:43.576Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:51:43.580Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:43.582Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:43.586Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:43.589Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:43 GMT\",\n[2026-09-29T07:51:43.592Z] [STDOUT]     \"request-id\": \"req_011CfXNEcK5N9Q95TTDuCcL4\",\n[2026-09-29T07:51:43.595Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:43.599Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:43.601Z] [STDOUT]     traceresponse: \"00-e9ddc14e7cbf3898949854395efb1529-5c331f60edd09010-01\",\n[2026-09-29T07:51:43.603Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:43.606Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:43.608Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:43.611Z] [STDOUT]   },\n[2026-09-29T07:51:43.613Z] [STDOUT]   durationMs: 875,\n[2026-09-29T07:51:43.615Z] [STDOUT] }\n[2026-09-29T07:51:43.618Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:43.622Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:43 GMT\",\n[2026-09-29T07:51:43.625Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:43.627Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:43.630Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:43.634Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:43.640Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:43.644Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:43.647Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:43.651Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:43.655Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:43.660Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:43.665Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:43.668Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:43.673Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:43.677Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:43.685Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:43.690Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:43.694Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:43.697Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:43.699Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:43.704Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:43.707Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:43.710Z] [STDOUT]   \"request-id\": \"req_011CfXNEcK5N9Q95TTDuCcL4\",\n[2026-09-29T07:51:43.713Z] [STDOUT]   \"traceresponse\": \"00-e9ddc14e7cbf3898949854395efb1529-5c331f60edd09010-01\",\n[2026-09-29T07:51:43.716Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:43.720Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:43.723Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:43.728Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:43.733Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:43.737Z] [STDOUT]   \"cf-ray\": \"a429677b79ca01ff-CDG\",\n[2026-09-29T07:51:43.740Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:43.743Z] [STDOUT] [log_d9936f] response parsed {\n[2026-09-29T07:51:43.745Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:43.748Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:43.753Z] [STDOUT]   body: X {\n[2026-09-29T07:51:43.755Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:43.759Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:43.763Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:43.765Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:43.768Z] [STDOUT]     },\n[2026-09-29T07:51:43.772Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:43.777Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:43.780Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:43.785Z] [STDOUT]   },\n[2026-09-29T07:51:43.787Z] [STDOUT]   durationMs: 875,\n[2026-09-29T07:51:43.792Z] [STDOUT] }\n[2026-09-29T07:51:44.023Z] [INFO] {\n[2026-09-29T07:51:44.023Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:44.023Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:44.023Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:44.023Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:44.023Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:44.023Z] [INFO]   \"uuid\": \"7e5e0d7b-3ae7-4009-bda5-33f49e1f9541\"\n[2026-09-29T07:51:44.023Z] [INFO] }\n[2026-09-29T07:51:45.095Z] [INFO] {\n[2026-09-29T07:51:45.095Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:45.095Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:45.095Z] [INFO]   \"estimated_tokens\": 100,\n[2026-09-29T07:51:45.095Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:45.095Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:45.095Z] [INFO]   \"uuid\": \"f31a0af0-84e4-4945-b4b2-0e3d265ad0ab\"\n[2026-09-29T07:51:45.095Z] [INFO] }\n[2026-09-29T07:51:46.626Z] [INFO] {\n[2026-09-29T07:51:46.626Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:46.626Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:46.626Z] [INFO]   \"estimated_tokens\": 350,\n[2026-09-29T07:51:46.626Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:46.626Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:46.626Z] [INFO]   \"uuid\": \"4f4a8a6c-1100-4aa1-852d-d6b195726d18\"\n[2026-09-29T07:51:46.626Z] [INFO] }\n[2026-09-29T07:51:47.175Z] [INFO] {\n[2026-09-29T07:51:47.175Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:47.175Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:47.175Z] [INFO]   \"estimated_tokens\": 448,\n[2026-09-29T07:51:47.175Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:47.175Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:47.175Z] [INFO]   \"uuid\": \"b1ed42f6-1237-4658-9485-4a10995ef04d\"\n[2026-09-29T07:51:47.175Z] [INFO] }\n[2026-09-29T07:51:47.180Z] [INFO] {\n[2026-09-29T07:51:47.180Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:47.180Z] [INFO]   \"message\": {\n[2026-09-29T07:51:47.180Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:47.180Z] [INFO]     \"id\": \"msg_011CfXNEdMpqeYeMZYkj77i5\",\n[2026-09-29T07:51:47.180Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:47.180Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:47.180Z] [INFO]     \"content\": [\n[2026-09-29T07:51:47.180Z] [INFO]       {\n[2026-09-29T07:51:47.180Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:51:47.180Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:51:47.180Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:51:47.180Z] [INFO]     ],\n[2026-09-29T07:51:47.180Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:47.180Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:47.180Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:47.180Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:47.180Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:47.180Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:47.180Z] [INFO]       \"cache_creation_input_tokens\": 1641,\n[2026-09-29T07:51:47.180Z] [INFO]       \"cache_read_input_tokens\": 103583,\n[2026-09-29T07:51:47.180Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:47.180Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:47.180Z] [INFO]         \"ephemeral_1h_input_tokens\": 1641\n[2026-09-29T07:51:47.180Z] [INFO]       },\n[2026-09-29T07:51:47.180Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:47.180Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:47.180Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:47.180Z] [INFO]     },\n[2026-09-29T07:51:47.180Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:47.180Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:47.180Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:47.180Z] [INFO]   },\n[2026-09-29T07:51:47.180Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:47.180Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:47.180Z] [INFO]   \"uuid\": \"9dc46d4b-c9ad-4918-8571-b975f8e0460a\",\n[2026-09-29T07:51:47.180Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:47.173Z\",\n[2026-09-29T07:51:47.180Z] [INFO]   \"request_id\": \"req_011CfXNEcK5N9Q95TTDuCcL4\"\n[2026-09-29T07:51:47.180Z] [INFO] }\n[2026-09-29T07:51:47.190Z] [INFO] {\n[2026-09-29T07:51:47.190Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:47.190Z] [INFO]   \"message\": {\n[2026-09-29T07:51:47.190Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:47.190Z] [INFO]     \"id\": \"msg_011CfXNEdMpqeYeMZYkj77i5\",\n[2026-09-29T07:51:47.190Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:47.190Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:47.190Z] [INFO]     \"content\": [\n[2026-09-29T07:51:47.190Z] [INFO]       {\n[2026-09-29T07:51:47.190Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:51:47.190Z] [INFO]         \"text\": \"Writing the final wording for slide 10 based on backlog items B-211\u2026B-218. After that I'll write the speaker script.\"\n[2026-09-29T07:51:47.190Z] [INFO]       }\n[2026-09-29T07:51:47.190Z] [INFO]     ],\n[2026-09-29T07:51:47.190Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:47.190Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:47.190Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:47.190Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:47.190Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:47.190Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:47.190Z] [INFO]       \"cache_creation_input_tokens\": 1641,\n[2026-09-29T07:51:47.190Z] [INFO]       \"cache_read_input_tokens\": 103583,\n[2026-09-29T07:51:47.190Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:47.190Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:47.190Z] [INFO]         \"ephemeral_1h_input_tokens\": 1641\n[2026-09-29T07:51:47.190Z] [INFO]       },\n[2026-09-29T07:51:47.190Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:47.190Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:47.190Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:47.190Z] [INFO]     },\n[2026-09-29T07:51:47.190Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:47.190Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:47.190Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:47.190Z] [INFO]   },\n[2026-09-29T07:51:47.190Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:47.190Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:47.190Z] [INFO]   \"uuid\": \"ba26674a-10cc-440a-a801-2d9b954666a9\",\n[2026-09-29T07:51:47.190Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:47.176Z\",\n[2026-09-29T07:51:47.190Z] [INFO]   \"request_id\": \"req_011CfXNEcK5N9Q95TTDuCcL4\"\n[2026-09-29T07:51:47.190Z] [INFO] }\n[2026-09-29T07:51:53.532Z] [INFO] {\n[2026-09-29T07:51:53.532Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:53.532Z] [INFO]   \"message\": {\n[2026-09-29T07:51:53.532Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:53.532Z] [INFO]     \"id\": \"msg_011CfXNEdMpqeYeMZYkj77i5\",\n[2026-09-29T07:51:53.532Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:53.532Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:53.532Z] [INFO]     \"content\": [\n[2026-09-29T07:51:53.532Z] [INFO]       {\n[2026-09-29T07:51:53.532Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:53.532Z] [INFO]         \"id\": \"toolu_019SzcFbLV2CvVpfPyDCRMBL\",\n[2026-09-29T07:51:53.532Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:53.532Z] [INFO]         \"input\": {\n[2026-09-29T07:51:53.532Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\na=s.index(\\\"## \u0421\u043b\u0430\u0439\u0434 10.\\\")\\nb=s.index(\\\"> **\u0417\u0430\u043f\u0440\u043e\u0441:**\\\")\\ns=s[:a]+\\\"\\\"\\\"## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\\n**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n\\n- **\u0428\u0430\u0433 1, \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b:** runner \u0432\u0435\u0434\u0451\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0430 \u0410\u0420\u041c \u2014 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\\n  \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 YAML, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438\\n  \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (B-211\u2026B-213).\\n- **\u0428\u0430\u0433 2, \u0437\u0430\u043c\u0435\u0440:** 10 \u0437\u0430\u0434\u0430\u0447. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438 \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n  \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n- **\u0428\u0430\u0433 3, \u0421\u0440\u0435\u0434\u0430 4:** \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 (B-216, B-218).\\n  \u041d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430.\\n- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n  \u043e\u0442\u0434\u0430\u0451\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n\\\"\\\"\\\"+s[b:]\\ns=s.replace(\\\"\\\"\\\"[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\\"\\\"\\\",\\n\\\"\\\"\\\"[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md),\\n[\u0431\u044d\u043a\u043b\u043e\u0433 B-211\u2026B-218](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md).\\\"\\\"\\\")\\ns=s.replace(\\\"| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\\\",\\\"| \u2014 (\u043f\u0443\u0442\u044c \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f) | 10 |\\\")\\nopen(p,'w').write(s)\\nEOF\\ngrep -n \\\"\u0421\u043b\u0430\u0439\u0434 10\\\" -A22 2026-09-29-meta-model-presentation-slides.md | head -30\",\n[2026-09-29T07:51:53.532Z] [INFO]           \"description\": \"Rewrite slide 10 accurately\"\n[2026-09-29T07:51:53.532Z] [INFO]         },\n[2026-09-29T07:51:53.532Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:53.532Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:53.532Z] [INFO]         }\n[2026-09-29T07:51:53.532Z] [INFO]       }\n[2026-09-29T07:51:53.532Z] [INFO]     ],\n[2026-09-29T07:51:53.532Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:53.532Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:53.532Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:53.532Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:53.532Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:53.532Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:53.532Z] [INFO]       \"cache_creation_input_tokens\": 1641,\n[2026-09-29T07:51:53.532Z] [INFO]       \"cache_read_input_tokens\": 103583,\n[2026-09-29T07:51:53.532Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:53.532Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:53.532Z] [INFO]         \"ephemeral_1h_input_tokens\": 1641\n[2026-09-29T07:51:53.532Z] [INFO]       },\n[2026-09-29T07:51:53.532Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:53.532Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:53.532Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:53.532Z] [INFO]     },\n[2026-09-29T07:51:53.532Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:53.532Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:53.532Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:53.532Z] [INFO]   },\n[2026-09-29T07:51:53.532Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:53.532Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:53.532Z] [INFO]   \"uuid\": \"753fc19e-fa09-467d-a8f4-46b781e5e095\",\n[2026-09-29T07:51:53.532Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:53.516Z\",\n[2026-09-29T07:51:53.532Z] [INFO]   \"request_id\": \"req_011CfXNEcK5N9Q95TTDuCcL4\",\n[2026-09-29T07:51:53.532Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:53.532Z] [INFO]     \"toolu_019SzcFbLV2CvVpfPyDCRMBL\": {\n[2026-09-29T07:51:53.532Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\na=s.index(\\\"## \u0421\u043b\u0430\u0439\u0434 10.\\\")\\nb=s.index(\\\"> **\u0417\u0430\u043f\u0440\u043e\u0441:**\\\")\\ns=s[:a]+\\\"\\\"\\\"## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\\n**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n\\n- **\u0428\u0430\u0433 1, \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b:** runner \u0432\u0435\u0434\u0451\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0430 \u0410\u0420\u041c \u2014 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\\n  \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 YAML, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438\\n  \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (B-211\u2026B-213).\\n- **\u0428\u0430\u0433 2, \u0437\u0430\u043c\u0435\u0440:** 10 \u0437\u0430\u0434\u0430\u0447. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438 \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n  \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n- **\u0428\u0430\u0433 3, \u0421\u0440\u0435\u0434\u0430 4:** \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 (B-216, B-218).\\n  \u041d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430.\\n- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n  \u043e\u0442\u0434\u0430\u0451\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n\\\"\\\"\\\"+s[b:]\\ns=s.replace(\\\"\\\"\\\"[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\\"\\\"\\\",\\n\\\"\\\"\\\"[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md),\\n[\u0431\u044d\u043a\u043b\u043e\u0433 B-211\u2026B-218](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md).\\\"\\\"\\\")\\ns=s.replace(\\\"| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\\\",\\\"| \u2014 (\u043f\u0443\u0442\u044c \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f) | 10 |\\\")\\nopen(p,'w').write(s)\\nEOF\\ngrep -n \\\"\u0421\u043b\u0430\u0439\u0434 10\\\" -A22 2026-09-29-meta-model-presentation-slides.md | head -30\",\n[2026-09-29T07:51:53.532Z] [INFO]       \"description\": \"Rewrite slide 10 accurately\"\n[2026-09-29T07:51:53.532Z] [INFO]     }\n[2026-09-29T07:51:53.532Z] [INFO]   }\n[2026-09-29T07:51:53.532Z] [INFO] }\n[2026-09-29T07:51:55.321Z] [INFO] {\n[2026-09-29T07:51:55.321Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:55.321Z] [INFO]   \"message\": {\n[2026-09-29T07:51:55.321Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:55.321Z] [INFO]     \"content\": [\n[2026-09-29T07:51:55.321Z] [INFO]       {\n[2026-09-29T07:51:55.321Z] [INFO]         \"tool_use_id\": \"toolu_019SzcFbLV2CvVpfPyDCRMBL\",\n[2026-09-29T07:51:55.321Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:55.321Z] [INFO]         \"content\": \"455:## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n456-\\n457-**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n458-\\n459-- **\u0428\u0430\u0433 1, \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b:** runner \u0432\u0435\u0434\u0451\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0430 \u0410\u0420\u041c \u2014 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\\n460-  \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 YAML, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438\\n461-  \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (B-211\u2026B-213).\\n462-- **\u0428\u0430\u0433 2, \u0437\u0430\u043c\u0435\u0440:** 10 \u0437\u0430\u0434\u0430\u0447. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441\\n463-  \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438 \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n464-  \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n465-- **\u0428\u0430\u0433 3, \u0421\u0440\u0435\u0434\u0430 4:** \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 (B-216, B-218).\\n466-  \u041d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430.\\n467-- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n468-  \u043e\u0442\u0434\u0430\u0451\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n469-\\n470-> **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n471-> \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\\n472-\\n473-**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n474-\\n475-```text\\n476-Three illuminated switches on a clean control panel, two already in\\n477-the on position and one waiting; behind the panel a calm, well-lit\",\n[2026-09-29T07:51:55.321Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:55.321Z] [INFO]       }\n[2026-09-29T07:51:55.321Z] [INFO]     ]\n[2026-09-29T07:51:55.321Z] [INFO]   },\n[2026-09-29T07:51:55.321Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:55.321Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:55.321Z] [INFO]   \"uuid\": \"cab6a115-5762-4379-8677-f504c91deda8\",\n[2026-09-29T07:51:55.321Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:55.307Z\",\n[2026-09-29T07:51:55.321Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:55.321Z] [INFO]     \"stdout\": \"455:## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n456-\\n457-**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n458-\\n459-- **\u0428\u0430\u0433 1, \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b:** runner \u0432\u0435\u0434\u0451\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0430 \u0410\u0420\u041c \u2014 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\\n460-  \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 YAML, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438\\n461-  \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (B-211\u2026B-213).\\n462-- **\u0428\u0430\u0433 2, \u0437\u0430\u043c\u0435\u0440:** 10 \u0437\u0430\u0434\u0430\u0447. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441\\n463-  \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438 \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n464-  \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n465-- **\u0428\u0430\u0433 3, \u0421\u0440\u0435\u0434\u0430 4:** \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 (B-216, B-218).\\n466-  \u041d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430.\\n467-- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n468-  \u043e\u0442\u0434\u0430\u0451\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n469-\\n470-> **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n471-> \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\\n472-\\n473-**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n474-\\n475-```text\\n476-Three illuminated switches on a clean control panel, two already in\\n477-the on position and one waiting; behind the panel a calm, well-lit\",\n[2026-09-29T07:51:55.321Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:55.321Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:55.321Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:55.321Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:51:55.321Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:51:55.321Z] [INFO]       \"files\": [\n[2026-09-29T07:51:55.321Z] [INFO]         {\n[2026-09-29T07:51:55.321Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:55.321Z] [INFO]           \"hunks\": [\n[2026-09-29T07:51:55.321Z] [INFO]             {\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldStart\": 52,\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newStart\": 52,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:51:55.321Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:55.321Z] [INFO]                 \" | 5. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 | 7 |\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" | 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f | 8 |\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" | 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 | 9 |\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+| \u2014 (\u043f\u0443\u0442\u044c \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f) | 10 |\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \u0421\u043b\u0430\u0439\u0434 4 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0441\u0432\u0435\u0440\u0445 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0440\u044b\u0432 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 6 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \u0442\u0435\u0437\u0438\u0441, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0432\u044b\u0432\u043e\u0434 \u0438\u0437 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\"\n[2026-09-29T07:51:55.321Z] [INFO]               ]\n[2026-09-29T07:51:55.321Z] [INFO]             },\n[2026-09-29T07:51:55.321Z] [INFO]             {\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldStart\": 452,\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldLines\": 19,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newStart\": 452,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newLines\": 20,\n[2026-09-29T07:51:55.321Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" ---\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 10. \u0427\u0442\u043e\u0431\u044b \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4, \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" **\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 1:** \u0434\u043e\u0441\u0442\u0443\u043f \u043a Mango AI \u043f\u043e OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0434\u043b\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0433\u043e\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-  runner'\u0430 \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0430.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 2:** \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 10 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 contact-center \u0441 \u0437\u0430\u043c\u0435\u0440\u043e\u043c\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-  `M-1`\u2026`M-4` \u0434\u043e \u0438 \u043f\u043e\u0441\u043b\u0435.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 3:** \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043c\u0435\u043d\u044c\u0448\u0435 95%\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-  \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-  \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-- \u0427\u0442\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+- **\u0428\u0430\u0433 1, \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b:** runner \u0432\u0435\u0434\u0451\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0430 \u0410\u0420\u041c \u2014 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 YAML, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (B-211\u2026B-213).\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+- **\u0428\u0430\u0433 2, \u0437\u0430\u043c\u0435\u0440:** 10 \u0437\u0430\u0434\u0430\u0447. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438 \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+- **\u0428\u0430\u0433 3, \u0421\u0440\u0435\u0434\u0430 4:** \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 (B-216, B-218).\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u041d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u043e\u0442\u0434\u0430\u0451\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" > **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" > \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\"\n[2026-09-29T07:51:55.321Z] [INFO]               ]\n[2026-09-29T07:51:55.321Z] [INFO]             },\n[2026-09-29T07:51:55.321Z] [INFO]             {\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldStart\": 482,\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newStart\": 483,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:55.321Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" [\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0441\u0440\u0435\u0434\u0430\u043c \u0438 \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md),\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+[\u0431\u044d\u043a\u043b\u043e\u0433 B-211\u2026B-218](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md).\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" ---\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \"\n[2026-09-29T07:51:55.321Z] [INFO]               ]\n[2026-09-29T07:51:55.321Z] [INFO]             }\n[2026-09-29T07:51:55.321Z] [INFO]           ]\n[2026-09-29T07:51:55.321Z] [INFO]         }\n[2026-09-29T07:51:55.321Z] [INFO]       ],\n[2026-09-29T07:51:55.321Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:51:55.321Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:51:55.321Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\"\n[2026-09-29T07:51:55.321Z] [INFO]       ]\n[2026-09-29T07:51:55.321Z] [INFO]     }\n[2026-09-29T07:51:55.321Z] [INFO]   }\n[2026-09-29T07:51:55.321Z] [INFO] }\n[2026-09-29T07:51:55.368Z] [STDOUT] [log_a210e5] sending request {\n[2026-09-29T07:51:55.374Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:55.378Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:55.382Z] [STDOUT]   options: {\n[2026-09-29T07:51:55.386Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:55.394Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:55.397Z] [STDOUT]     body: {\n[2026-09-29T07:51:55.400Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:55.403Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:55.405Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:55.408Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:55.413Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:55.418Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:55.423Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:55.428Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:55.431Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:55.434Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:55.437Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:55.439Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:55.441Z] [STDOUT]     },\n[2026-09-29T07:51:55.443Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:55.446Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:55.449Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:55.452Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:55.457Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:55.459Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:51:55.462Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:51:55.464Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:51:55.467Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:51:55.471Z] [STDOUT]     },\n[2026-09-29T07:51:55.475Z] [STDOUT]     stream: true,\n[2026-09-29T07:51:55.478Z] [STDOUT]   },\n[2026-09-29T07:51:55.482Z] [STDOUT]   headers: {\n[2026-09-29T07:51:55.489Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:51:55.493Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:51:55.497Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:51:55.502Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:51:55.505Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:51:55.509Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:51:55.513Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:51:55.516Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:51:55.526Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:51:55.535Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1732\",\n[2026-09-29T07:51:55.537Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:51:55.539Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:51:55.541Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:55.545Z] [STDOUT]     \"x-client-request-id\": \"f6e470e0-2b15-4d22-97b9-25f7ed3ef85d\",\n[2026-09-29T07:51:55.548Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:51:55.551Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:51:55.553Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:51:55.555Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:51:55.558Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:51:55.559Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:51:55.563Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:51:55.567Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:51:55.569Z] [STDOUT]   },\n[2026-09-29T07:51:55.570Z] [STDOUT] }\n[2026-09-29T07:51:56.279Z] [STDOUT] [log_a210e5, request-id: \"req_011CfXNFYqFUA8hDaY8KWWLF\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 911ms\n[2026-09-29T07:51:56.282Z] [STDOUT] [log_a210e5] response start {\n[2026-09-29T07:51:56.286Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:56.288Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:56.292Z] [STDOUT]   headers: {\n[2026-09-29T07:51:56.295Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:56.298Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:56.302Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:56.304Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:56.308Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:56.313Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:56.317Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:56.322Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:56.329Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:56.339Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:56.351Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:56.356Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:56.359Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:56.362Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:56.365Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:56.369Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:56.373Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:56.378Z] [STDOUT]     \"cf-ray\": \"a42967cb1fec01ff-CDG\",\n[2026-09-29T07:51:56.389Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:51:56.394Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:56.398Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:56.400Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:56.404Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:56 GMT\",\n[2026-09-29T07:51:56.412Z] [STDOUT]     \"request-id\": \"req_011CfXNFYqFUA8hDaY8KWWLF\",\n[2026-09-29T07:51:56.419Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:56.424Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:56.432Z] [STDOUT]     traceresponse: \"00-4967e09a595cbc5e0e3e3207e651ff48-996e00ccdf319462-01\",\n[2026-09-29T07:51:56.439Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:56.442Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:56.445Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:56.449Z] [STDOUT]   },\n[2026-09-29T07:51:56.451Z] [STDOUT]   durationMs: 911,\n[2026-09-29T07:51:56.455Z] [STDOUT] }\n[2026-09-29T07:51:56.460Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:56.463Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:56 GMT\",\n[2026-09-29T07:51:56.473Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:56.478Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:56.481Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:56.483Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:56.488Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:56.491Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:56.497Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:56.522Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:56.526Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:56.535Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:56.547Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:56.556Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:56.559Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:56.563Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:56.566Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:56.569Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:56.572Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:56.580Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:56.583Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:56.586Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:56.589Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:56.592Z] [STDOUT]   \"request-id\": \"req_011CfXNFYqFUA8hDaY8KWWLF\",\n[2026-09-29T07:51:56.596Z] [STDOUT]   \"traceresponse\": \"00-4967e09a595cbc5e0e3e3207e651ff48-996e00ccdf319462-01\",\n[2026-09-29T07:51:56.600Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:56.603Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:56.608Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:56.610Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:56.616Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:56.620Z] [STDOUT]   \"cf-ray\": \"a42967cb1fec01ff-CDG\",\n[2026-09-29T07:51:56.625Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:56.627Z] [STDOUT] [log_a210e5] response parsed {\n[2026-09-29T07:51:56.631Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:56.634Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:56.639Z] [STDOUT]   body: X {\n[2026-09-29T07:51:56.644Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:56.646Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:56.649Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:56.651Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:56.658Z] [STDOUT]     },\n[2026-09-29T07:51:56.661Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:56.664Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:56.666Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:56.671Z] [STDOUT]   },\n[2026-09-29T07:51:56.674Z] [STDOUT]   durationMs: 913,\n[2026-09-29T07:51:56.677Z] [STDOUT] }\n[2026-09-29T07:51:56.810Z] [INFO] {\n[2026-09-29T07:51:56.810Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:56.810Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:56.810Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:56.810Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:56.810Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:56.810Z] [INFO]   \"uuid\": \"33d9383d-14f0-462a-afc7-8064476d6160\"\n[2026-09-29T07:51:56.810Z] [INFO] }\n[2026-09-29T07:51:58.268Z] [INFO] {\n[2026-09-29T07:51:58.268Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:58.268Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:58.268Z] [INFO]   \"estimated_tokens\": 271,\n[2026-09-29T07:51:58.268Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:58.268Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:58.268Z] [INFO]   \"uuid\": \"79773214-6dfa-4140-a009-61c4885d3e43\"\n[2026-09-29T07:51:58.268Z] [INFO] }\n[2026-09-29T07:51:58.276Z] [INFO] {\n[2026-09-29T07:51:58.276Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:58.276Z] [INFO]   \"message\": {\n[2026-09-29T07:51:58.276Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:58.276Z] [INFO]     \"id\": \"msg_011CfXNFZUCHgmh7UptKfNo8\",\n[2026-09-29T07:51:58.276Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:58.276Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:58.276Z] [INFO]     \"content\": [\n[2026-09-29T07:51:58.276Z] [INFO]       {\n[2026-09-29T07:51:58.276Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:51:58.276Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:51:58.276Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:51:58.276Z] [INFO]       }\n[2026-09-29T07:51:58.276Z] [INFO]     ],\n[2026-09-29T07:51:58.276Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:58.276Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:58.276Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:58.276Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:58.276Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:58.276Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:58.276Z] [INFO]       \"cache_creation_input_tokens\": 1894,\n[2026-09-29T07:51:58.276Z] [INFO]       \"cache_read_input_tokens\": 105224,\n[2026-09-29T07:51:58.276Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:58.276Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:58.276Z] [INFO]         \"ephemeral_1h_input_tokens\": 1894\n[2026-09-29T07:51:58.276Z] [INFO]       },\n[2026-09-29T07:51:58.276Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:58.276Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:58.276Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:58.276Z] [INFO]     },\n[2026-09-29T07:51:58.276Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:58.276Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:58.276Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:58.276Z] [INFO]   },\n[2026-09-29T07:51:58.276Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:58.276Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:58.276Z] [INFO]   \"uuid\": \"46459a71-620e-4aed-8721-5e70cb5d3565\",\n[2026-09-29T07:51:58.276Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:58.268Z\",\n[2026-09-29T07:51:58.276Z] [INFO]   \"request_id\": \"req_011CfXNFYqFUA8hDaY8KWWLF\"\n[2026-09-29T07:51:58.276Z] [INFO] }\n[2026-09-29T07:52:01.309Z] [INFO] {\n[2026-09-29T07:52:01.309Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:52:01.309Z] [INFO]   \"message\": {\n[2026-09-29T07:52:01.309Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:52:01.309Z] [INFO]     \"id\": \"msg_011CfXNFZUCHgmh7UptKfNo8\",\n[2026-09-29T07:52:01.309Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:52:01.309Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:52:01.309Z] [INFO]     \"content\": [\n[2026-09-29T07:52:01.309Z] [INFO]       {\n[2026-09-29T07:52:01.309Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:52:01.309Z] [INFO]         \"id\": \"toolu_01An52HAVcy5meQ2CHk7qnhM\",\n[2026-09-29T07:52:01.309Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:52:01.309Z] [INFO]         \"input\": {\n[2026-09-29T07:52:01.309Z] [INFO]           \"command\": \"python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\npairs=[(\\\"## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\\",\\n\\\"## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\\"),\\n(\\\"\\\"\\\"Three illuminated switches on a clean control panel, two already in\\nthe on position and one waiting; behind the panel a calm, well-lit\\nserver room is ready to power up.\\\"\\\"\\\",\\n\\\"\\\"\\\"Three switches in a row on a clean control panel, each paired with a\\nsmall measuring gauge; a hand is turning on the first one, the other\\ntwo are still off; behind the panel a calm, dimly lit server room is\\nwaiting to power up.\\\"\\\"\\\")]\\nfor a,b in pairs:\\n    assert s.count(a)==1; s=s.replace(a,b)\\nopen(p,'w').write(s)\\nEOF\",\n[2026-09-29T07:52:01.309Z] [INFO]           \"description\": \"Refine slide 10 headline and image prompt\"\n[2026-09-29T07:52:01.309Z] [INFO]         },\n[2026-09-29T07:52:01.309Z] [INFO]         \"caller\": {\n[2026-09-29T07:52:01.309Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:52:01.309Z] [INFO]         }\n[2026-09-29T07:52:01.309Z] [INFO]       }\n[2026-09-29T07:52:01.309Z] [INFO]     ],\n[2026-09-29T07:52:01.309Z] [INFO]     \"container\": null,\n[2026-09-29T07:52:01.309Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:52:01.309Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:52:01.309Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:52:01.309Z] [INFO]     \"usage\": {\n[2026-09-29T07:52:01.309Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:52:01.309Z] [INFO]       \"cache_creation_input_tokens\": 1894,\n[2026-09-29T07:52:01.309Z] [INFO]       \"cache_read_input_tokens\": 105224,\n[2026-09-29T07:52:01.309Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:52:01.309Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:52:01.309Z] [INFO]         \"ephemeral_1h_input_tokens\": 1894\n[2026-09-29T07:52:01.309Z] [INFO]       },\n[2026-09-29T07:52:01.309Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:52:01.309Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:52:01.309Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:52:01.309Z] [INFO]     },\n[2026-09-29T07:52:01.309Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:52:01.309Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:52:01.309Z] [INFO]     \"context_management\": null\n[2026-09-29T07:52:01.309Z] [INFO]   },\n[2026-09-29T07:52:01.309Z] [INFO]   \"parent_tool_use_id\": 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dimly lit server room is\\nwaiting to power up.\\\"\\\"\\\")]\\nfor a,b in pairs:\\n    assert s.count(a)==1; s=s.replace(a,b)\\nopen(p,'w').write(s)\\nEOF\",\n[2026-09-29T07:52:01.309Z] [INFO]       \"description\": \"Refine slide 10 headline and image prompt\"\n[2026-09-29T07:52:01.309Z] [INFO]     }\n[2026-09-29T07:52:01.309Z] [INFO]   },\n[2026-09-29T07:52:01.309Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:52:01.309Z] [INFO]     \"toolu_01An52HAVcy5meQ2CHk7qnhM\": {\n[2026-09-29T07:52:01.309Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation\"\n[2026-09-29T07:52:01.309Z] [INFO]     }\n[2026-09-29T07:52:01.309Z] [INFO]   }\n[2026-09-29T07:52:01.309Z] [INFO] }\n[2026-09-29T07:52:04.392Z] [INFO] {\n[2026-09-29T07:52:04.392Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:04.392Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:52:04.392Z] [INFO]   \"task_id\": \"bua0rc5nl\",\n[2026-09-29T07:52:04.392Z] [INFO]   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waiting; behind the panel a calm, well-lit\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \"-server room is ready to power up.\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \"+Three switches in a row on a clean control panel, each paired with a\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \"+small measuring gauge; a hand is turning on the first one, the other\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \"+two are still off; behind the panel a calm, dimly lit server room is\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \"+waiting to power up.\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \" STYLE: clean isometric technical illustration, deep navy background,\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \" off-white linework, single amber accent colour for the key element,\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \" generous negative space, no text, no letters, no logos, 16:9\"\n[2026-09-29T07:52:05.183Z] [INFO]      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\"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:52:05.406Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:52:05.415Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:52:05.427Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:52:05.449Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:52:05.455Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:52:05.472Z] [STDOUT]     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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:52:05.527Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:52:05.530Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:52:05.545Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:52:05.550Z] [STDOUT]   },\n[2026-09-29T07:52:05.556Z] [STDOUT] }\n[2026-09-29T07:52:06.136Z] [STDOUT] [log_c5508c, request-id: \"req_011CfXNGHKsPJjFoWDY7NsVp\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 829ms\n[2026-09-29T07:52:06.140Z] [STDOUT] [log_c5508c] response start {\n[2026-09-29T07:52:06.143Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:52:06.145Z] [STDOUT]   status: 200,\n[2026-09-29T07:52:06.148Z] [STDOUT]   headers: {\n[2026-09-29T07:52:06.156Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:52:06.160Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:52:06.162Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:52:06.164Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:52:06.166Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:52:06.170Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:52:06.173Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:52:06.177Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:52:06.180Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:52:06.185Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:52:06.189Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:52:06.191Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:52:06.193Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:52:06.195Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:52:06.198Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:52:06.201Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:52:06.203Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:52:06.205Z] [STDOUT]     \"cf-ray\": \"a42968093ab301ff-CDG\",\n[2026-09-29T07:52:06.207Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:52:06.209Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:52:06.215Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:52:06.240Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:52:06.251Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:52:06 GMT\",\n[2026-09-29T07:52:06.258Z] [STDOUT]     \"request-id\": \"req_011CfXNGHKsPJjFoWDY7NsVp\",\n[2026-09-29T07:52:06.265Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:52:06.269Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:52:06.285Z] [STDOUT]     traceresponse: \"00-e446fedb00840139c51c4e7cc87736f0-a91f982a9a2dbed4-01\",\n[2026-09-29T07:52:06.295Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:52:06.311Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:52:06.324Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:52:06.329Z] [STDOUT]   },\n[2026-09-29T07:52:06.341Z] [STDOUT]   durationMs: 829,\n[2026-09-29T07:52:06.361Z] [STDOUT] }\n[2026-09-29T07:52:06.365Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:52:06.367Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:52:06 GMT\",\n[2026-09-29T07:52:06.375Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:52:06.378Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:52:06.384Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:52:06.387Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:52:06.393Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:52:06.396Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:52:06.399Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:52:06.401Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:52:06.404Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:52:06.414Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:52:06.417Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:52:06.425Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:52:06.431Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:52:06.437Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:52:06.440Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:52:06.446Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:52:06.449Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:52:06.453Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:52:06.456Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:52:06.461Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:52:06.465Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:52:06.467Z] [STDOUT]   \"request-id\": \"req_011CfXNGHKsPJjFoWDY7NsVp\",\n[2026-09-29T07:52:06.471Z] [STDOUT]   \"traceresponse\": \"00-e446fedb00840139c51c4e7cc87736f0-a91f982a9a2dbed4-01\",\n[2026-09-29T07:52:06.475Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:52:06.480Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:52:06.482Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:52:06.485Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:52:06.489Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:52:06.500Z] [STDOUT]   \"cf-ray\": \"a42968093ab301ff-CDG\",\n[2026-09-29T07:52:06.512Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:52:06.518Z] [STDOUT] [log_c5508c] response parsed {\n[2026-09-29T07:52:06.521Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:52:06.525Z] [STDOUT]   status: 200,\n[2026-09-29T07:52:06.529Z] [STDOUT]   body: X {\n[2026-09-29T07:52:06.532Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:52:06.538Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:52:06.543Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:52:06.548Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:52:06.551Z] [STDOUT]     },\n[2026-09-29T07:52:06.555Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:52:06.557Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:52:06.560Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:52:06.563Z] [STDOUT]   },\n[2026-09-29T07:52:06.568Z] [STDOUT]   durationMs: 830,\n[2026-09-29T07:52:06.580Z] [STDOUT] }\n[2026-09-29T07:52:06.747Z] [INFO] {\n[2026-09-29T07:52:06.747Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:06.747Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:06.747Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:52:06.747Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:06.747Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:06.747Z] [INFO]   \"uuid\": \"c9d29eb4-8552-408e-84c1-a7d477320229\"\n[2026-09-29T07:52:06.747Z] [INFO] }\n[2026-09-29T07:52:07.886Z] [INFO] {\n[2026-09-29T07:52:07.886Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:07.886Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:07.886Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:52:07.886Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:07.886Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:07.886Z] [INFO]   \"uuid\": \"b966d826-ee12-43ec-a84e-43e3d8194d46\"\n[2026-09-29T07:52:07.886Z] [INFO] }\n[2026-09-29T07:52:09.088Z] [INFO] {\n[2026-09-29T07:52:09.088Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:09.088Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:09.088Z] [INFO]   \"estimated_tokens\": 250,\n[2026-09-29T07:52:09.088Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:09.088Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:09.088Z] [INFO]   \"uuid\": \"7144deca-8406-40c8-ada2-3d0f11a84781\"\n[2026-09-29T07:52:09.088Z] [INFO] }\n[2026-09-29T07:52:10.162Z] [INFO] {\n[2026-09-29T07:52:10.162Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:10.162Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:10.162Z] [INFO]   \"estimated_tokens\": 350,\n[2026-09-29T07:52:10.162Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:10.162Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:10.162Z] [INFO]   \"uuid\": \"a2ea6146-2caa-43d8-9ed9-04ffd7ef8c05\"\n[2026-09-29T07:52:10.162Z] [INFO] }\n[2026-09-29T07:52:11.894Z] [INFO] {\n[2026-09-29T07:52:11.894Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:11.894Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:11.894Z] [INFO]   \"estimated_tokens\": 450,\n[2026-09-29T07:52:11.894Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:11.894Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:11.894Z] [INFO]   \"uuid\": \"79712675-9397-41f7-99d1-5d7c80e5e595\"\n[2026-09-29T07:52:11.894Z] [INFO] }\n[2026-09-29T07:52:13.088Z] [INFO] {\n[2026-09-29T07:52:13.088Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:13.088Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:13.088Z] [INFO]   \"estimated_tokens\": 600,\n[2026-09-29T07:52:13.088Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:13.088Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:13.088Z] [INFO]   \"uuid\": \"163e4f39-88b7-4740-8fb1-b76587b33374\"\n[2026-09-29T07:52:13.088Z] [INFO] }\n[2026-09-29T07:52:14.136Z] [INFO] {\n[2026-09-29T07:52:14.136Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:14.136Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:14.136Z] [INFO]   \"estimated_tokens\": 700,\n[2026-09-29T07:52:14.136Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:14.136Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:14.136Z] [INFO]   \"uuid\": \"eb9ee857-450b-4541-ad91-57557a604f32\"\n[2026-09-29T07:52:14.136Z] [INFO] }\n[2026-09-29T07:52:15.286Z] [INFO] {\n[2026-09-29T07:52:15.286Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:15.286Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:15.286Z] [INFO]   \"estimated_tokens\": 800,\n[2026-09-29T07:52:15.286Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:15.286Z] [INFO]   \"session_id\": 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[REDACTED],\n[2026-09-29T07:52:17.688Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:17.688Z] [INFO]   \"uuid\": \"390d82af-0d1b-4cb8-9f41-329c7c607f17\"\n[2026-09-29T07:52:17.688Z] [INFO] }\n[2026-09-29T07:52:18.891Z] [INFO] {\n[2026-09-29T07:52:18.891Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:18.891Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:18.891Z] [INFO]   \"estimated_tokens\": 1100,\n[2026-09-29T07:52:18.891Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:18.891Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:18.891Z] [INFO]   \"uuid\": \"34de0234-602b-4a7c-8bbf-41d6f4390c09\"\n[2026-09-29T07:52:18.891Z] [INFO] }\n[2026-09-29T07:52:20.090Z] [INFO] {\n[2026-09-29T07:52:20.090Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:20.090Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:20.090Z] [INFO]   \"estimated_tokens\": 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Now writing the speaker script (Doc 2), synced to the same slide numbers, with a Q&A bank for the technical leader.\"\n[2026-09-29T07:52:20.962Z] [INFO]       }\n[2026-09-29T07:52:20.962Z] [INFO]     ],\n[2026-09-29T07:52:20.962Z] [INFO]     \"container\": null,\n[2026-09-29T07:52:20.962Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:52:20.962Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:52:20.962Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:52:20.962Z] [INFO]     \"usage\": {\n[2026-09-29T07:52:20.962Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:52:20.962Z] [INFO]       \"cache_creation_input_tokens\": 632,\n[2026-09-29T07:52:20.962Z] [INFO]       \"cache_read_input_tokens\": 107118,\n[2026-09-29T07:52:20.962Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:52:20.962Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:52:20.962Z] [INFO]         \"ephemeral_1h_input_tokens\": 632\n[2026-09-29T07:52:20.962Z] [INFO]       },\n[2026-09-29T07:52:20.962Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:52:20.962Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:52:20.962Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:52:20.962Z] [INFO]     },\n[2026-09-29T07:52:20.962Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:52:20.962Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:52:20.962Z] [INFO]     \"context_management\": null\n[2026-09-29T07:52:20.962Z] [INFO]   },\n[2026-09-29T07:52:20.962Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:52:20.962Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:20.962Z] [INFO]   \"uuid\": \"4bf6eace-cf88-4b2a-9aa9-eef40ea861d7\",\n[2026-09-29T07:52:20.962Z] [INFO]   \"timestamp\": \"2026-09-29T07:52:20.944Z\",\n[2026-09-29T07:52:20.962Z] [INFO]   \"request_id\": \"req_011CfXNGHKsPJjFoWDY7NsVp\"\n[2026-09-29T07:52:20.962Z] [INFO] }\n[2026-09-29T07:53:48.040Z] [INFO] {\n[2026-09-29T07:53:48.040Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:53:48.040Z] [INFO]   \"message\": {\n[2026-09-29T07:53:48.040Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:53:48.040Z] [INFO]     \"id\": \"msg_011CfXNGHkfmbChb2pFLoi1e\",\n[2026-09-29T07:53:48.040Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:53:48.040Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:53:48.040Z] [INFO]     \"content\": [\n[2026-09-29T07:53:48.040Z] [INFO]       {\n[2026-09-29T07:53:48.040Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:53:48.040Z] [INFO]         \"id\": \"toolu_01GbDhvGR6SDE8EyvtinseYU\",\n[2026-09-29T07:53:48.040Z] [INFO]         \"name\": \"Write\",\n[2026-09-29T07:53:48.040Z] [INFO]         \"input\": {\n[2026-09-29T07:53:48.040Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:53:48.040Z] [INFO]           \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u0414\u0430\u0436\u0435 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430,\\n  BCREQ-1074, \u0432 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b\u0430 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014\\n  6%. \u042d\u0442\u043e \u043d\u0430\u0448\u0430\\n  [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u041a\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u044c:** \u043d\u0435 \u00ab\u0418\u0418 \u043f\u043b\u043e\u0445\u043e\u0439\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442, \u0447\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0442\u044c\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c\u00bb. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0434\u0430\u043d.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f \u2014 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442. \u041c\u044b \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u0438\\n\u0434\u0435\u043b\u0430\u043b\u0438, \u0434\u043e\u043b\u0433\u043e\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 \u00ab\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\u00bb.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442, RFC \u0438 \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 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\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 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\u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 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\u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 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RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u0422\u0440\u0438 \u0448\u0430\u0433\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\"\n[2026-09-29T07:53:48.040Z] [INFO]         },\n[2026-09-29T07:53:48.040Z] [INFO]         \"caller\": {\n[2026-09-29T07:53:48.040Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:53:48.040Z] [INFO]         }\n[2026-09-29T07:53:48.040Z] [INFO]       }\n[2026-09-29T07:53:48.040Z] [INFO]     ],\n[2026-09-29T07:53:48.040Z] [INFO]     \"container\": null,\n[2026-09-29T07:53:48.040Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:53:48.040Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:53:48.040Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:53:48.040Z] [INFO]     \"usage\": {\n[2026-09-29T07:53:48.040Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:53:48.040Z] [INFO]       \"cache_creation_input_tokens\": 632,\n[2026-09-29T07:53:48.040Z] [INFO]       \"cache_read_input_tokens\": 107118,\n[2026-09-29T07:53:48.040Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:53:48.040Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:53:48.040Z] [INFO]         \"ephemeral_1h_input_tokens\": 632\n[2026-09-29T07:53:48.040Z] [INFO]       },\n[2026-09-29T07:53:48.040Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:53:48.040Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:53:48.040Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:53:48.040Z] [INFO]     },\n[2026-09-29T07:53:48.040Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:53:48.040Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:53:48.040Z] [INFO]     \"context_management\": null\n[2026-09-29T07:53:48.040Z] [INFO]   },\n[2026-09-29T07:53:48.040Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:53:48.040Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:53:48.040Z] [INFO]   \"uuid\": \"45cf6067-cd10-4bef-8804-dca8a135445d\",\n[2026-09-29T07:53:48.040Z] [INFO]   \"timestamp\": \"2026-09-29T07:53:47.993Z\",\n[2026-09-29T07:53:48.040Z] [INFO]   \"request_id\": \"req_011CfXNGHKsPJjFoWDY7NsVp\",\n[2026-09-29T07:53:48.040Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:53:48.040Z] [INFO]     \"toolu_01GbDhvGR6SDE8EyvtinseYU\": {\n[2026-09-29T07:53:48.040Z] [INFO]       \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:53:48.040Z] [INFO]       \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 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\u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 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\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e 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\u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e 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\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f 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\u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\"\n[2026-09-29T07:53:48.040Z] [INFO]     }\n[2026-09-29T07:53:48.040Z] [INFO]   }\n[2026-09-29T07:53:48.040Z] [INFO] }\n[2026-09-29T07:53:48.097Z] [INFO] {\n[2026-09-29T07:53:48.097Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:53:48.097Z] [INFO]   \"message\": {\n[2026-09-29T07:53:48.097Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:53:48.097Z] [INFO]     \"content\": [\n[2026-09-29T07:53:48.097Z] [INFO]       {\n[2026-09-29T07:53:48.097Z] [INFO]         \"tool_use_id\": \"toolu_01GbDhvGR6SDE8EyvtinseYU\",\n[2026-09-29T07:53:48.097Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:53:48.097Z] [INFO]         \"content\": \"File created successfully at: /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md (file state is current in your context \u2014 no need to Read it back)\"\n[2026-09-29T07:53:48.097Z] [INFO]       }\n[2026-09-29T07:53:48.097Z] [INFO]     ]\n[2026-09-29T07:53:48.097Z] [INFO]   },\n[2026-09-29T07:53:48.097Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:53:48.097Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:53:48.097Z] [INFO]   \"uuid\": \"87ff2f0b-b96c-45fc-92cb-f27f516e1619\",\n[2026-09-29T07:53:48.097Z] [INFO]   \"timestamp\": \"2026-09-29T07:53:48.087Z\",\n[2026-09-29T07:53:48.097Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:53:48.097Z] [INFO]     \"type\": \"create\",\n[2026-09-29T07:53:48.097Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:53:48.097Z] [INFO]     \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u0414\u0430\u0436\u0435 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430,\\n  BCREQ-1074, \u0432 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b\u0430 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014\\n  6%. \u042d\u0442\u043e \u043d\u0430\u0448\u0430\\n  [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u041a\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u044c:** \u043d\u0435 \u00ab\u0418\u0418 \u043f\u043b\u043e\u0445\u043e\u0439\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442, \u0447\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0442\u044c\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c\u00bb. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0434\u0430\u043d.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f \u2014 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442. \u041c\u044b \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u0438\\n\u0434\u0435\u043b\u0430\u043b\u0438, \u0434\u043e\u043b\u0433\u043e\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 \u00ab\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\u00bb.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442, RFC \u0438 \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u0422\u0440\u0438 \u0448\u0430\u0433\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:53:48.097Z] [INFO]     \"structuredPatch\": [],\n[2026-09-29T07:53:48.097Z] [INFO]     \"originalFile\": null,\n[2026-09-29T07:53:48.097Z] [INFO]     \"userModified\": false\n[2026-09-29T07:53:48.097Z] [INFO]   }\n[2026-09-29T07:53:48.097Z] [INFO] }\n[2026-09-29T07:53:48.144Z] [INFO] {\n[2026-09-29T07:53:48.144Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:53:48.144Z] [INFO]   \"subtype\": \"status\",\n[2026-09-29T07:53:48.144Z] [INFO]   \"status\": \"compacting\",\n[2026-09-29T07:53:48.144Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:53:48.144Z] [INFO]   \"uuid\": \"e2605406-e6be-4710-a69d-82f3897e5f5b\"\n[2026-09-29T07:53:48.144Z] [INFO] }\n[2026-09-29T07:53:48.180Z] [STDOUT] [log_5ad153] sending request {\n[2026-09-29T07:53:48.184Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:53:48.187Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:53:48.190Z] [STDOUT]   options: {\n[2026-09-29T07:53:48.193Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:53:48.195Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:53:48.197Z] [STDOUT]     body: {\n[2026-09-29T07:53:48.199Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:53:48.201Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:53:48.203Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:53:48.206Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:53:48.208Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:53:48.214Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:53:48.221Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:53:48.224Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:53:48.231Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:53:48.234Z] [STDOUT]       fallbacks: \"default\",\n[2026-09-29T07:53:48.238Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:53:48.241Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:53:48.244Z] [STDOUT]       stream: true,\n[2026-09-29T07:53:48.247Z] [STDOUT]     },\n[2026-09-29T07:53:48.250Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:53:48.252Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:53:48.255Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:53:48.258Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:53:48.264Z] [STDOUT]       aborted: false,\n[2026-09-29T07:53:48.266Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:53:48.270Z] [STDOUT]       onabort: null,\n[2026-09-29T07:53:48.272Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:53:48.275Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:53:48.278Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:53:48.281Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:53:48.284Z] [STDOUT]     },\n[2026-09-29T07:53:48.289Z] [STDOUT]     stream: true,\n[2026-09-29T07:53:48.292Z] [STDOUT]   },\n[2026-09-29T07:53:48.296Z] [STDOUT]   headers: {\n[2026-09-29T07:53:48.299Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:53:48.303Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,server-side-fallback-2026-07-01,fallback-credit-2026-06-01,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:53:48.308Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:53:48.310Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:53:48.314Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:53:48.318Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:53:48.323Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:53:48.326Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:53:48.330Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:53:48.334Z] [STDOUT]     \"x-cc-compaction-request\": \"auto\",\n[2026-09-29T07:53:48.340Z] [STDOUT]     \"x-claude-code-compaction\": \"auto\",\n[2026-09-29T07:53:48.347Z] [STDOUT]     \"x-claude-code-request-class\": \"compaction\",\n[2026-09-29T07:53:48.351Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:53:48.355Z] [STDOUT]     \"x-client-request-id\": \"e93280b7-c6ec-42c2-937a-a2f10d893a39\",\n[2026-09-29T07:53:48.357Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:53:48.361Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:53:48.366Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:53:48.369Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:53:48.375Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:53:48.379Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:53:48.385Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:53:48.387Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:53:48.389Z] [STDOUT]   },\n[2026-09-29T07:53:48.393Z] [STDOUT] }\n[2026-09-29T07:53:55.688Z] [STDOUT] [log_5ad153, request-id: \"req_011CfXNPsD25q3DgrsiPyQUt\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 7508ms\n[2026-09-29T07:53:55.692Z] [STDOUT] [log_5ad153] response start {\n[2026-09-29T07:53:55.696Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:53:55.702Z] [STDOUT]   status: 200,\n[2026-09-29T07:53:55.705Z] [STDOUT]   headers: {\n[2026-09-29T07:53:55.709Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:53:55.713Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:53:55.716Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:53:55.720Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.4\",\n[2026-09-29T07:53:55.722Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:53:55.725Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:53:55.729Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:53:55.731Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:53:55.734Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:53:55.737Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:53:55.739Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:53:55.744Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:53:55.748Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:53:55.751Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:53:55.754Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:53:55.757Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:53:55.759Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:53:55.762Z] [STDOUT]     \"cf-ray\": \"a4296a8c4a3001ff-CDG\",\n[2026-09-29T07:53:55.764Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:53:55.767Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:53:55.772Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:53:55.775Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:53:55.780Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:53:55 GMT\",\n[2026-09-29T07:53:55.782Z] [STDOUT]     \"request-id\": \"req_011CfXNPsD25q3DgrsiPyQUt\",\n[2026-09-29T07:53:55.787Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:53:55.792Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:53:55.797Z] [STDOUT]     traceresponse: \"00-5185514375ffc7acc9c3d72df639330b-30541b9c42d99ea6-01\",\n[2026-09-29T07:53:55.802Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:53:55.805Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:53:55.815Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:53:55.831Z] [STDOUT]   },\n[2026-09-29T07:53:55.837Z] [STDOUT]   durationMs: 7508,\n[2026-09-29T07:53:55.840Z] [STDOUT] }\n[2026-09-29T07:53:55.846Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:53:55.848Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:53:55 GMT\",\n[2026-09-29T07:53:55.851Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:53:55.854Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:53:55.857Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:53:55.861Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:53:55.863Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:53:55.866Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:53:55.871Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:53:55.874Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:53:55.877Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:53:55.879Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:53:55.883Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:53:55.886Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:53:55.889Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.4\",\n[2026-09-29T07:53:55.895Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:53:55.898Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:53:55.902Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:53:55.905Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:53:55.908Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:53:55.912Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:53:55.918Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:53:55.925Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:53:55.928Z] [STDOUT]   \"request-id\": \"req_011CfXNPsD25q3DgrsiPyQUt\",\n[2026-09-29T07:53:55.933Z] [STDOUT]   \"traceresponse\": \"00-5185514375ffc7acc9c3d72df639330b-30541b9c42d99ea6-01\",\n[2026-09-29T07:53:55.937Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:53:55.941Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:53:55.945Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:53:55.948Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:53:55.951Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:53:55.953Z] [STDOUT]   \"cf-ray\": \"a4296a8c4a3001ff-CDG\",\n[2026-09-29T07:53:55.956Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:53:55.962Z] [STDOUT] [log_5ad153] response parsed {\n[2026-09-29T07:53:55.966Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:53:55.970Z] [STDOUT]   status: 200,\n[2026-09-29T07:53:55.973Z] [STDOUT]   body: X {\n[2026-09-29T07:53:55.977Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:53:55.981Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:53:55.986Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:53:55.988Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:53:55.990Z] [STDOUT]     },\n[2026-09-29T07:53:55.994Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:53:55.998Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:53:56.001Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:53:56.006Z] [STDOUT]   },\n[2026-09-29T07:53:56.010Z] [STDOUT]   durationMs: 7509,\n[2026-09-29T07:53:56.014Z] [STDOUT] }\n[2026-09-29T07:54:18.133Z] [INFO] {\n[2026-09-29T07:54:18.133Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:18.133Z] [INFO]   \"subtype\": \"status\",\n[2026-09-29T07:54:18.133Z] [INFO]   \"status\": \"compacting\",\n[2026-09-29T07:54:18.133Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:18.133Z] [INFO]   \"uuid\": \"1fc1a27f-bd69-4d4e-9677-a93e85d85daa\"\n[2026-09-29T07:54:18.133Z] [INFO] }\n[2026-09-29T07:54:36.903Z] [INFO] {\n[2026-09-29T07:54:36.903Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:54:36.903Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:54:36.903Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:54:36.903Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:54:36.903Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:54:36.903Z] [INFO]     \"utilization\": 0.77,\n[2026-09-29T07:54:36.903Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:54:36.903Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:54:36.903Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:54:36.903Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:54:36.903Z] [INFO]         \"utilization\": 0.4,\n[2026-09-29T07:54:36.903Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:54:36.903Z] [INFO]       },\n[2026-09-29T07:54:36.903Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:54:36.903Z] [INFO]         \"utilization\": 0.77,\n[2026-09-29T07:54:36.903Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:54:36.903Z] [INFO]       }\n[2026-09-29T07:54:36.903Z] [INFO]     }\n[2026-09-29T07:54:36.903Z] [INFO]   },\n[2026-09-29T07:54:36.903Z] [INFO]   \"uuid\": \"9eda8ef8-e2b8-4c71-9797-a48eb6417906\",\n[2026-09-29T07:54:36.903Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:54:36.903Z] [INFO] }\n[2026-09-29T07:54:37.110Z] [STDOUT] [log_833ac7] sending request {\n[2026-09-29T07:54:37.145Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:37.174Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.307Z] [STDOUT]   options: {\n[2026-09-29T07:54:37.314Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:37.316Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.325Z] [STDOUT]     body: {\n[2026-09-29T07:54:37.345Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:37.348Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:37.350Z] [STDOUT]       tools: [],\n[2026-09-29T07:54:37.354Z] [STDOUT]     },\n[2026-09-29T07:54:37.356Z] [STDOUT]   },\n[2026-09-29T07:54:37.358Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.363Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:37.368Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:54:37.372Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:37.377Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:37.382Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:37.388Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.395Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:37.399Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:37.401Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:54:37.403Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:37.406Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:37.408Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:37.409Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:37.411Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:37.413Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:37.415Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:37.422Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:37.429Z] [STDOUT]   },\n[2026-09-29T07:54:37.436Z] [STDOUT] }\n[2026-09-29T07:54:37.447Z] [STDOUT] [log_a80988] sending request {\n[2026-09-29T07:54:37.452Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:37.460Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.463Z] [STDOUT]   options: {\n[2026-09-29T07:54:37.466Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:37.468Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.470Z] [STDOUT]     body: {\n[2026-09-29T07:54:37.473Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:37.475Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:37.478Z] [STDOUT]       tools: [],\n[2026-09-29T07:54:37.480Z] [STDOUT]     },\n[2026-09-29T07:54:37.483Z] [STDOUT]   },\n[2026-09-29T07:54:37.485Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.487Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:37.489Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:54:37.492Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:37.494Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:37.496Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:37.498Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.499Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:37.501Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:37.504Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:54:37.506Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:37.508Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:37.510Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:37.513Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:37.518Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:37.522Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:37.525Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:37.527Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:37.531Z] [STDOUT]   },\n[2026-09-29T07:54:37.533Z] [STDOUT] }\n[2026-09-29T07:54:37.535Z] [STDOUT] [log_749fd7] sending request {\n[2026-09-29T07:54:37.538Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:37.540Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.543Z] [STDOUT]   options: {\n[2026-09-29T07:54:37.545Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:37.547Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.549Z] [STDOUT]     body: {\n[2026-09-29T07:54:37.552Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:37.554Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:37.556Z] [STDOUT]       tools: [],\n[2026-09-29T07:54:37.558Z] [STDOUT]     },\n[2026-09-29T07:54:37.560Z] [STDOUT]   },\n[2026-09-29T07:54:37.562Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.565Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:37.568Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:54:37.573Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:37.578Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:37.585Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:37.589Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.592Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:37.600Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:37.601Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:54:37.605Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:37.607Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:37.609Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:37.614Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:37.617Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:37.619Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:37.621Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:37.624Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:37.627Z] [STDOUT]   },\n[2026-09-29T07:54:37.630Z] [STDOUT] }\n[2026-09-29T07:54:37.633Z] [STDOUT] [log_14fa9f] sending request {\n[2026-09-29T07:54:37.638Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:37.642Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.664Z] [STDOUT]   options: {\n[2026-09-29T07:54:37.685Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:37.691Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.692Z] [STDOUT]     body: {\n[2026-09-29T07:54:37.696Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:37.703Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:37.705Z] [STDOUT]       tools: [],\n[2026-09-29T07:54:37.707Z] [STDOUT]     },\n[2026-09-29T07:54:37.708Z] [STDOUT]   },\n[2026-09-29T07:54:37.711Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.713Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:37.715Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:54:37.717Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:37.719Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:37.722Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:37.724Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.726Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:37.728Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:37.729Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:54:37.731Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:37.733Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:37.735Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:37.736Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:37.738Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:37.739Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:37.740Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:37.742Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:37.744Z] [STDOUT]   },\n[2026-09-29T07:54:37.745Z] [STDOUT] }\n[2026-09-29T07:54:37.747Z] [STDOUT] [log_e1c021] sending request {\n[2026-09-29T07:54:37.749Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:37.750Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.752Z] [STDOUT]   options: {\n[2026-09-29T07:54:37.753Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:37.755Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.757Z] [STDOUT]     body: {\n[2026-09-29T07:54:37.760Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:37.762Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:37.764Z] [STDOUT]       tools: [],\n[2026-09-29T07:54:37.766Z] [STDOUT]     },\n[2026-09-29T07:54:37.768Z] [STDOUT]   },\n[2026-09-29T07:54:37.770Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.772Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:37.774Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:54:37.777Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:37.779Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:37.780Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:37.782Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.784Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:37.786Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:37.789Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:54:37.790Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:37.794Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:37.798Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:37.800Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:37.822Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:37.827Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:37.830Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:37.837Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:37.847Z] [STDOUT]   },\n[2026-09-29T07:54:37.853Z] [STDOUT] }\n[2026-09-29T07:54:37.857Z] [STDOUT] [log_749fd7, request-id: \"req_011CfXNTUbqPjLpsJbWVSEZV\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 301ms\n[2026-09-29T07:54:37.863Z] [STDOUT] [log_749fd7] response start {\n[2026-09-29T07:54:37.869Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.872Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:37.877Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.883Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:37.885Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:37.890Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:37.895Z] [STDOUT]     \"cf-ray\": \"a4296bbe7fc95d90-FRA\",\n[2026-09-29T07:54:37.899Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:37.905Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:54:37.910Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:37.922Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.941Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:37 GMT\",\n[2026-09-29T07:54:37.946Z] [STDOUT]     \"request-id\": \"req_011CfXNTUbqPjLpsJbWVSEZV\",\n[2026-09-29T07:54:37.949Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:37.957Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=84\",\n[2026-09-29T07:54:37.959Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:37.962Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:37.964Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:37.969Z] [STDOUT]   },\n[2026-09-29T07:54:37.971Z] [STDOUT]   durationMs: 301,\n[2026-09-29T07:54:37.973Z] [STDOUT] }\n[2026-09-29T07:54:37.975Z] [STDOUT] [log_749fd7] response parsed {\n[2026-09-29T07:54:37.979Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.985Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:37.987Z] [STDOUT]   body: {\n[2026-09-29T07:54:37.989Z] [STDOUT]     input_tokens: 6854,\n[2026-09-29T07:54:37.993Z] [STDOUT]     _request_id: \"req_011CfXNTUbqPjLpsJbWVSEZV\",\n[2026-09-29T07:54:38.001Z] [STDOUT]   },\n[2026-09-29T07:54:38.030Z] [STDOUT]   durationMs: 302,\n[2026-09-29T07:54:38.042Z] [STDOUT] }\n[2026-09-29T07:54:38.065Z] [STDOUT] [log_833ac7, request-id: \"req_011CfXNTULTZacFaZycWxBPH\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 319ms\n[2026-09-29T07:54:38.084Z] [STDOUT] [log_833ac7] response start {\n[2026-09-29T07:54:38.088Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.099Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.107Z] [STDOUT]   headers: {\n[2026-09-29T07:54:38.119Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:38.148Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:38.151Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:38.171Z] [STDOUT]     \"cf-ray\": \"a4296bbdf84b01ff-CDG\",\n[2026-09-29T07:54:38.178Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:38.183Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:54:38.190Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:38.194Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:38.198Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:37 GMT\",\n[2026-09-29T07:54:38.209Z] [STDOUT]     \"request-id\": \"req_011CfXNTULTZacFaZycWxBPH\",\n[2026-09-29T07:54:38.213Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:38.218Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=197\",\n[2026-09-29T07:54:38.222Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:38.225Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:38.228Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:38.237Z] [STDOUT]   },\n[2026-09-29T07:54:38.241Z] [STDOUT]   durationMs: 319,\n[2026-09-29T07:54:38.250Z] [STDOUT] }\n[2026-09-29T07:54:38.259Z] [STDOUT] [log_833ac7] response parsed {\n[2026-09-29T07:54:38.266Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.268Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.270Z] [STDOUT]   body: {\n[2026-09-29T07:54:38.273Z] [STDOUT]     input_tokens: 11855,\n[2026-09-29T07:54:38.277Z] [STDOUT]     _request_id: \"req_011CfXNTULTZacFaZycWxBPH\",\n[2026-09-29T07:54:38.281Z] [STDOUT]   },\n[2026-09-29T07:54:38.283Z] [STDOUT]   durationMs: 320,\n[2026-09-29T07:54:38.289Z] [STDOUT] }\n[2026-09-29T07:54:38.292Z] [STDOUT] [log_a80988, request-id: \"req_011CfXNTV1tUHYrJUma5TtqU\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 396ms\n[2026-09-29T07:54:38.295Z] [STDOUT] [log_a80988] response start {\n[2026-09-29T07:54:38.300Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.303Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.307Z] [STDOUT]   headers: {\n[2026-09-29T07:54:38.313Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:38.338Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:38.341Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:38.346Z] [STDOUT]     \"cf-ray\": \"a4296bbf3b88dc88-FRA\",\n[2026-09-29T07:54:38.351Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:38.354Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:54:38.357Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:38.361Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:38.364Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:37 GMT\",\n[2026-09-29T07:54:38.368Z] [STDOUT]     \"request-id\": \"req_011CfXNTV1tUHYrJUma5TtqU\",\n[2026-09-29T07:54:38.370Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:38.372Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=78\",\n[2026-09-29T07:54:38.375Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:38.378Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:38.380Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:38.385Z] [STDOUT]   },\n[2026-09-29T07:54:38.391Z] [STDOUT]   durationMs: 396,\n[2026-09-29T07:54:38.396Z] [STDOUT] }\n[2026-09-29T07:54:38.401Z] [STDOUT] [log_a80988] response parsed {\n[2026-09-29T07:54:38.409Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.417Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.435Z] [STDOUT]   body: {\n[2026-09-29T07:54:38.448Z] [STDOUT]     input_tokens: 9805,\n[2026-09-29T07:54:38.456Z] [STDOUT]     _request_id: \"req_011CfXNTV1tUHYrJUma5TtqU\",\n[2026-09-29T07:54:38.467Z] [STDOUT]   },\n[2026-09-29T07:54:38.471Z] [STDOUT]   durationMs: 397,\n[2026-09-29T07:54:38.473Z] [STDOUT] }\n[2026-09-29T07:54:38.478Z] [STDOUT] [log_14fa9f, request-id: \"req_011CfXNTV6M7eagkFeFMRHtq\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 410ms\n[2026-09-29T07:54:38.483Z] [STDOUT] [log_14fa9f] response start {\n[2026-09-29T07:54:38.490Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.493Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.497Z] [STDOUT]   headers: {\n[2026-09-29T07:54:38.501Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:38.503Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:38.506Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:38.510Z] [STDOUT]     \"cf-ray\": \"a4296bbf4b1378c0-FRA\",\n[2026-09-29T07:54:38.519Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:38.546Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:54:38.558Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:38.564Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:38.567Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:37 GMT\",\n[2026-09-29T07:54:38.571Z] [STDOUT]     \"request-id\": \"req_011CfXNTV6M7eagkFeFMRHtq\",\n[2026-09-29T07:54:38.574Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:38.577Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=88\",\n[2026-09-29T07:54:38.583Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:38.588Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:38.592Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:38.598Z] [STDOUT]   },\n[2026-09-29T07:54:38.602Z] [STDOUT]   durationMs: 410,\n[2026-09-29T07:54:38.606Z] [STDOUT] }\n[2026-09-29T07:54:38.610Z] [STDOUT] [log_14fa9f] response parsed {\n[2026-09-29T07:54:38.627Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.633Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.641Z] [STDOUT]   body: {\n[2026-09-29T07:54:38.648Z] [STDOUT]     input_tokens: 26140,\n[2026-09-29T07:54:38.658Z] [STDOUT]     _request_id: \"req_011CfXNTV6M7eagkFeFMRHtq\",\n[2026-09-29T07:54:38.682Z] [STDOUT]   },\n[2026-09-29T07:54:38.688Z] [STDOUT]   durationMs: 411,\n[2026-09-29T07:54:38.692Z] [STDOUT] }\n[2026-09-29T07:54:38.698Z] [STDOUT] [log_e1c021, request-id: \"req_011CfXNTVFXu1NdXDkDyWS9h\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 456ms\n[2026-09-29T07:54:38.706Z] [STDOUT] [log_e1c021] response start {\n[2026-09-29T07:54:38.710Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.714Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.742Z] [STDOUT]   headers: {\n[2026-09-29T07:54:38.752Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:38.755Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:38.764Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:38.770Z] [STDOUT]     \"cf-ray\": \"a4296bbf58551e32-FRA\",\n[2026-09-29T07:54:38.776Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:38.782Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:54:38.786Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:38.794Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:38.800Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:37 GMT\",\n[2026-09-29T07:54:38.806Z] [STDOUT]     \"request-id\": \"req_011CfXNTVFXu1NdXDkDyWS9h\",\n[2026-09-29T07:54:38.816Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:38.823Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=110\",\n[2026-09-29T07:54:38.826Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:38.836Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:38.842Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:38.849Z] [STDOUT]   },\n[2026-09-29T07:54:38.853Z] [STDOUT]   durationMs: 456,\n[2026-09-29T07:54:38.860Z] [STDOUT] }\n[2026-09-29T07:54:38.864Z] [STDOUT] [log_e1c021] response parsed {\n[2026-09-29T07:54:38.866Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.869Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.873Z] [STDOUT]   body: {\n[2026-09-29T07:54:38.877Z] [STDOUT]     input_tokens: 26140,\n[2026-09-29T07:54:38.880Z] [STDOUT]     _request_id: \"req_011CfXNTVFXu1NdXDkDyWS9h\",\n[2026-09-29T07:54:38.882Z] [STDOUT]   },\n[2026-09-29T07:54:38.889Z] [STDOUT]   durationMs: 456,\n[2026-09-29T07:54:38.892Z] [STDOUT] }\n[2026-09-29T07:54:38.898Z] [INFO] {\n[2026-09-29T07:54:38.898Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:38.898Z] [INFO]   \"subtype\": \"status\",\n[2026-09-29T07:54:38.898Z] [INFO]   \"status\": null,\n[2026-09-29T07:54:38.898Z] [INFO]   \"compact_result\": \"success\",\n[2026-09-29T07:54:38.898Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:38.898Z] [INFO]   \"uuid\": \"52906d4a-28e1-4789-bab6-9c2eb0667052\"\n[2026-09-29T07:54:38.898Z] [INFO] }\n[2026-09-29T07:54:38.903Z] [INFO] {\n[2026-09-29T07:54:38.903Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:38.903Z] [INFO]   \"subtype\": \"compact_boundary\",\n[2026-09-29T07:54:38.903Z] [INFO]   \"uuid\": \"f0b87cc1-424d-45b2-aba5-d3a8c3f1fbb4\",\n[2026-09-29T07:54:38.903Z] [INFO]   \"compact_metadata\": {\n[2026-09-29T07:54:38.903Z] [INFO]     \"trigger\": \"auto\",\n[2026-09-29T07:54:38.903Z] [INFO]     \"pre_tokens\": 124719,\n[2026-09-29T07:54:38.903Z] [INFO]     \"post_tokens\": 10665,\n[2026-09-29T07:54:38.903Z] [INFO]     \"cumulative_dropped_tokens\": 222015,\n[2026-09-29T07:54:38.903Z] [INFO]     \"duration_ms\": 48857,\n[2026-09-29T07:54:38.903Z] [INFO]     \"preserved_segment\": {\n[2026-09-29T07:54:38.903Z] [INFO]       \"head_uuid\": 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\"role\": \"user\",\n[2026-09-29T07:54:38.915Z] [INFO]     \"content\": [\n[2026-09-29T07:54:38.915Z] [INFO]       {\n[2026-09-29T07:54:38.915Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:54:38.915Z] [INFO]         \"text\": \"This session is being continued from a previous conversation that ran out of context. The summary below covers the earlier portion of the conversation.\\n\\nSummary:\\n1. **Primary Request and Intent**\\n   - Resolve issue https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646.\\n   - Working directory: /tmp/gh-issue-solver-1790667776920. Branch: `issue-646-497e337ac092`. Existing draft PR: #648.\\n   - Mode: Creative, Documentation/Presentation, for the Head of AI development at Mango.\\n   - Deliver two linked Markdown documents in Russian:\\n     - **Doc 1, slide template.** Must cover 7 meaning blocks: scope, pain, meta-model Product\u2192Process\u2192Operation\u2192Artifact, the breakthrough (cognitive operations are digitized into strict prompts plus machine-readable contracts with fail-closed checks), the pipeline, the runtime (pilot on the BA workstation with GigaCode CLI/Cline \u2192 server Environment 4 with a single orchestrator core), and scaling. Each slide needs a number, an assertion headline, 3\u20135 bullets, a highlighted quote or metric, and a Midjourney/DALL-E prompt.\\n     - **Doc 2, speaker script.** Synced to the slide numbers. It explains \\\"why\\\" and \\\"how\\\", adds bridges between slides, stresses the empirical base (60+ runs in mango_ba_prompts), and answers likely questions from a technical leader.\\n   - Definition of Done:\\n     - The evolution from the prompt repository to the Hub meta-model is visible.\\n     - Assertion-Evidence style, no filler or marketing.\\n     - All repository links are full absolute URLs.\\n     - Task moved to review (mark PR #648 ready).\\n   - Micromanagement is forbidden; the executor decides the wording.\\n   - Solver-system rules:\\n     - Commit atomic steps and push only to `issue-646-497e337ac092`.\\n     - Update PR #648 with `gh pr edit`, then run `gh pr ready 648`.\\n     - Remove the `.gitkeep` from the initial commit.\\n     - Run local validators before committing.\\n     - Check CI and the latest comments on the issue and PR.\\n     - Keep any experiment scripts in ./experiments.\\n\\n2. **Key Technical Concepts**\\n\\n   *Repository rules*\\n   - Placement: `projects/*/docs/*` is allowed by `validate-repository-structure.sh` (the `is_active_file` pattern). A new folder `projects/ba-ai-process/docs/presentation/` gets the \\\"default\\\" class in `validate-frontmatter.sh`.\\n   - Default-class allowed frontmatter keys: status, version, updated, temperature, executable, entrypoint, source, based_on, author, session, self-report, scope, type, context, method, related_artifacts, related_issues.\\n   - Never use `ai-generated`.\\n   - File naming is only validated in `research`, `docs/analysis`, `docs/report`, `docs/audit` and `docs/adr` at the Hub root, so the `presentation/` names are fine.\\n   - Do not touch `standards/` or root `docs/adr`, and do not create `docs/contracts/`.\\n   - Validators:\\n     - `tools/test-*.sh`\\n     - `./tools/validate-frontmatter.sh .`\\n     - `./tools/validate-file-naming.sh`\\n     - `./tools/validate-repository-structure.sh`\\n     - `./tools/validate-rrp-links.sh`\\n     - `python3 tools/generate-manifest.py --check`\\n   - CONTRIBUTING: update navigation (`projects/ba-ai-process/README.md`), and possibly CHANGELOG.md and `ops/artifact-map.md`.\\n   - PR body under hybrid_work rules must list gaps, the strategic risk and backlog proposals.\\n\\n   *Verified facts: mango_ba_prompts*\\n   - 583 commits, 2026-06-02 \u2192 2026-09-28.\\n   - 69 runs, RUN-0001\u2026RUN-0069, with run dates 2026-04-10 \u2192 2026-09-28.\\n   - Early runs used the Qwen web chat; later runs used the AI solver.\\n   - Evolution:\\n     - Jun 11: commit d8a4759 split one draft prompt \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410\\\" into 23 standardized files.\\n     - Experiment 1027 (`docs/analysis/experiment-1027-analysis.md`): prompt edits were rolled back, and prompts now change only via experiment.\\n     - August: README admits \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\".\\n   - A/B study (`docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md`), RUN-0065 gpt-5.6-sol vs RUN-0066 claude-opus-5:\\n\\n     | Measure | RUN-0065 | RUN-0066 |\\n     |---|---|---|\\n     | Correct verdicts | 31/65 = 47.7% | 100% |\\n     | Correct pages | 17/45 = 37.8% | 64/64 |\\n     | Hallucinated pages | 28/65 = 43.1% | 0% |\\n\\n     Cause: a hand-made page lookup table, and the validator checked the link's format only.\\n   - Issue #349: the validators \\\"\u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443\\\".\\n   - RUN-0064 root cause analysis: 8 errors.\\n   - GigaCode and Cline are absent from that repo.\\n   - Data-quality warning: RUN-0025's token figures duplicate RUN-0015's.\\n\\n   *Verified facts: research/ba-requirements (identical on main and issue-639; use main URLs)*\\n   - 56-run snapshot (2026-04-10\u202608-25): 41 hallucinations, 12 shipped.\\n   - Baseline: 2 of 32 runs with a verdict accepted without edits = 6% (`methodology-unification/40-practice-and-cases.md` line 49).\\n   - RUN-0018: an 8-step prompt with self-checks, 8 hallucinations, 1 shipped. Quote: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n   - 860 KB sections of 5 products fit the 14 slots with no new slot (`2026-09-08-kb-slot-fit-facts.md`).\\n   - Jaccard 0.077, 24 prompts over 13 capabilities (`2026-09-08-meta-model-inputs-facts.md`).\\n   - 10 of 12 constructs absent from all prompts (`2026-09-09-legacy-normative-influence-facts.md`).\\n   - Linear pipeline 0/32 vs layered 32/32.\\n\\n   *Verified facts: meta-model and forensics*\\n   - Mango product taxonomy: 8 domains, 42 capabilities. The telecom taxonomy has 42 mappings to 3 frameworks.\\n   - 31 operations in 5 cognitive classes, each with its default control (`operation-taxonomy/10-theory.md` \u00a73):\\n\\n     | Class | Control |\\n     |---|---|\\n     | extract | G6 source check |\\n     | transform | G2 schema |\\n     | generate | G6/G5 |\\n     | check | G2 + G6 |\\n     | assess | G1 + G5 |\\n\\n   - 33 skills. Golden set: 2 positive and 4 negative contact-center cases in the dist package.\\n   - Projections V-BIZ, V-APPROVE, V-DEV, V-CONTRACT exist as a vocabulary and disclosure rules (`taxonomy/projections.yaml`, `templates/bcreq-skeleton.md`). Automatic output of each projection is not measured.\\n   - \u0413-16: Release is byte-reproducible.\\n   - \u0413-17: the checksum proves a quote is unchanged, not that it is authentic.\\n   - Exact forensics quote: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u2026 \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c.\u00bb\\n   - Forensics facts: RUN-0059 left a gap instead of inventing Mango endpoints; RUN-0060 gave 101 requirements source anchors.\\n\\n   *Verified facts: runtime options*\\n   - Refutation threshold for Recommendation 1 (runner on the workstation): after 10 tasks, fewer than 95% of steps have a verified node contract, or the BA spends more time on commands than on content.\\n   - Recommendation 2 is Environment 4: the same runner core as a service, Mango AI via an OpenAI-compatible API, FastAPI, Postgres, own state machine.\\n   - Cited practice: Anthropic \\\"Building effective agents\\\" and 12-factor agents, factor 8 \\\"Own your control flow\\\".\\n   - Backlog items (all TODO):\\n     - B-211: edge predicates read from YAML.\\n     - B-212: per-node output contract and an honest metric.\\n     - B-213: wait and resume.\\n     - B-214: EP-R7.\\n     - B-215: assign the route executor in the meta-model.\\n     - B-216: one runner core, depends on B-211\u2013213.\\n     - B-217: GigaCode CLI checks.\\n     - B-218: Environment 4 RFC, depends on B-216.\\n   - ADR paths:\\n     - root: `docs/adr/2026-09-adr-013-run-modes-deprecation.md`, `docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md`\\n     - project: `projects/ba-ai-process/decisions/2026-09-adr-017-...`, `projects/ba-ai-process/docs/adr/2026-09-adr-018-...` and `2026-09-adr-019-...`\\n\\n3. **Files and Code Sections**\\n\\n   **Created:** `/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md` (Doc 1, complete draft)\\n   - Frontmatter:\\n     - status draft, version 0.1, updated 2026-09-29, temperature 0.3, type presentation, scope mango-only\\n     - source: issue 646\\n     - based_on: the ba-meta-model tree\\n     - related_artifacts: the speaker-script URL, runtime-options, forensics, mango_ba_prompts\\n     - related_issues: issue 646\\n   - Intro sections:\\n     - \\\"\u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u043d \u043f\u0430\u043a\u0435\u0442\\\": Assertion-Evidence, one slide one idea, every number checkable, status not inflated, a through-line metaphor.\\n     - Mapping table from the issue's blocks to slides.\\n     - Common image STYLE suffix, prompts in English, `--ar 16:9 --style raw` or DALL-E 1792\u00d71024, no text in images.\\n   - Slides:\\n     1. Title: \u00ab\u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u2026\u00bb\\n     2. Scope: 42 capabilities in 8 domains.\\n     3. Pain: M-1=0.0, 50/67 runs without input, RUN-0015 invented NFRs, RUN-0063, 6% baseline.\\n     4. Evolution: Apr\u2013Jun, Aug, Sep, Conclusion; exact forensics quote with [\u2026].\\n     5. Meta-model: formula and MM-1\u2026MM-4.\\n     6. Breakthrough: 5-class table, RUN-0018 quote, RUN-0059.\\n     7. Pipeline: 5 steps plus a readiness table (projections: \\\"\u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0432 \u043f\u0430\u043a\u0435\u0442\u0435; \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430\\\").\\n     8. Runtime: the orchestrator gap, lorem ipsum passing n1\u2013n3, the vector to Environment 4.\\n     9. Scaling: 860 sections into 14 slots, M-1\u2026M-4, decision threshold.\\n     10. \u00ab\u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\u00bb:\\n        - step 1: B-211\u2026B-213\\n        - step 2: 10 tasks, 95% threshold\\n        - step 3: Environment 4 via B-216/B-218; needs Mango AI API access and a platform\\n        - not doing: n8n/Dify/Flowise core\\n        - quote: \u00ab\u0417\u0430\u043f\u0440\u043e\u0441: \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\u00bb\\n   - Appendix: evidence map table.\\n   - Every slide has a \\\"\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\\\" `text` block and \\\"\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\\" with absolute URLs.\\n\\n   **Not yet created:** `projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md` (Doc 2). The slides frontmatter already links it at `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md`.\\n\\n   **Research notes:** /tmp/research-notes/mango_ba_prompts.md and /tmp/research-notes/ba-requirements.md.\\n\\n4. **Errors and fixes**\\n   - Wrong claim, \\\"42 capabilities mapped to 42 IT/telecom analogues\\\": changed to \\\"42 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0441 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u043c\u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430\u043c\u0438\\\".\\n   - Paraphrased forensics quote: replaced with the exact text, elided with [\u2026].\\n   - \\\"24 prompts on 13 \u0437\u0430\u0434\u0430\u0447\\\": corrected to 13 capabilities in the source link context.\\n   - Timeline error, \\\"\u0410\u0432\u0433\u0443\u0441\u0442: 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\\": fixed to Apr\u2013Jun, then Aug with 56 runs, then Sep forensics of 67.\\n   - Wrong ADR-013 filename: corrected to `2026-09-adr-013-run-modes-deprecation.md`.\\n   - Slide 10 wrongly tied the 95% criterion to Environment 4: rewritten to attach it to the workstation runner pilot.\\n   - Slide 10 image implied steps already done: now shows only the first switch being turned on.\\n\\n5. **Problem Solving**\\n   - Research is complete and Doc 1 is complete and fact-checked.\\n   - Honesty is maintained throughout: readiness statuses are stated, and projections are marked \\\"not measured\\\".\\n\\n6. **All user messages**\\n   - Only the original issue-solver prompt: solve issue #646 on the prepared branch `issue-646-497e337ac092` with prepared PR #648, \\\"Proceed.\\\"\\n   - There has been no other user feedback. System notes asked for periodic short status updates.\\n\\n7. **Pending Tasks**\\n   - Write Doc 2, the speaker script, in Russian:\\n     - Frontmatter in the same style: type presentation or speaker-script, related link back to the slides.\\n     - Sections \u0421\u043b\u0430\u0439\u0434 1\u202610 synced with Doc 1, each with \\\"why\\\"/\\\"how\\\", key phrases, a bridge to the next slide and timing.\\n     - Emphasis on the 60+/69 runs and the evolution.\\n     - Q&A block for a technical leader. Likely questions:\\n       - Why not a better model? (A/B 43.1% vs 0%, but the cause was the validator.)\\n       - Why not n8n or Dify?\\n       - Determinism vs an LLM.\\n       - Security and the perimeter.\\n       - How quality is measured (M-1\u2026M-5).\\n       - Cost and time.\\n       - What if the hypothesis is refuted (95% threshold).\\n       - Does the checksum prove authenticity? (\u0413-17: no.)\\n       - Scaling to other products.\\n       - Relation to BABOK and ISO 29148.\\n     - All links as absolute URLs.\\n   - Update `projects/ba-ai-process/README.md` with links to both documents; consider CHANGELOG.md and `ops/artifact-map.md`.\\n   - Remove `.gitkeep` from the initial commit.\\n   - Run all validators and fix any issues.\\n   - Commit and push to `issue-646-497e337ac092`.\\n   - Merge main if needed (origin/main was at ecb1d94, same as the branch base).\\n   - Update the PR #648 title and body with `gh pr edit`: solution, files, gaps, strategic risk, backlog proposals; no reproduction or test section for docs.\\n   - Check CI and the latest issue and PR comments, then run `gh pr ready 648`.\\n\\n8. **Current Work**\\n   The last edit finalized slide 10 of Doc 1. Its headline was changed to \u00ab## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\u00bb. Its image prompt now reads: \\\"Three switches in a row on a clean control panel, each paired with a small measuring gauge; a hand is turning on the first one, the other two are still off; behind the panel a calm, dimly lit server room is waiting to power up.\\\" Doc 1 is complete.\\n\\n9. **Optional Next Step**\\n   Write Doc 2, the speaker script, at `/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md`. It must follow slides 1\u201310 and include bridges, the empirical emphasis and a technical-leader Q&A. Then update the README, remove `.gitkeep`, run the validators, commit and push, update PR #648, and mark it ready. The issue requires: \\\"\u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2 (\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430), \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0441 \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c 1.\\\"\\n\\nIf you need specific details from before compaction (like exact code snippets, error messages, or content you generated), read the full transcript at: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de.jsonl\\nContinue the conversation from where it left off without asking the user any further questions. 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modified=0\",\n[2026-09-29T07:54:39.736Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:54:39.741Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:39.744Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:39.751Z] [STDOUT]   \"cf-ray\": \"a4296bc29b0f5d90-FRA\",\n[2026-09-29T07:54:39.754Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:54:39.757Z] [STDOUT] [log_4b1a47] response parsed {\n[2026-09-29T07:54:39.760Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:39.763Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:39.768Z] [STDOUT]   body: X {\n[2026-09-29T07:54:39.772Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:54:39.774Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:54:39.778Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:54:39.780Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:54:39.783Z] [STDOUT]     },\n[2026-09-29T07:54:39.785Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:54:39.788Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:54:39.790Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:54:39.795Z] [STDOUT]   },\n[2026-09-29T07:54:39.798Z] [STDOUT]   durationMs: 1110,\n[2026-09-29T07:54:39.805Z] [STDOUT] }\n[2026-09-29T07:54:39.811Z] [INFO] {\n[2026-09-29T07:54:39.811Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:39.811Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:39.811Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:54:39.811Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:39.811Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:39.811Z] [INFO]   \"uuid\": \"f800f524-a895-4288-9742-c774dfa3c727\"\n[2026-09-29T07:54:39.811Z] [INFO] }\n[2026-09-29T07:54:41.079Z] [INFO] {\n[2026-09-29T07:54:41.079Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:41.079Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:41.079Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:54:41.079Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:41.079Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:41.079Z] [INFO]   \"uuid\": \"4da83487-1f14-40f9-997f-60bbb0c5252f\"\n[2026-09-29T07:54:41.079Z] [INFO] }\n[2026-09-29T07:54:41.895Z] [INFO] {\n[2026-09-29T07:54:41.895Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:41.895Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:41.895Z] [INFO]   \"estimated_tokens\": 292,\n[2026-09-29T07:54:41.895Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:41.895Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:41.895Z] [INFO]   \"uuid\": \"9023b50d-c661-4861-a22f-cd829884c0e2\"\n[2026-09-29T07:54:41.895Z] [INFO] }\n[2026-09-29T07:54:41.903Z] [INFO] {\n[2026-09-29T07:54:41.903Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:41.903Z] [INFO]   \"message\": {\n[2026-09-29T07:54:41.903Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:41.903Z] [INFO]     \"id\": \"msg_011CfXNTY6gRWpxavP5rrfR1\",\n[2026-09-29T07:54:41.903Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:41.903Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:41.903Z] [INFO]     \"content\": [\n[2026-09-29T07:54:41.903Z] [INFO]       {\n[2026-09-29T07:54:41.903Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:54:41.903Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:54:41.903Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:54:41.903Z] [INFO]     ],\n[2026-09-29T07:54:41.903Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:41.903Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:41.903Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:41.903Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:41.903Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:41.903Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:41.903Z] [INFO]       \"cache_creation_input_tokens\": 18555,\n[2026-09-29T07:54:41.903Z] [INFO]       \"cache_read_input_tokens\": 14441,\n[2026-09-29T07:54:41.903Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:41.903Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:41.903Z] [INFO]         \"ephemeral_1h_input_tokens\": 18555\n[2026-09-29T07:54:41.903Z] [INFO]       },\n[2026-09-29T07:54:41.903Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:54:41.903Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:41.903Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:41.903Z] [INFO]     },\n[2026-09-29T07:54:41.903Z] [INFO]     \"input_transformations\": [\n[2026-09-29T07:54:41.903Z] [INFO]       {\n[2026-09-29T07:54:41.903Z] [INFO]         \"type\": \"thinking_dropped\",\n[2026-09-29T07:54:41.903Z] [INFO]         \"path\": \"messages.2.content.0\",\n[2026-09-29T07:54:41.903Z] [INFO]         \"reason\": \"prefix_binding_mismatch\"\n[2026-09-29T07:54:41.903Z] [INFO]       }\n[2026-09-29T07:54:41.903Z] [INFO]     ],\n[2026-09-29T07:54:41.903Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:54:41.903Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:54:41.903Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:54:41.903Z] [INFO]         \"cache_missed_input_tokens\": 19215\n[2026-09-29T07:54:41.903Z] [INFO]       }\n[2026-09-29T07:54:41.903Z] [INFO]     },\n[2026-09-29T07:54:41.903Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:41.903Z] [INFO]   },\n[2026-09-29T07:54:41.903Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:41.903Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:41.903Z] [INFO]   \"uuid\": \"987ca348-9982-4194-97a7-517ea2ac8ae3\",\n[2026-09-29T07:54:41.903Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:41.894Z\",\n[2026-09-29T07:54:41.903Z] [INFO]   \"request_id\": \"req_011CfXNTXbup7xhSFAKTxnmH\"\n[2026-09-29T07:54:41.903Z] [INFO] }\n[2026-09-29T07:54:41.913Z] [INFO] {\n[2026-09-29T07:54:41.913Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:41.913Z] [INFO]   \"message\": {\n[2026-09-29T07:54:41.913Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:41.913Z] [INFO]     \"id\": \"msg_011CfXNTY6gRWpxavP5rrfR1\",\n[2026-09-29T07:54:41.913Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:41.913Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:41.913Z] [INFO]     \"content\": [\n[2026-09-29T07:54:41.913Z] [INFO]       {\n[2026-09-29T07:54:41.913Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:54:41.913Z] [INFO]         \"text\": \"The script was drafted partly from memory, so I'll check every fact and path against the repo and the fact-checked slides.\"\n[2026-09-29T07:54:41.913Z] [INFO]       }\n[2026-09-29T07:54:41.913Z] [INFO]     ],\n[2026-09-29T07:54:41.913Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:41.913Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:41.913Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:41.913Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:41.913Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:41.913Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:41.913Z] [INFO]       \"cache_creation_input_tokens\": 18555,\n[2026-09-29T07:54:41.913Z] [INFO]       \"cache_read_input_tokens\": 14441,\n[2026-09-29T07:54:41.913Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:41.913Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:41.913Z] [INFO]         \"ephemeral_1h_input_tokens\": 18555\n[2026-09-29T07:54:41.913Z] [INFO]       },\n[2026-09-29T07:54:41.913Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:54:41.913Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:41.913Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:41.913Z] [INFO]     },\n[2026-09-29T07:54:41.913Z] [INFO]     \"input_transformations\": [\n[2026-09-29T07:54:41.913Z] [INFO]       {\n[2026-09-29T07:54:41.913Z] [INFO]         \"type\": \"thinking_dropped\",\n[2026-09-29T07:54:41.913Z] [INFO]         \"path\": \"messages.2.content.0\",\n[2026-09-29T07:54:41.913Z] [INFO]         \"reason\": \"prefix_binding_mismatch\"\n[2026-09-29T07:54:41.913Z] [INFO]       }\n[2026-09-29T07:54:41.913Z] [INFO]     ],\n[2026-09-29T07:54:41.913Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:54:41.913Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:54:41.913Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:54:41.913Z] [INFO]         \"cache_missed_input_tokens\": 19215\n[2026-09-29T07:54:41.913Z] [INFO]       }\n[2026-09-29T07:54:41.913Z] [INFO]     },\n[2026-09-29T07:54:41.913Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:41.913Z] [INFO]   },\n[2026-09-29T07:54:41.913Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:41.913Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:41.913Z] [INFO]   \"uuid\": \"b64996f0-5e54-44fb-b12c-5535bc543f27\",\n[2026-09-29T07:54:41.913Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:41.898Z\",\n[2026-09-29T07:54:41.913Z] [INFO]   \"request_id\": \"req_011CfXNTXbup7xhSFAKTxnmH\"\n[2026-09-29T07:54:41.913Z] [INFO] }\n[2026-09-29T07:54:44.094Z] [INFO] {\n[2026-09-29T07:54:44.094Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:44.094Z] [INFO]   \"message\": {\n[2026-09-29T07:54:44.094Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:44.094Z] [INFO]     \"id\": \"msg_011CfXNTY6gRWpxavP5rrfR1\",\n[2026-09-29T07:54:44.094Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:44.094Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:44.094Z] [INFO]     \"content\": [\n[2026-09-29T07:54:44.094Z] [INFO]       {\n[2026-09-29T07:54:44.094Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"id\": \"toolu_019wGzcUskgkdhYFEaarGco9\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"input\": {\n[2026-09-29T07:54:44.094Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n '^## \u0421\u043b\u0430\u0439\u0434' projects/ba-ai-process/docs/presentation/*.md; echo ---; grep -oh 'https://github.com/G-Ivan-A/hybrid-Intelligence-lab/[a-z]*/main/[^) \\\">]*' projects/ba-ai-process/docs/presentation/*speaker*.md | sort -u | while read u; do p=${u#*/main/}; p=${p%%#*}; [ -e \\\"$p\\\" ] && echo \\\"OK $p\\\" || echo \\\"MISSING $p\\\"; done\",\n[2026-09-29T07:54:44.094Z] [INFO]           \"description\": \"List slide headings and check link targets exist\"\n[2026-09-29T07:54:44.094Z] [INFO]         },\n[2026-09-29T07:54:44.094Z] [INFO]         \"caller\": {\n[2026-09-29T07:54:44.094Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:54:44.094Z] [INFO]         }\n[2026-09-29T07:54:44.094Z] [INFO]       }\n[2026-09-29T07:54:44.094Z] [INFO]     ],\n[2026-09-29T07:54:44.094Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:44.094Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:44.094Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:44.094Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:44.094Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:44.094Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:44.094Z] [INFO]       \"cache_creation_input_tokens\": 18555,\n[2026-09-29T07:54:44.094Z] [INFO]       \"cache_read_input_tokens\": 14441,\n[2026-09-29T07:54:44.094Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:44.094Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:44.094Z] [INFO]         \"ephemeral_1h_input_tokens\": 18555\n[2026-09-29T07:54:44.094Z] [INFO]       },\n[2026-09-29T07:54:44.094Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:54:44.094Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:44.094Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:44.094Z] [INFO]     },\n[2026-09-29T07:54:44.094Z] [INFO]     \"input_transformations\": [\n[2026-09-29T07:54:44.094Z] [INFO]       {\n[2026-09-29T07:54:44.094Z] [INFO]         \"type\": \"thinking_dropped\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"path\": \"messages.2.content.0\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"reason\": \"prefix_binding_mismatch\"\n[2026-09-29T07:54:44.094Z] [INFO]       }\n[2026-09-29T07:54:44.094Z] [INFO]     ],\n[2026-09-29T07:54:44.094Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:54:44.094Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:54:44.094Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"cache_missed_input_tokens\": 19215\n[2026-09-29T07:54:44.094Z] [INFO]       }\n[2026-09-29T07:54:44.094Z] [INFO]     },\n[2026-09-29T07:54:44.094Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:44.094Z] [INFO]   },\n[2026-09-29T07:54:44.094Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:44.094Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:44.094Z] [INFO]   \"uuid\": \"a8e9ddaa-7129-44d8-991d-8bb740374563\",\n[2026-09-29T07:54:44.094Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:44.081Z\",\n[2026-09-29T07:54:44.094Z] [INFO]   \"request_id\": \"req_011CfXNTXbup7xhSFAKTxnmH\",\n[2026-09-29T07:54:44.094Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:54:44.094Z] [INFO]     \"toolu_019wGzcUskgkdhYFEaarGco9\": {\n[2026-09-29T07:54:44.094Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n '^## \u0421\u043b\u0430\u0439\u0434' projects/ba-ai-process/docs/presentation/*.md; echo ---; grep -oh 'https://github.com/G-Ivan-A/hybrid-Intelligence-lab/[a-z]*/main/[^) \\\">]*' projects/ba-ai-process/docs/presentation/*speaker*.md | sort -u | while read u; do p=${u#*/main/}; p=${p%%#*}; [ -e \\\"$p\\\" ] && echo \\\"OK $p\\\" || echo \\\"MISSING $p\\\"; done\",\n[2026-09-29T07:54:44.094Z] [INFO]       \"description\": \"List slide headings and check link targets exist\"\n[2026-09-29T07:54:44.094Z] [INFO]     }\n[2026-09-29T07:54:44.094Z] [INFO]   }\n[2026-09-29T07:54:44.094Z] [INFO] }\n[2026-09-29T07:54:44.112Z] [INFO] {\n[2026-09-29T07:54:44.112Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:54:44.112Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:54:44.112Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:54:44.112Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:54:44.112Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:54:44.112Z] [INFO]     \"utilization\": 0.77,\n[2026-09-29T07:54:44.112Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:54:44.112Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:54:44.112Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:54:44.112Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:54:44.112Z] [INFO]         \"utilization\": 0.41,\n[2026-09-29T07:54:44.112Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:54:44.112Z] [INFO]       },\n[2026-09-29T07:54:44.112Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:54:44.112Z] [INFO]         \"utilization\": 0.77,\n[2026-09-29T07:54:44.112Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:54:44.112Z] [INFO]       }\n[2026-09-29T07:54:44.112Z] [INFO]     }\n[2026-09-29T07:54:44.112Z] [INFO]   },\n[2026-09-29T07:54:44.112Z] [INFO]   \"uuid\": \"c05e898a-a851-4ec7-bd3b-13d0fa068d6c\",\n[2026-09-29T07:54:44.112Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:54:44.112Z] [INFO] }\n[2026-09-29T07:54:45.623Z] [INFO] {\n[2026-09-29T07:54:45.623Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:54:45.623Z] [INFO]   \"message\": {\n[2026-09-29T07:54:45.623Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:54:45.623Z] [INFO]     \"content\": [\n[2026-09-29T07:54:45.623Z] [INFO]       {\n[2026-09-29T07:54:45.623Z] [INFO]         \"tool_use_id\": \"toolu_019wGzcUskgkdhYFEaarGco9\",\n[2026-09-29T07:54:45.623Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:54:45.623Z] [INFO]         \"content\": \"projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:78:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:109:## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:146:## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:186:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:233:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:274:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:324:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:373:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:413:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:455:## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:51:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:73:## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:98:## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:131:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:170:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:198:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:235:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:274:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:311:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:339:## \u0421\u043b\u0430\u0439\u0434 10. \u0422\u0440\u0438 \u0448\u0430\u0433\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4\\n---\\nOK docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md\\nOK ops/backlog.md\\nOK projects/ba-ai-process/ba-meta-model/10-theory.md\\nOK projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md\\nOK projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md\\nOK projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml\\nOK projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\nOK projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\nOK projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md\\nOK research/ba-requirements/2026-09-08-kb-slot-fit-facts.md\\nOK research/ba-requirements/2026-09-08-meta-model-inputs-facts.md\\nOK research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md\\nOK research/ba-requirements/methodology-unification/40-practice-and-cases.md\\nOK projects/ba-ai-process/dist/execution-package-gigacode-cli/golden\",\n[2026-09-29T07:54:45.623Z] [INFO]         \"is_error\": false\n[2026-09-29T07:54:45.623Z] [INFO]       }\n[2026-09-29T07:54:45.623Z] [INFO]     ]\n[2026-09-29T07:54:45.623Z] [INFO]   },\n[2026-09-29T07:54:45.623Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:45.623Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:45.623Z] [INFO]   \"uuid\": \"60c233c2-7251-4114-ba20-601a5d5a9ed1\",\n[2026-09-29T07:54:45.623Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:45.607Z\",\n[2026-09-29T07:54:45.623Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:54:45.623Z] [INFO]     \"stdout\": \"projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:78:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:109:## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:146:## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:186:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:233:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:274:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:324:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:373:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:413:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:455:## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:51:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:73:## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:98:## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:131:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:170:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:198:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:235:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:274:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:311:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:339:## \u0421\u043b\u0430\u0439\u0434 10. \u0422\u0440\u0438 \u0448\u0430\u0433\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4\\n---\\nOK docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md\\nOK ops/backlog.md\\nOK projects/ba-ai-process/ba-meta-model/10-theory.md\\nOK projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md\\nOK projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md\\nOK projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml\\nOK projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\nOK projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\nOK projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md\\nOK research/ba-requirements/2026-09-08-kb-slot-fit-facts.md\\nOK research/ba-requirements/2026-09-08-meta-model-inputs-facts.md\\nOK research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md\\nOK research/ba-requirements/methodology-unification/40-practice-and-cases.md\\nOK projects/ba-ai-process/dist/execution-package-gigacode-cli/golden\",\n[2026-09-29T07:54:45.623Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:54:45.623Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:54:45.623Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:54:45.623Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:54:45.623Z] [INFO]   }\n[2026-09-29T07:54:45.623Z] [INFO] }\n[2026-09-29T07:54:45.652Z] [STDOUT] [log_b5f0cb] sending request {\n[2026-09-29T07:54:45.655Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:45.660Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:45.663Z] [STDOUT]   options: {\n[2026-09-29T07:54:45.667Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:45.671Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:54:45.673Z] [STDOUT]     body: {\n[2026-09-29T07:54:45.675Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:45.678Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:45.680Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:54:45.684Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:54:45.689Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:54:45.691Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:54:45.694Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:54:45.696Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:54:45.698Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:54:45.701Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:54:45.705Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:54:45.707Z] [STDOUT]       stream: true,\n[2026-09-29T07:54:45.718Z] [STDOUT]     },\n[2026-09-29T07:54:45.726Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:54:45.731Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:54:45.751Z] [STDOUT]       aborted: false,\n[2026-09-29T07:54:45.756Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:54:45.761Z] [STDOUT]       onabort: null,\n[2026-09-29T07:54:45.766Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:54:45.768Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:54:45.776Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:54:45.781Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:54:45.791Z] [STDOUT]     },\n[2026-09-29T07:54:45.795Z] [STDOUT]     stream: true,\n[2026-09-29T07:54:45.797Z] [STDOUT]   },\n[2026-09-29T07:54:45.803Z] [STDOUT]   headers: {\n[2026-09-29T07:54:45.806Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:45.810Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:54:45.814Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:45.818Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:54:45.834Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:45.839Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:45.853Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:45.861Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:45.865Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:45.870Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1505\",\n[2026-09-29T07:54:45.873Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:54:45.877Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:54:45.881Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:45.884Z] [STDOUT]     \"x-client-request-id\": \"a6b670e4-e446-4e6e-8394-18706163fa6c\",\n[2026-09-29T07:54:45.887Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:45.889Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:45.893Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:45.898Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:45.901Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:45.903Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:45.906Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:45.909Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:54:45.913Z] [STDOUT]   },\n[2026-09-29T07:54:45.915Z] [STDOUT] }\n[2026-09-29T07:54:46.440Z] [STDOUT] [log_b5f0cb, request-id: \"req_011CfXNU6ueCHAJV4Lkh6pPb\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 784ms\n[2026-09-29T07:54:46.444Z] [STDOUT] [log_b5f0cb] response start {\n[2026-09-29T07:54:46.447Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:46.450Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:46.454Z] [STDOUT]   headers: {\n[2026-09-29T07:54:46.457Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:46.459Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:54:46.462Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:54:46.470Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:54:46.473Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:54:46.476Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:54:46.482Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:54:46.487Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:54:46.493Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:54:46.495Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:54:46.508Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:54:46.513Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:54:46.531Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:54:46.542Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:54:46.554Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:46.561Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:54:46.567Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:46.571Z] [STDOUT]     \"cf-ray\": \"a4296bf35bed5d90-FRA\",\n[2026-09-29T07:54:46.574Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:46.579Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:54:46.584Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:46.586Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:54:46.589Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:46 GMT\",\n[2026-09-29T07:54:46.594Z] [STDOUT]     \"request-id\": \"req_011CfXNU6ueCHAJV4Lkh6pPb\",\n[2026-09-29T07:54:46.598Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:46.600Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:54:46.606Z] [STDOUT]     traceresponse: \"00-fb9b4eb0e28591fb907e11af0edbbe84-bacb4576236b0ecf-01\",\n[2026-09-29T07:54:46.612Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:46.615Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:46.620Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:46.622Z] [STDOUT]   },\n[2026-09-29T07:54:46.631Z] [STDOUT]   durationMs: 784,\n[2026-09-29T07:54:46.652Z] [STDOUT] }\n[2026-09-29T07:54:46.659Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:54:46.667Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:54:46 GMT\",\n[2026-09-29T07:54:46.672Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:54:46.678Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:46.686Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:54:46.701Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:54:46.713Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:54:46.717Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:54:46.726Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:54:46.731Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:46.749Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:54:46.755Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:54:46.762Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:54:46.769Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:54:46.774Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:54:46.782Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:54:46.786Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:54:46.791Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:54:46.796Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:54:46.800Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:54:46.806Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:54:46.815Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:54:46.822Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:54:46.829Z] [STDOUT]   \"request-id\": \"req_011CfXNU6ueCHAJV4Lkh6pPb\",\n[2026-09-29T07:54:46.832Z] [STDOUT]   \"traceresponse\": \"00-fb9b4eb0e28591fb907e11af0edbbe84-bacb4576236b0ecf-01\",\n[2026-09-29T07:54:46.838Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:46.842Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:46.850Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:54:46.854Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:46.866Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:46.874Z] [STDOUT]   \"cf-ray\": \"a4296bf35bed5d90-FRA\",\n[2026-09-29T07:54:46.877Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:54:46.880Z] [STDOUT] [log_b5f0cb] response parsed {\n[2026-09-29T07:54:46.886Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:46.889Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:46.898Z] [STDOUT]   body: X {\n[2026-09-29T07:54:46.910Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:54:46.919Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:54:46.924Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:54:46.930Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:54:46.938Z] [STDOUT]     },\n[2026-09-29T07:54:46.953Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:54:46.959Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:54:46.961Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:54:46.964Z] [STDOUT]   },\n[2026-09-29T07:54:46.967Z] [STDOUT]   durationMs: 786,\n[2026-09-29T07:54:46.970Z] [STDOUT] }\n[2026-09-29T07:54:46.980Z] [INFO] {\n[2026-09-29T07:54:46.980Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:46.980Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:46.980Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:54:46.980Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:46.980Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:46.980Z] [INFO]   \"uuid\": \"1e5f9900-996a-4241-9178-3067a0894ed2\"\n[2026-09-29T07:54:46.980Z] [INFO] }\n[2026-09-29T07:54:48.240Z] [INFO] {\n[2026-09-29T07:54:48.240Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:48.240Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:48.240Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:54:48.240Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:48.240Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:48.240Z] [INFO]   \"uuid\": \"128e7aa4-4593-4dbf-98e4-2032c1f531fa\"\n[2026-09-29T07:54:48.240Z] [INFO] }\n[2026-09-29T07:54:48.979Z] [INFO] {\n[2026-09-29T07:54:48.979Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:48.979Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:48.979Z] [INFO]   \"estimated_tokens\": 285,\n[2026-09-29T07:54:48.979Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:48.979Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:48.979Z] [INFO]   \"uuid\": \"ae885c4f-4279-4d5e-93d8-ebfab9082c37\"\n[2026-09-29T07:54:48.979Z] [INFO] }\n[2026-09-29T07:54:48.986Z] [INFO] {\n[2026-09-29T07:54:48.986Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:48.986Z] [INFO]   \"message\": {\n[2026-09-29T07:54:48.986Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:48.986Z] [INFO]     \"id\": \"msg_011CfXNU7VMqQDAdwotroejr\",\n[2026-09-29T07:54:48.986Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:48.986Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:48.986Z] [INFO]     \"content\": [\n[2026-09-29T07:54:48.986Z] [INFO]       {\n[2026-09-29T07:54:48.986Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:54:48.986Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:54:48.986Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:54:48.986Z] [INFO]       }\n[2026-09-29T07:54:48.986Z] [INFO]     ],\n[2026-09-29T07:54:48.986Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:48.986Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:48.986Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:48.986Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:48.986Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:48.986Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:48.986Z] [INFO]       \"cache_creation_input_tokens\": 2970,\n[2026-09-29T07:54:48.986Z] [INFO]       \"cache_read_input_tokens\": 32996,\n[2026-09-29T07:54:48.986Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:48.986Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:48.986Z] [INFO]         \"ephemeral_1h_input_tokens\": 2970\n[2026-09-29T07:54:48.986Z] [INFO]       },\n[2026-09-29T07:54:48.986Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T07:54:48.986Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:48.986Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:48.986Z] [INFO]     },\n[2026-09-29T07:54:48.986Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:54:48.986Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:54:48.986Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:48.986Z] [INFO]   },\n[2026-09-29T07:54:48.986Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:48.986Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:48.986Z] [INFO]   \"uuid\": \"3476b99a-ad39-47ff-81a4-9ecab1b1051a\",\n[2026-09-29T07:54:48.986Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:48.972Z\",\n[2026-09-29T07:54:48.986Z] [INFO]   \"request_id\": \"req_011CfXNU6ueCHAJV4Lkh6pPb\"\n[2026-09-29T07:54:48.986Z] [INFO] }\n[2026-09-29T07:54:48.995Z] [INFO] {\n[2026-09-29T07:54:48.995Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:48.995Z] [INFO]   \"message\": {\n[2026-09-29T07:54:48.995Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:48.995Z] [INFO]     \"id\": \"msg_011CfXNU7VMqQDAdwotroejr\",\n[2026-09-29T07:54:48.995Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:48.995Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:48.995Z] [INFO]     \"content\": [\n[2026-09-29T07:54:48.995Z] [INFO]       {\n[2026-09-29T07:54:48.995Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:54:48.995Z] [INFO]         \"text\": \"All link targets exist. Next I'll check the specific facts in the script against the sources.\"\n[2026-09-29T07:54:48.995Z] [INFO]       }\n[2026-09-29T07:54:48.995Z] [INFO]     ],\n[2026-09-29T07:54:48.995Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:48.995Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:48.995Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:48.995Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:48.995Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:48.995Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:48.995Z] [INFO]       \"cache_creation_input_tokens\": 2970,\n[2026-09-29T07:54:48.995Z] [INFO]       \"cache_read_input_tokens\": 32996,\n[2026-09-29T07:54:48.995Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:48.995Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:48.995Z] [INFO]         \"ephemeral_1h_input_tokens\": 2970\n[2026-09-29T07:54:48.995Z] [INFO]       },\n[2026-09-29T07:54:48.995Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T07:54:48.995Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:48.995Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:48.995Z] [INFO]     },\n[2026-09-29T07:54:48.995Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:54:48.995Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:54:48.995Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:48.995Z] [INFO]   },\n[2026-09-29T07:54:48.995Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:48.995Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:48.995Z] [INFO]   \"uuid\": \"dc315986-446c-4fc4-a7e1-022d8d89f35c\",\n[2026-09-29T07:54:48.995Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:48.983Z\",\n[2026-09-29T07:54:48.995Z] [INFO]   \"request_id\": \"req_011CfXNU6ueCHAJV4Lkh6pPb\"\n[2026-09-29T07:54:48.995Z] [INFO] }\n[2026-09-29T07:54:54.186Z] [INFO] {\n[2026-09-29T07:54:54.186Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:54.186Z] [INFO]   \"message\": {\n[2026-09-29T07:54:54.186Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:54.186Z] [INFO]     \"id\": \"msg_011CfXNU7VMqQDAdwotroejr\",\n[2026-09-29T07:54:54.186Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:54.186Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:54.186Z] [INFO]     \"content\": [\n[2026-09-29T07:54:54.186Z] [INFO]       {\n[2026-09-29T07:54:54.186Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:54:54.186Z] [INFO]         \"id\": \"toolu_01X1KssENReDdoiregNbBuiZ\",\n[2026-09-29T07:54:54.186Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:54:54.186Z] [INFO]         \"input\": {\n[2026-09-29T07:54:54.186Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; R=$P/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\necho \\\"== CVE/LangGraph/15 nodes/digest\\\"; grep -n -i 'CVE-2026\\\\|langgraph.*MIT\\\\|MIT.*langgraph\\\\|15 \u0443\u0437\u043b\\\\|\u0446\u0435\u043f\u043e\u0447\u043a' $R | head\\necho \\\"== lorem\\\"; grep -rn -i 'lorem' $P/docs/analysis/*.md | head -5\\necho \\\"== GigaCode API\\\"; grep -n -i '\u043d\u0435\u0442 API\\\\|\u0431\u0435\u0437 API\\\\|API Mango AI' $R $P/docs/analysis/2026-09-29-cline-package-expectation-gap.md | head -5\\necho \\\"== byte\\\"; grep -rn -i '\u043f\u043e\u0431\u0430\u0439\u0442' $P/docs/analysis/2026-09-29-cline-package-expectation-gap.md $R | head -5\\necho \\\"== forensics\\\"; F=$P/docs/analysis/2026-09-23-requirements-run-forensics.md; grep -n 'BCREQ-1074\\\\|66 \u0438\u0437 67\\\\|66/67\\\\|17 \\\\|RUN-0015\\\\|RUN-0063\\\\|50 \u0438\u0437 67\\\\|50/67' $F | head -20\\necho \\\"== golden\\\"; grep -n -i '7 \u0440\u0430\u0437\u0434\u0435\u043b\\\\|\u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b' $P/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md | head -3; ls $P/dist/execution-package-gigacode-cli/golden\\necho \\\"== MCP\\\"; grep -rn -i 'read-only\\\\|\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438' $P/docs/analysis/2026-09-29-*.md $P/dist/*/README* 2>/dev/null | head -5\\necho \\\"== M metrics\\\"; grep -n 'M-[1-5]' $P/ba-meta-model/40-practice-and-cases.md | head -20\",\n[2026-09-29T07:54:54.186Z] [INFO]           \"description\": \"Verify facts cited in speaker script\"\n[2026-09-29T07:54:54.186Z] [INFO]         },\n[2026-09-29T07:54:54.186Z] [INFO]         \"caller\": {\n[2026-09-29T07:54:54.186Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:54:54.186Z] [INFO]         }\n[2026-09-29T07:54:54.186Z] [INFO]       }\n[2026-09-29T07:54:54.186Z] [INFO]     ],\n[2026-09-29T07:54:54.186Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:54.186Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:54.186Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:54.186Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:54.186Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:54.186Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:54.186Z] [INFO]       \"cache_creation_input_tokens\": 2970,\n[2026-09-29T07:54:54.186Z] [INFO]       \"cache_read_input_tokens\": 32996,\n[2026-09-29T07:54:54.186Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:54.186Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:54.186Z] [INFO]         \"ephemeral_1h_input_tokens\": 2970\n[2026-09-29T07:54:54.186Z] [INFO]       },\n[2026-09-29T07:54:54.186Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T07:54:54.186Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:54.186Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:54.186Z] [INFO]     },\n[2026-09-29T07:54:54.186Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:54:54.186Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:54:54.186Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:54.186Z] [INFO]   },\n[2026-09-29T07:54:54.186Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:54.186Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:54.186Z] [INFO]   \"uuid\": \"84fef0da-bf43-4b9e-b40e-31ff08ef3c27\",\n[2026-09-29T07:54:54.186Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:54.164Z\",\n[2026-09-29T07:54:54.186Z] [INFO]   \"request_id\": \"req_011CfXNU6ueCHAJV4Lkh6pPb\",\n[2026-09-29T07:54:54.186Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:54:54.186Z] [INFO]     \"toolu_01X1KssENReDdoiregNbBuiZ\": {\n[2026-09-29T07:54:54.186Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; R=$P/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\necho \\\"== CVE/LangGraph/15 nodes/digest\\\"; grep -n -i 'CVE-2026\\\\|langgraph.*MIT\\\\|MIT.*langgraph\\\\|15 \u0443\u0437\u043b\\\\|\u0446\u0435\u043f\u043e\u0447\u043a' $R | head\\necho \\\"== lorem\\\"; grep -rn -i 'lorem' $P/docs/analysis/*.md | head -5\\necho \\\"== GigaCode API\\\"; grep -n -i '\u043d\u0435\u0442 API\\\\|\u0431\u0435\u0437 API\\\\|API Mango AI' $R $P/docs/analysis/2026-09-29-cline-package-expectation-gap.md | head -5\\necho \\\"== byte\\\"; grep -rn -i '\u043f\u043e\u0431\u0430\u0439\u0442' $P/docs/analysis/2026-09-29-cline-package-expectation-gap.md $R | head -5\\necho \\\"== forensics\\\"; F=$P/docs/analysis/2026-09-23-requirements-run-forensics.md; grep -n 'BCREQ-1074\\\\|66 \u0438\u0437 67\\\\|66/67\\\\|17 \\\\|RUN-0015\\\\|RUN-0063\\\\|50 \u0438\u0437 67\\\\|50/67' $F | head -20\\necho \\\"== golden\\\"; grep -n -i '7 \u0440\u0430\u0437\u0434\u0435\u043b\\\\|\u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b' $P/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md | head -3; ls $P/dist/execution-package-gigacode-cli/golden\\necho \\\"== MCP\\\"; grep -rn -i 'read-only\\\\|\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438' $P/docs/analysis/2026-09-29-*.md $P/dist/*/README* 2>/dev/null | head -5\\necho \\\"== M metrics\\\"; grep -n 'M-[1-5]' $P/ba-meta-model/40-practice-and-cases.md | head -20\",\n[2026-09-29T07:54:54.186Z] [INFO]       \"description\": \"Verify facts cited in speaker script\"\n[2026-09-29T07:54:54.186Z] [INFO]     }\n[2026-09-29T07:54:54.186Z] [INFO]   }\n[2026-09-29T07:54:54.186Z] [INFO] }\n[2026-09-29T07:54:55.725Z] [INFO] {\n[2026-09-29T07:54:55.725Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:54:55.725Z] [INFO]   \"message\": {\n[2026-09-29T07:54:55.725Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:54:55.725Z] [INFO]     \"content\": [\n[2026-09-29T07:54:55.725Z] [INFO]       {\n[2026-09-29T07:54:55.725Z] [INFO]         \"tool_use_id\": \"toolu_01X1KssENReDdoiregNbBuiZ\",\n[2026-09-29T07:54:55.725Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:54:55.725Z] [INFO]         \"content\": \"== CVE/LangGraph/15 nodes/digest\\n59:   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n140:| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n222:| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n256:| \u0413-35 | \u0416\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 append-only \u0438 \u0437\u0430\u0449\u0438\u0449\u0451\u043d \u043e\u0442 \u043f\u043e\u0434\u043c\u0435\u043d\u044b (`EP-R9`) | Runner \u0434\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 \u0438 `recorded_by: runner` ([L132-L139](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L132-L139)) \u0438 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 ([L94-L122](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L94-L122)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c.** \u042d\u0442\u043e \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044f\u0434\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u043e\u0438\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043b\u044e\u0431\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0435\u0440\u0432\u0435\u0440 |\\n279:| \u0413-48 | n8n \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0440\u044f\u0434\u043e\u043c \u0441 Jira \u0438 Confluence \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0435\u0440 \u0437\u0430\u0449\u0438\u0442\u044b | CVE-2026-21858, CVSS 10.0, \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 ([Rapid7](https://www.rapid7.com/blog/post/etr-ni8mare-n8scape-flaws-multiple-critical-vulnerabilities-affecting-n8n/)); \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u041a\u0430\u043d\u0430\u0434\u044b ([AL26-001](https://www.cyber.gc.ca/en/alerts-advisories/al26-001-vulnerabilities-affecting-n8n-cve-2026-21858-cve-2026-21877-cve-2025-68613)); \u0441\u0435\u0440\u0438\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u043c\u0430\u0440\u0442\u0430 2026 ([The Hacker News](https://thehackernews.com/2026/03/critical-n8n-flaws-allow-remote-code.html)); \u043d\u043e\u0432\u044b\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043e\u0442 2026-09-16 ([advisories](https://github.com/n8n-io/n8n/security/advisories)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u0422\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440, \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f, \u0432\u043d\u0435\u0448\u043d\u0438\u0435 task runners, \u0443\u0437\u043a\u0438\u0439 \u043a\u0440\u0443\u0433 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u043e\u0432 |\\n282:| \u0413-51 | LangGraph \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0432 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e | \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u2014 MIT ([LICENSE](https://github.com/langchain-ai/langgraph/blob/main/LICENSE)), \u043f\u0430\u0443\u0437\u0430 `interrupt()` \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 `Command(resume=\u2026)` ([docs](https://docs.langchain.com/oss/python/langgraph/interrupts)), \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 Postgres ([persistence](https://docs.langchain.com/oss/python/langgraph/persistence)). LangGraph Server \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043d\u0430 `beacon.langchain.com` ([docs](https://docs.langchain.com/langsmith/deploy-standalone-server)). \u041f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0443\u0437\u0435\u043b \u0441 `interrupt()` \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e, \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0422\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0432\u043e\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430 (\u0412-4), \u043d\u0435 LangGraph Server |\\n327:\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n355:| \u0414\u0432\u0438\u0436\u043e\u043a | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442: \u0432 \u0433\u0440\u0430\u0444\u0435 15 \u0443\u0437\u043b\u043e\u0432. \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0438\u043b\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u044b. Temporal \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u0431\u043e\u043b\u044c\u0448\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0430\u0443\u0434\u0438\u0442\u0430 | [\u0413-51](#\u0433-51); \u0446\u0435\u043d\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 |\\n381:| Temporal (\u0412-5) | \u041a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432; \u043d\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0434\u043b\u044f \u0411\u0410 | [RFC, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375), [Temporal](https://docs.temporal.io/develop/python/message-passing) |\\n== lorem\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:250:| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n== GigaCode API\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:156:| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:269:| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI \u0434\u043b\u044f Python \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 `base_url` ([openai-python](https://github.com/openai/openai-python)). \u0412 \u0441\u0440\u0435\u0434\u0435 1 API Mango AI \u043d\u0435\u0442 ([issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)). \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0441\u044f | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u0434\u043e\u0441\u0442\u0443\u043f \u043a endpoint Mango AI \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0434\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b 4 |\\n== byte\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:31:\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u2014 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e (\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:173:| \u0413-16 | \u0421\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Working \u0434\u0430\u0451\u0442 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Release | \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 Golden \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 `release.json` (\u043f\u0440\u043e\u0431\u0430 `P5`). \u0412\u044b\u0432\u043e\u0434 \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON \u0441 \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u043a\u043b\u044e\u0447\u0435\u0439 ([`canonical`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L20-L29)); `validate-release` \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041f\u0440\u0438\u043d\u044f\u0442\u044c** \u043a\u0430\u043a \u043e\u043f\u043e\u0440\u0443: \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 6, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442 Working \u0434\u043e Release |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:207:| Working \u2192 Release | Runner | \u0414\u0430 | \u0412\u0441\u0451, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435 ([\u0413-16](#\u0433-16)) |\\n== forensics\\n60:| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\\n73:   RUN-0026, RUN-0063 \u0438 \u043e\u0431\u0430 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0430\u0437\u043d\u044b\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435\\n80:   \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e RUN-0063\u2192RUN-0067: \u043f\u044f\u0442\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0439 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438\\n101:| `SCOPE-01` as-is/delta | \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0440\u0442; RUN-0067 \u0443\u0434\u0430\u043b\u0438\u043b \u0438\u0445. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435. | \u0414\u043e FR \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `evidence \u2192 as_is \u2192 requested_delta \u2192 disposition`; \u0432 FR \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u0430\u044f delta. |\\n107:| `NFR-01` invented metric | RUN-0015 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b 5 \u043c\u0438\u043d\u0443\u0442, 100 ms, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b \u0438 24/7; \u0432\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0431\u044b\u043b\u0438 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c. | \u041d\u0435\u043b\u044c\u0437\u044f \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0447\u0438\u0441\u043b\u043e\u0432\u043e\u0439 target \u0438\u0437 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u043b\u0438 \u0441\u043b\u043e\u0432\u0430 \u00ab\u0431\u044b\u0441\u0442\u0440\u043e\u00bb. | NFR \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 quality attribute, \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u043c, condition, measure, target \u0438 provenance; \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u2014 TBD/open question. |\\n127:| RUN-0063\u2192RUN-0067 | \u041f\u044f\u0442\u044c as-is \u043f\u0441\u0435\u0432\u0434\u043e-FR \u0443\u0434\u0430\u043b\u0435\u043d\u044b; \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c FR, 14 AC \u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c. | \u041c\u0430\u043b\u043e\u0435 \u0447\u0438\u0441\u043b\u043e capability FR + \u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438 \u043b\u0443\u0447\u0448\u0435 \u0441\u043f\u0438\u0441\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0438\u0445 UI-\u0444\u0430\u043a\u0442\u043e\u0432. |\\n325:- RUN-0063 invalid \u2192 RUN-0067 corrected;\\n327:- RUN-0015 invented numeric NFR \u2192 TBD/open question;\\n363:- `[BCREQ-1074 / RUN-0063]` communication expenses report\\n364:- `[BCREQ-1074 / RUN-0064]` error analysis and report-view specification\\n367:- `[BCREQ-1074 / RUN-0067]` detailed export rework\\n== golden\\n75:   \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b; API \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442,\\ncandidates\\ncases.yaml\\ngs-cc-01-queue-overflow.md\\ngs-cc-02-report-export.md\\ngs-cc-neg-01-inbound-vs-outbound.md\\ngs-cc-neg-02-queue-vs-group.md\\ngs-cc-neg-03-sla-vs-aht.md\\ngs-cc-neg-04-ivr-vs-announcer.md\\n== MCP\\n== M metrics\\n38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432) |\\n164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\n165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\n166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0438\u00bb |\\n174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\n177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\n181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\n182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\n189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435 (66 \u0438\u0437 67 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 \u043c\u0443\u043b\u044c\u0442\u0438\u0434\u043e\u043c\u0435\u043d\u043d\u044b\u0435) |\\n194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f | `DP-1`\u2026`DP-5`, `FM-1`, ADR-013, ADR-016 |\\n215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n216:  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\",\n[2026-09-29T07:54:55.725Z] [INFO]         \"is_error\": false\n[2026-09-29T07:54:55.725Z] [INFO]       }\n[2026-09-29T07:54:55.725Z] [INFO]     ]\n[2026-09-29T07:54:55.725Z] [INFO]   },\n[2026-09-29T07:54:55.725Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:55.725Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:55.725Z] [INFO]   \"uuid\": \"54811262-5ddd-4e19-923f-19c17fce390c\",\n[2026-09-29T07:54:55.725Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:55.712Z\",\n[2026-09-29T07:54:55.725Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:54:55.725Z] [INFO]     \"stdout\": \"== CVE/LangGraph/15 nodes/digest\\n59:   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n140:| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n222:| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n256:| \u0413-35 | \u0416\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 append-only \u0438 \u0437\u0430\u0449\u0438\u0449\u0451\u043d \u043e\u0442 \u043f\u043e\u0434\u043c\u0435\u043d\u044b (`EP-R9`) | Runner \u0434\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 \u0438 `recorded_by: runner` ([L132-L139](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L132-L139)) \u0438 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 ([L94-L122](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L94-L122)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c.** \u042d\u0442\u043e \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044f\u0434\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u043e\u0438\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043b\u044e\u0431\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0435\u0440\u0432\u0435\u0440 |\\n279:| \u0413-48 | n8n \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0440\u044f\u0434\u043e\u043c \u0441 Jira \u0438 Confluence \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0435\u0440 \u0437\u0430\u0449\u0438\u0442\u044b | CVE-2026-21858, CVSS 10.0, \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 ([Rapid7](https://www.rapid7.com/blog/post/etr-ni8mare-n8scape-flaws-multiple-critical-vulnerabilities-affecting-n8n/)); \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u041a\u0430\u043d\u0430\u0434\u044b ([AL26-001](https://www.cyber.gc.ca/en/alerts-advisories/al26-001-vulnerabilities-affecting-n8n-cve-2026-21858-cve-2026-21877-cve-2025-68613)); \u0441\u0435\u0440\u0438\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u043c\u0430\u0440\u0442\u0430 2026 ([The Hacker News](https://thehackernews.com/2026/03/critical-n8n-flaws-allow-remote-code.html)); \u043d\u043e\u0432\u044b\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043e\u0442 2026-09-16 ([advisories](https://github.com/n8n-io/n8n/security/advisories)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u0422\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440, \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f, \u0432\u043d\u0435\u0448\u043d\u0438\u0435 task runners, \u0443\u0437\u043a\u0438\u0439 \u043a\u0440\u0443\u0433 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u043e\u0432 |\\n282:| \u0413-51 | LangGraph \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0432 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e | \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u2014 MIT ([LICENSE](https://github.com/langchain-ai/langgraph/blob/main/LICENSE)), \u043f\u0430\u0443\u0437\u0430 `interrupt()` \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 `Command(resume=\u2026)` ([docs](https://docs.langchain.com/oss/python/langgraph/interrupts)), \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 Postgres ([persistence](https://docs.langchain.com/oss/python/langgraph/persistence)). LangGraph Server \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043d\u0430 `beacon.langchain.com` ([docs](https://docs.langchain.com/langsmith/deploy-standalone-server)). \u041f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0443\u0437\u0435\u043b \u0441 `interrupt()` \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e, \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0422\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0432\u043e\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430 (\u0412-4), \u043d\u0435 LangGraph Server |\\n327:\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n355:| \u0414\u0432\u0438\u0436\u043e\u043a | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442: \u0432 \u0433\u0440\u0430\u0444\u0435 15 \u0443\u0437\u043b\u043e\u0432. \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0438\u043b\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u044b. Temporal \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u0431\u043e\u043b\u044c\u0448\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0430\u0443\u0434\u0438\u0442\u0430 | [\u0413-51](#\u0433-51); \u0446\u0435\u043d\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 |\\n381:| Temporal (\u0412-5) | \u041a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432; \u043d\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0434\u043b\u044f \u0411\u0410 | [RFC, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375), [Temporal](https://docs.temporal.io/develop/python/message-passing) |\\n== lorem\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:250:| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n== GigaCode API\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:156:| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:269:| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI \u0434\u043b\u044f Python \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 `base_url` ([openai-python](https://github.com/openai/openai-python)). \u0412 \u0441\u0440\u0435\u0434\u0435 1 API Mango AI \u043d\u0435\u0442 ([issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)). \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0441\u044f | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u0434\u043e\u0441\u0442\u0443\u043f \u043a endpoint Mango AI \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0434\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b 4 |\\n== byte\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:31:\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u2014 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e (\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:173:| \u0413-16 | \u0421\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Working \u0434\u0430\u0451\u0442 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Release | \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 Golden \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 `release.json` (\u043f\u0440\u043e\u0431\u0430 `P5`). \u0412\u044b\u0432\u043e\u0434 \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON \u0441 \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u043a\u043b\u044e\u0447\u0435\u0439 ([`canonical`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L20-L29)); `validate-release` \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041f\u0440\u0438\u043d\u044f\u0442\u044c** \u043a\u0430\u043a \u043e\u043f\u043e\u0440\u0443: \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 6, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442 Working \u0434\u043e Release |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:207:| Working \u2192 Release | Runner | \u0414\u0430 | \u0412\u0441\u0451, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435 ([\u0413-16](#\u0433-16)) |\\n== forensics\\n60:| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\\n73:   RUN-0026, RUN-0063 \u0438 \u043e\u0431\u0430 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0430\u0437\u043d\u044b\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435\\n80:   \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e RUN-0063\u2192RUN-0067: \u043f\u044f\u0442\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0439 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438\\n101:| `SCOPE-01` as-is/delta | \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0440\u0442; RUN-0067 \u0443\u0434\u0430\u043b\u0438\u043b \u0438\u0445. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435. | \u0414\u043e FR \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `evidence \u2192 as_is \u2192 requested_delta \u2192 disposition`; \u0432 FR \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u0430\u044f delta. |\\n107:| `NFR-01` invented metric | RUN-0015 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b 5 \u043c\u0438\u043d\u0443\u0442, 100 ms, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b \u0438 24/7; \u0432\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0431\u044b\u043b\u0438 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c. | \u041d\u0435\u043b\u044c\u0437\u044f \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0447\u0438\u0441\u043b\u043e\u0432\u043e\u0439 target \u0438\u0437 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u043b\u0438 \u0441\u043b\u043e\u0432\u0430 \u00ab\u0431\u044b\u0441\u0442\u0440\u043e\u00bb. | NFR \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 quality attribute, \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u043c, condition, measure, target \u0438 provenance; \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u2014 TBD/open question. |\\n127:| RUN-0063\u2192RUN-0067 | \u041f\u044f\u0442\u044c as-is \u043f\u0441\u0435\u0432\u0434\u043e-FR \u0443\u0434\u0430\u043b\u0435\u043d\u044b; \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c FR, 14 AC \u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c. | \u041c\u0430\u043b\u043e\u0435 \u0447\u0438\u0441\u043b\u043e capability FR + \u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438 \u043b\u0443\u0447\u0448\u0435 \u0441\u043f\u0438\u0441\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0438\u0445 UI-\u0444\u0430\u043a\u0442\u043e\u0432. |\\n325:- RUN-0063 invalid \u2192 RUN-0067 corrected;\\n327:- RUN-0015 invented numeric NFR \u2192 TBD/open question;\\n363:- `[BCREQ-1074 / RUN-0063]` communication expenses report\\n364:- `[BCREQ-1074 / RUN-0064]` error analysis and report-view specification\\n367:- `[BCREQ-1074 / RUN-0067]` detailed export rework\\n== golden\\n75:   \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b; API \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442,\\ncandidates\\ncases.yaml\\ngs-cc-01-queue-overflow.md\\ngs-cc-02-report-export.md\\ngs-cc-neg-01-inbound-vs-outbound.md\\ngs-cc-neg-02-queue-vs-group.md\\ngs-cc-neg-03-sla-vs-aht.md\\ngs-cc-neg-04-ivr-vs-announcer.md\\n== MCP\\n== M metrics\\n38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432) |\\n164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\n165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\n166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0438\u00bb |\\n174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\n177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\n181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\n182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\n189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435 (66 \u0438\u0437 67 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 \u043c\u0443\u043b\u044c\u0442\u0438\u0434\u043e\u043c\u0435\u043d\u043d\u044b\u0435) |\\n194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f | `DP-1`\u2026`DP-5`, `FM-1`, ADR-013, ADR-016 |\\n215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n216:  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\",\n[2026-09-29T07:54:55.725Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:54:55.725Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:54:55.725Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:54:55.725Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:54:55.725Z] [INFO]   }\n[2026-09-29T07:54:55.725Z] [INFO] }\n[2026-09-29T07:54:55.765Z] [STDOUT] [log_6bcbb0] sending request {\n[2026-09-29T07:54:55.772Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:55.778Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:55.782Z] [STDOUT]   options: {\n[2026-09-29T07:54:55.786Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:55.789Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:54:55.797Z] [STDOUT]     body: {\n[2026-09-29T07:54:55.801Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:55.803Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:55.806Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:54:55.812Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:54:55.821Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:54:55.826Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:54:55.829Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:54:55.835Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:54:55.840Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:54:55.844Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:54:55.848Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:54:55.852Z] [STDOUT]       stream: true,\n[2026-09-29T07:54:55.854Z] [STDOUT]     },\n[2026-09-29T07:54:55.857Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:54:55.861Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:54:55.865Z] [STDOUT]       aborted: false,\n[2026-09-29T07:54:55.869Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:54:55.872Z] [STDOUT]       onabort: null,\n[2026-09-29T07:54:55.875Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:54:55.878Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:54:55.880Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:54:55.882Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:54:55.890Z] [STDOUT]     },\n[2026-09-29T07:54:55.892Z] [STDOUT]     stream: true,\n[2026-09-29T07:54:55.900Z] [STDOUT]   },\n[2026-09-29T07:54:55.907Z] [STDOUT]   headers: {\n[2026-09-29T07:54:55.912Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:55.916Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:54:55.919Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:55.923Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:54:55.927Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:55.930Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:55.935Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:55.939Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:55.944Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:55.948Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1486\",\n[2026-09-29T07:54:55.953Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:54:55.955Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:54:55.957Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:55.960Z] [STDOUT]     \"x-client-request-id\": \"5b15bb0d-8384-49ad-b1ec-34cac5e28455\",\n[2026-09-29T07:54:55.965Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:55.968Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:55.973Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:55.976Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:55.978Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:55.981Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:55.984Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:55.986Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:54:55.988Z] [STDOUT]   },\n[2026-09-29T07:54:55.994Z] [STDOUT] }\n[2026-09-29T07:54:56.592Z] [STDOUT] [log_6bcbb0, request-id: \"req_011CfXNUr2U5whXuFkTPUzX3\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 847ms\n[2026-09-29T07:54:56.595Z] [STDOUT] [log_6bcbb0] response start {\n[2026-09-29T07:54:56.600Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:56.603Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:56.608Z] [STDOUT]   headers: {\n[2026-09-29T07:54:56.611Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:56.619Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:54:56.625Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:54:56.636Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:54:56.642Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:54:56.651Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:54:56.655Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:54:56.658Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:54:56.661Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:54:56.664Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:54:56.670Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:54:56.675Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:54:56.681Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:54:56.685Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:54:56.689Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:56.694Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:54:56.701Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:56.705Z] [STDOUT]     \"cf-ray\": \"a4296c326cf65d90-FRA\",\n[2026-09-29T07:54:56.709Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:56.712Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:54:56.715Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:56.721Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:54:56.735Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:56 GMT\",\n[2026-09-29T07:54:56.743Z] [STDOUT]     \"request-id\": \"req_011CfXNUr2U5whXuFkTPUzX3\",\n[2026-09-29T07:54:56.751Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:56.757Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:54:56.764Z] [STDOUT]     traceresponse: \"00-f4a351452881a8cc5e6b33cd0fff4cdb-b60a067f68d2e24e-01\",\n[2026-09-29T07:54:56.769Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:56.772Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:56.779Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:56.784Z] [STDOUT]   },\n[2026-09-29T07:54:56.790Z] [STDOUT]   durationMs: 847,\n[2026-09-29T07:54:56.796Z] [STDOUT] }\n[2026-09-29T07:54:56.801Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:54:56.807Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:54:56 GMT\",\n[2026-09-29T07:54:56.813Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:54:56.831Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:56.841Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:54:56.847Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:54:56.849Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:54:56.852Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:54:56.855Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:54:56.859Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:56.863Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:54:56.866Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:54:56.868Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:54:56.872Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:54:56.875Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:54:56.879Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:54:56.884Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:54:56.889Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:54:56.892Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:54:56.896Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:54:56.900Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:54:56.905Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:54:56.909Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:54:56.918Z] [STDOUT]   \"request-id\": \"req_011CfXNUr2U5whXuFkTPUzX3\",\n[2026-09-29T07:54:56.928Z] [STDOUT]   \"traceresponse\": \"00-f4a351452881a8cc5e6b33cd0fff4cdb-b60a067f68d2e24e-01\",\n[2026-09-29T07:54:56.948Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:56.952Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:56.955Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:54:56.960Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:56.971Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:56.975Z] [STDOUT]   \"cf-ray\": \"a4296c326cf65d90-FRA\",\n[2026-09-29T07:54:56.980Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:54:56.984Z] [STDOUT] [log_6bcbb0] response parsed {\n[2026-09-29T07:54:56.987Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:56.991Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:56.995Z] [STDOUT]   body: X {\n[2026-09-29T07:54:57.000Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:54:57.009Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:54:57.014Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:54:57.018Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:54:57.021Z] [STDOUT]     },\n[2026-09-29T07:54:57.024Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:54:57.028Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:54:57.036Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:54:57.039Z] [STDOUT]   },\n[2026-09-29T07:54:57.047Z] [STDOUT]   durationMs: 848,\n[2026-09-29T07:54:57.050Z] [STDOUT] }\n[2026-09-29T07:54:57.103Z] [INFO] {\n[2026-09-29T07:54:57.103Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:57.103Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:57.103Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:54:57.103Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:57.103Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:57.103Z] [INFO]   \"uuid\": \"817d5087-b474-4751-b75c-48209a549678\"\n[2026-09-29T07:54:57.103Z] [INFO] }\n[2026-09-29T07:54:58.181Z] [INFO] {\n[2026-09-29T07:54:58.181Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:58.181Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:58.181Z] [INFO]   \"estimated_tokens\": 100,\n[2026-09-29T07:54:58.181Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:58.181Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:58.181Z] [INFO]   \"uuid\": \"585663fb-a8a9-4884-b6b1-434331d351dd\"\n[2026-09-29T07:54:58.181Z] [INFO] }\n[2026-09-29T07:54:59.562Z] [INFO] {\n[2026-09-29T07:54:59.562Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:59.562Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:59.562Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:54:59.562Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:59.562Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:59.562Z] [INFO]   \"uuid\": \"b4f04080-882c-4694-8cb9-e5e53c3d4dc6\"\n[2026-09-29T07:54:59.562Z] [INFO] }\n[2026-09-29T07:55:00.964Z] [INFO] {\n[2026-09-29T07:55:00.964Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:00.964Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:00.964Z] [INFO]   \"estimated_tokens\": 500,\n[2026-09-29T07:55:00.964Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:00.964Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:00.964Z] [INFO]   \"uuid\": \"479535fd-4ea5-40ec-80bd-ebf716c9a1d3\"\n[2026-09-29T07:55:00.964Z] [INFO] }\n[2026-09-29T07:55:02.063Z] [INFO] {\n[2026-09-29T07:55:02.063Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:02.063Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:02.063Z] [INFO]   \"estimated_tokens\": 600,\n[2026-09-29T07:55:02.063Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:02.063Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:02.063Z] [INFO]   \"uuid\": \"642b7b45-fdee-4b2f-9905-44f745f40970\"\n[2026-09-29T07:55:02.063Z] [INFO] }\n[2026-09-29T07:55:03.165Z] [INFO] {\n[2026-09-29T07:55:03.165Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:03.165Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:03.165Z] [INFO]   \"estimated_tokens\": 700,\n[2026-09-29T07:55:03.165Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:03.165Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:03.165Z] [INFO]   \"uuid\": \"c3243adf-7df1-4f8f-9080-aeeb3558098b\"\n[2026-09-29T07:55:03.165Z] [INFO] }\n[2026-09-29T07:55:04.655Z] [INFO] {\n[2026-09-29T07:55:04.655Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:04.655Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:04.655Z] [INFO]   \"estimated_tokens\": 850,\n[2026-09-29T07:55:04.655Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:04.655Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:04.655Z] [INFO]   \"uuid\": \"2b254405-5e36-42bc-a8d3-0b9c287a26dd\"\n[2026-09-29T07:55:04.655Z] [INFO] }\n[2026-09-29T07:55:07.259Z] [INFO] {\n[2026-09-29T07:55:07.259Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:07.259Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:07.259Z] [INFO]   \"estimated_tokens\": 975,\n[2026-09-29T07:55:07.259Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:07.259Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:07.259Z] [INFO]   \"uuid\": \"3e325bbc-722b-45f8-892f-2ffa36a1d41c\"\n[2026-09-29T07:55:07.259Z] [INFO] }\n[2026-09-29T07:55:07.284Z] [INFO] {\n[2026-09-29T07:55:07.284Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:07.284Z] [INFO]   \"message\": {\n[2026-09-29T07:55:07.284Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:07.284Z] [INFO]     \"id\": \"msg_011CfXNUri8oF7r8PcDPW4o7\",\n[2026-09-29T07:55:07.284Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:07.284Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:07.284Z] [INFO]     \"content\": [\n[2026-09-29T07:55:07.284Z] [INFO]       {\n[2026-09-29T07:55:07.284Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:55:07.284Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:55:07.284Z] [INFO]         \"signature\": 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\"assistant\",\n[2026-09-29T07:55:07.349Z] [INFO]   \"message\": {\n[2026-09-29T07:55:07.349Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:07.349Z] [INFO]     \"id\": \"msg_011CfXNUri8oF7r8PcDPW4o7\",\n[2026-09-29T07:55:07.349Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:07.349Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:07.349Z] [INFO]     \"content\": [\n[2026-09-29T07:55:07.349Z] [INFO]       {\n[2026-09-29T07:55:07.349Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:55:07.349Z] [INFO]         \"thinking\": \"Most facts have checked out so far, including the CVE, LangGraph MIT license, node counts, and run numbers. I still need to verify a few remaining claims against the slides and sources.\\n\\n\",\n[2026-09-29T07:55:07.349Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:55:07.349Z] [INFO]     ],\n[2026-09-29T07:55:07.349Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:07.349Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:07.349Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:07.349Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:07.349Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:07.349Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:07.349Z] [INFO]       \"cache_creation_input_tokens\": 5637,\n[2026-09-29T07:55:07.349Z] [INFO]       \"cache_read_input_tokens\": 35966,\n[2026-09-29T07:55:07.349Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:07.349Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:07.349Z] [INFO]         \"ephemeral_1h_input_tokens\": 5637\n[2026-09-29T07:55:07.349Z] [INFO]       },\n[2026-09-29T07:55:07.349Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:55:07.349Z] [INFO]       \"service_tier\": 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}\n[2026-09-29T07:55:08.627Z] [INFO] {\n[2026-09-29T07:55:08.627Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:08.627Z] [INFO]   \"message\": {\n[2026-09-29T07:55:08.627Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:08.627Z] [INFO]     \"id\": \"msg_011CfXNUri8oF7r8PcDPW4o7\",\n[2026-09-29T07:55:08.627Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:08.627Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:08.627Z] [INFO]     \"content\": [\n[2026-09-29T07:55:08.627Z] [INFO]       {\n[2026-09-29T07:55:08.627Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:08.627Z] [INFO]         \"id\": \"toolu_01UrCcwQiU9QwgVigxuWm2gG\",\n[2026-09-29T07:55:08.627Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:55:08.627Z] [INFO]         \"input\": {\n[2026-09-29T07:55:08.627Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; S=$P/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\ngrep -n -i 'BCREQ-1074\\\\|\u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\\\\|\u043f\u0435\u0440\u0435\u0434\u0430\u0447\\\\|23 \\\\|\u0434\u043e\u043c\u0435\u043d.*\u043e\u043f\u0435\u0440\u0430\u0446\\\\|1027\\\\|11 \u0441\u0443\u0449\u043d\\\\|7 \u0440\u0430\u0437\u0434\u0435\u043b\\\\|\u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\\\\|contact-center\\\\|\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\\\|\u043a\u0430\u043d\u043e\u043d\u0438\u0447\\\\|\u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442\\\\|\u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442\\\\|\u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\\\\|Dify\\\\|Camunda\\\\|AI Agent\\\\|\u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432' $S | head -40\",\n[2026-09-29T07:55:08.627Z] [INFO]           \"description\": \"Cross-check claims against the slides document\"\n[2026-09-29T07:55:08.627Z] [INFO]         },\n[2026-09-29T07:55:08.627Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:08.627Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:08.627Z] [INFO]         }\n[2026-09-29T07:55:08.627Z] [INFO]       }\n[2026-09-29T07:55:08.627Z] [INFO]     ],\n[2026-09-29T07:55:08.627Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:08.627Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:08.627Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:08.627Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:08.627Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:08.627Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:08.627Z] [INFO]       \"cache_creation_input_tokens\": 5637,\n[2026-09-29T07:55:08.627Z] [INFO]       \"cache_read_input_tokens\": 35966,\n[2026-09-29T07:55:08.627Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:08.627Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:08.627Z] [INFO]         \"ephemeral_1h_input_tokens\": 5637\n[2026-09-29T07:55:08.627Z] [INFO]       },\n[2026-09-29T07:55:08.627Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:55:08.627Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:08.627Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:08.627Z] [INFO]     },\n[2026-09-29T07:55:08.627Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:08.627Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:08.627Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:08.627Z] [INFO]   },\n[2026-09-29T07:55:08.627Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:08.627Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:08.627Z] [INFO]   \"uuid\": \"09f8fb45-ac5c-4ee1-89ef-d4ea7d985514\",\n[2026-09-29T07:55:08.627Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:08.613Z\",\n[2026-09-29T07:55:08.627Z] [INFO]   \"request_id\": \"req_011CfXNUr2U5whXuFkTPUzX3\",\n[2026-09-29T07:55:08.627Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:08.627Z] [INFO]     \"toolu_01UrCcwQiU9QwgVigxuWm2gG\": {\n[2026-09-29T07:55:08.627Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; S=$P/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\ngrep -n -i 'BCREQ-1074\\\\|\u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\\\\|\u043f\u0435\u0440\u0435\u0434\u0430\u0447\\\\|23 \\\\|\u0434\u043e\u043c\u0435\u043d.*\u043e\u043f\u0435\u0440\u0430\u0446\\\\|1027\\\\|11 \u0441\u0443\u0449\u043d\\\\|7 \u0440\u0430\u0437\u0434\u0435\u043b\\\\|\u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\\\\|contact-center\\\\|\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\\\|\u043a\u0430\u043d\u043e\u043d\u0438\u0447\\\\|\u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442\\\\|\u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442\\\\|\u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\\\\|Dify\\\\|Camunda\\\\|AI Agent\\\\|\u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432' $S | head -40\",\n[2026-09-29T07:55:08.627Z] [INFO]       \"description\": \"Cross-check claims against the slides document\"\n[2026-09-29T07:55:08.627Z] [INFO]     }\n[2026-09-29T07:55:08.627Z] [INFO]   }\n[2026-09-29T07:55:08.627Z] [INFO] }\n[2026-09-29T07:55:10.480Z] [INFO] {\n[2026-09-29T07:55:10.480Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:10.480Z] [INFO]   \"message\": {\n[2026-09-29T07:55:10.480Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:10.480Z] [INFO]     \"content\": [\n[2026-09-29T07:55:10.480Z] [INFO]       {\n[2026-09-29T07:55:10.480Z] [INFO]         \"tool_use_id\": \"toolu_01UrCcwQiU9QwgVigxuWm2gG\",\n[2026-09-29T07:55:10.480Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:10.480Z] [INFO]         \"content\": \"31:  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.\\n40:  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.\\n85:- \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c v0.4: 11 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, 4 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, 3 \u0433\u0435\u0439\u0442\u0430.\\n120:- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\\n126:**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\\n191:  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n223:[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n332:3. **\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443:** \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f\\n347:| \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\\n380:  \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432 Cline \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c.\\n413:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n421:  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\\n467:- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n503:| \u041e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 | [\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) |\",\n[2026-09-29T07:55:10.480Z] [INFO]         \"is_error\": false\n[2026-09-29T07:55:10.480Z] [INFO]       }\n[2026-09-29T07:55:10.480Z] [INFO]     ]\n[2026-09-29T07:55:10.480Z] [INFO]   },\n[2026-09-29T07:55:10.480Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:10.480Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:10.480Z] [INFO]   \"uuid\": \"77d65134-7d6f-41c1-87eb-e9791df09f9c\",\n[2026-09-29T07:55:10.480Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:10.476Z\",\n[2026-09-29T07:55:10.480Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:10.480Z] [INFO]     \"stdout\": \"31:  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.\\n40:  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.\\n85:- \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c v0.4: 11 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, 4 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, 3 \u0433\u0435\u0439\u0442\u0430.\\n120:- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\\n126:**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\\n191:  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n223:[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n332:3. **\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443:** \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f\\n347:| \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\\n380:  \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432 Cline \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c.\\n413:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n421:  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\\n467:- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n503:| \u041e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 | [\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) |\",\n[2026-09-29T07:55:10.480Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:55:10.480Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:55:10.480Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:55:10.480Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:55:10.480Z] [INFO]   }\n[2026-09-29T07:55:10.480Z] [INFO] }\n[2026-09-29T07:55:13.478Z] [INFO] {\n[2026-09-29T07:55:13.478Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:13.478Z] [INFO]   \"message\": {\n[2026-09-29T07:55:13.478Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:13.478Z] [INFO]     \"id\": \"msg_011CfXNUri8oF7r8PcDPW4o7\",\n[2026-09-29T07:55:13.478Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:13.478Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:13.478Z] [INFO]     \"content\": [\n[2026-09-29T07:55:13.478Z] [INFO]       {\n[2026-09-29T07:55:13.478Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:13.478Z] [INFO]         \"id\": \"toolu_01Ps1ZhfnSaKUt6RzYLAUEXn\",\n[2026-09-29T07:55:13.478Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:55:13.478Z] [INFO]         \"input\": {\n[2026-09-29T07:55:13.478Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; R=$P/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md; C=$P/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\necho \\\"== reject\\\"; grep -n -i 'Dify\\\\|Camunda\\\\|Flowise' $R | head -8\\necho \\\"== n8n reasons\\\"; grep -n -i 'AI Agent\\\\|\u043f\u0435\u0440\u0435\u0440\u0438\u0441' $R | head -5\\necho \\\"== MCP/secrets\\\"; grep -rn -i 'MCP' $R $C $P/docs/adr/2026-09-adr-019*.md | head -8; grep -rln -i '\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442' $P --include=*.md | head\\necho \\\"== self-declare\\\"; grep -n -i '\u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\\\\|\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\\\\|source_read\\\\|\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\\\|\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442' $C | head -8\\necho \\\"== CLI transitions\\\"; grep -n -i '\u043d\u0430\u0431\u0438\u0440\u0430\\\\|\u0432\u0432\u043e\u0434\u0438\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\\\\|\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b' $R | head -5\\necho \\\"== ADR-017\\\"; grep -n -i 'Feedback' $P/decisions/2026-09-adr-017*.md | head -5\\necho \\\"== forensics classes\\\"; grep -n -i '\u0447\u0435\u0442\u044b\u0440\\\\|\u043a\u043b\u0430\u0441\u0441.* \u043e\u0442\u043a\u0430\u0437' $P/docs/analysis/2026-09-23-requirements-run-forensics.md | head -8\\necho \\\"== golden 7\\\"; grep -n -i 'API\\\\|\u043a\u0430\u0431\u0438\u043d\u0435\u0442' $P/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md | head -8\",\n[2026-09-29T07:55:13.478Z] [INFO]           \"description\": \"Verify remaining claims in source analyses\"\n[2026-09-29T07:55:13.478Z] [INFO]         },\n[2026-09-29T07:55:13.478Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:13.478Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:13.478Z] [INFO]         }\n[2026-09-29T07:55:13.478Z] [INFO]       }\n[2026-09-29T07:55:13.478Z] [INFO]     ],\n[2026-09-29T07:55:13.478Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:13.478Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:13.478Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:13.478Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:13.478Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:13.478Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:13.478Z] [INFO]       \"cache_creation_input_tokens\": 5637,\n[2026-09-29T07:55:13.478Z] [INFO]       \"cache_read_input_tokens\": 35966,\n[2026-09-29T07:55:13.478Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:13.478Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:13.478Z] [INFO]         \"ephemeral_1h_input_tokens\": 5637\n[2026-09-29T07:55:13.478Z] [INFO]       },\n[2026-09-29T07:55:13.478Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:55:13.478Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:13.478Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:13.478Z] [INFO]     },\n[2026-09-29T07:55:13.478Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:13.478Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:13.478Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:13.478Z] [INFO]   },\n[2026-09-29T07:55:13.478Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:13.478Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:13.478Z] [INFO]   \"uuid\": \"48d2256c-99d0-4ab0-91c4-9464cba4e4eb\",\n[2026-09-29T07:55:13.478Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:13.462Z\",\n[2026-09-29T07:55:13.478Z] [INFO]   \"request_id\": \"req_011CfXNUr2U5whXuFkTPUzX3\",\n[2026-09-29T07:55:13.478Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:13.478Z] [INFO]     \"toolu_01Ps1ZhfnSaKUt6RzYLAUEXn\": {\n[2026-09-29T07:55:13.478Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; R=$P/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md; C=$P/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\necho \\\"== reject\\\"; grep -n -i 'Dify\\\\|Camunda\\\\|Flowise' $R | head -8\\necho \\\"== n8n reasons\\\"; grep -n -i 'AI Agent\\\\|\u043f\u0435\u0440\u0435\u0440\u0438\u0441' $R | head -5\\necho \\\"== MCP/secrets\\\"; grep -rn -i 'MCP' $R $C $P/docs/adr/2026-09-adr-019*.md | head -8; grep -rln -i '\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442' $P --include=*.md | head\\necho \\\"== self-declare\\\"; grep -n -i '\u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\\\\|\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\\\\|source_read\\\\|\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\\\|\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442' $C | head -8\\necho \\\"== CLI transitions\\\"; grep -n -i '\u043d\u0430\u0431\u0438\u0440\u0430\\\\|\u0432\u0432\u043e\u0434\u0438\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\\\\|\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b' $R | head -5\\necho \\\"== ADR-017\\\"; grep -n -i 'Feedback' $P/decisions/2026-09-adr-017*.md | head -5\\necho \\\"== forensics classes\\\"; grep -n -i '\u0447\u0435\u0442\u044b\u0440\\\\|\u043a\u043b\u0430\u0441\u0441.* \u043e\u0442\u043a\u0430\u0437' $P/docs/analysis/2026-09-23-requirements-run-forensics.md | head -8\\necho \\\"== golden 7\\\"; grep -n -i 'API\\\\|\u043a\u0430\u0431\u0438\u043d\u0435\u0442' $P/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md | head -8\",\n[2026-09-29T07:55:13.478Z] [INFO]       \"description\": \"Verify remaining claims in source analyses\"\n[2026-09-29T07:55:13.478Z] [INFO]     }\n[2026-09-29T07:55:13.478Z] [INFO]   }\n[2026-09-29T07:55:13.478Z] [INFO] }\n[2026-09-29T07:55:15.403Z] [INFO] {\n[2026-09-29T07:55:15.403Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:15.403Z] [INFO]   \"message\": {\n[2026-09-29T07:55:15.403Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:15.403Z] [INFO]     \"content\": [\n[2026-09-29T07:55:15.403Z] [INFO]       {\n[2026-09-29T07:55:15.403Z] [INFO]         \"tool_use_id\": \"toolu_01Ps1ZhfnSaKUt6RzYLAUEXn\",\n[2026-09-29T07:55:15.403Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:15.403Z] [INFO]         \"content\": \"== reject\\n84:  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n85:  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n226:| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n228:| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n283:| \u0413-52 | Low-code \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u0418\u0418 (Dify, Flowise) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e | Dify \u2014 \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u0430\u044f Apache \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 ([LICENSE](https://github.com/langgenius/dify/blob/main/LICENSE)), \u043a\u043e\u0434 \u0432 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0435 \u0431\u0435\u0437 \u0441\u0435\u0442\u0438 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 ([docs](https://docs.dify.ai/en/use-dify/nodes/code)) \u2014 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c; Flowise \u2014 Node.js ([LICENSE](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md)); \u0432 \u043e\u0431\u043e\u0438\u0445 \u0433\u0440\u0430\u0444 \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c \u043a\u0430\u043a \u044f\u0434\u0440\u043e; \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 |\\n284:| \u0413-53 | BPMN-\u0434\u0432\u0438\u0436\u043e\u043a \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0411\u0410 | Camunda 8 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044e \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 8.6 ([Camunda](https://camunda.com/blog/2024/04/licensing-update-camunda-8-self-managed/)); Operaton \u2014 Apache-2.0 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/operaton/operaton)), \u043d\u043e \u044d\u0442\u043e Java \u0438 BPMN: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 BPMN, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u043d\u0438\u043a\u0438 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c; \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c BPMN-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 |\\n382:| Dify, Flowise (\u0412-8) | \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Dify, \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0430 \u0431\u0435\u0437 \u0444\u0430\u0439\u043b\u043e\u0432, Node.js \u0443 Flowise, \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 | [\u0413-52](#\u0433-52) |\\n384:| Camunda 8, Operaton (\u0412-10) | \u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Camunda; Java \u0438 BPMN \u0443 Operaton | [\u0413-53](#\u0433-53) |\\n== n8n reasons\\n66:\u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432 n8n \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b\\n67:\u0440\u044f\u0434\u043e\u043c \u0441 Source; \u0443\u0437\u0435\u043b AI Agent \u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442, \u043a\u0430\u043a\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c, \u2014 \u0442\u0430\\n119:   \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u0441\u0432\u043e\u0435\u0439 \u0441\u0440\u0435\u0434\u044b.\\n121:   \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u043e: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c\\n207:\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n== MCP/secrets\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:220:| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:264:| \u0413-38 | MCP-\u0441\u0435\u0440\u0432\u0435\u0440 runner \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c | \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f MCP: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u00abmodel-controlled\u00bb ([MCP 2025-11-25, tools](https://modelcontextprotocol.io/specification/2025-11-25/server/tools)); \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. ADR-018 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443 \u0436\u0435 ([L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)), ADR-019 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 MCP \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a ([L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043a\u0430\u043a \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0445\u043e\u0434, \u043d\u043e runner \u0432\u0441\u0451 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043d\u0435\u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:323:| 1.6 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source \u0434\u043b\u044f \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432; \u0432 Cline \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u0438 hook, \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u043f\u0438\u0441\u044c \u0432 `runs/` \u043c\u0438\u043c\u043e runner | [\u0413-38](#\u0433-38)\u2026[\u0413-40](#\u0433-40) |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:378:| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP, skill \u0438\u043b\u0438 workflow \u043a\u043b\u0438\u0435\u043d\u0442\u0430 (\u0412-2) | \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; hooks \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0442 | [\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39) |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:78:  \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Mango (MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u044b, Jira, Confluence) \u2014 \u043a \u043d\u0438\u043c\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:156:### \u0412. \u0424\u0438\u0437\u0438\u043a\u0430 \u0440\u0430\u0431\u043e\u0442\u044b: Python, hooks, MCP, \u0440\u0435\u0436\u0438\u043c\u044b Cline\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:162:| \u0413-11 | \u0421\u043f\u0438\u0441\u043e\u043a \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 hook \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438 Cline, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u0438\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c | Hook \u0437\u043d\u0430\u0435\u0442 \u0438\u043c\u0435\u043d\u0430 Cline v3: `read_file`, `write_to_file`, `use_mcp_tool`\u2026 ([`cline_hook.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/cline_hook.py#L13-L17)). \u0421 v4.0 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u043d\u0430\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f [`read_files`, `search_codebase`, `run_commands`, `editor`, `ask_question`\u2026](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/sdk/packages/core/src/extensions/tools/constants.ts#L12-L22), MCP \u2014 `\u0441\u0435\u0440\u0432\u0435\u0440__\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442`, \u0438 [PreToolUse \u0441\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u043a\u0430\u0436\u0434\u044b\u0439](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/sdk/hooks-adapter.ts#L147-L174). \u041f\u0440\u043e\u0431\u0430 `P8b`: hook \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 `read_files`, `ask_question` \u0438 \u0434\u0430\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u044c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 `editor`. \u0422\u0430\u043c, \u0433\u0434\u0435 hooks \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f (Linux, macOS, \u0431\u0443\u0434\u0443\u0449\u0438\u0435 `.ps1` \u0438\u0437 B-200), Cline v4.1.21 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u043f\u0435\u0440\u0432\u043e\u043c \u0447\u0442\u0435\u043d\u0438\u0438 \u0444\u0430\u0439\u043b\u0430. \u0421\u043e\u0431\u044b\u0442\u0438\u0435 `TaskResume` v4 [\u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/sdk/hooks-adapter.ts#L1-L12). \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f [\u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0432\u0435\u0440\u0441\u0438\u044e Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/02-install.md#L42-L44) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** (B-200): \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043e\u0431\u0430 \u043d\u0430\u0431\u043e\u0440\u0430 \u0438\u043c\u0451\u043d \u0438\u043b\u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Cline \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438. \u0411\u0435\u0437 \u044d\u0442\u043e\u0433\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u041e-3 \u0441\u043b\u043e\u043c\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443, \u0430 \u043d\u0435 \u0437\u0430\u0449\u0438\u0442\u0438\u0442 \u0435\u0451 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:163:| \u0413-12 | \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira/Confluence \u0447\u0435\u0440\u0435\u0437 MCP \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d \u0447\u0442\u0435\u043d\u0438\u0435\u043c \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 | Hook \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 `use_mcp_tool` \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u043c\u0435\u043d\u0438 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0438\u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 \u2014 [`READ_TOOLS`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/cline_hook.py#L13-L16), \u043f\u0440\u043e\u0431\u0430 `P8`. \u00ab\u0422\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u2014 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044e \u0432 [`kb-policy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/kb-policy.md#L10-L17), \u0442\u043e \u0435\u0441\u0442\u044c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435: [MCP \u043d\u0435 \u0432 Auto-approve](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L204-L210) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c**: \u0432 hook \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435; \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u2014 \u044f\u0432\u043d\u0430\u044f \u0444\u0440\u0430\u0437\u0430 \u00ab\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0439\u0442\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0438\u0441\u043a \u0438 \u0447\u0442\u0435\u043d\u0438\u0435\u00bb. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u2014 **\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435** |\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\\n== self-declare\\n34:\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n39:\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b (\u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435 \u0438 \u0432\u044b\u0431\u043e\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n48:   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n55:   \u0441 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438), \u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c\\n176:| \u0413-19 | \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014 \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0431\u0438\u0437\u043d\u0435\u0441-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0437\u0430\u0434\u0430\u043d\u043d\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043c\u043e\u0436\u043d\u043e \u0447\u0438\u0442\u0430\u0442\u044c \u0438 \u043e\u0442\u0434\u0430\u0432\u0430\u0442\u044c | `release.json` \u2014 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430, 2053 \u0431\u0430\u0439\u0442\u0430; \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u0435 \u2014 `Terms`, `Business context`\u2026 (\u043f\u0440\u043e\u0431\u0430 `P6`; \u043f\u0440\u043e\u0444\u0438\u043b\u044c [`bcreq-client-v1.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/contracts/bcreq-client-v1.json#L8-L36)). \u0427\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f [\u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u043f\u043e\u043f\u0440\u043e\u0441\u0438\u0442\u044c Cline \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u0430\u0442\u044c \u0444\u0430\u0439\u043b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/06-working-with-cline.md#L242-L243) \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c**: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u043d\u0434\u0435\u0440 Release \u0432 Markdown (\u0438\u043b\u0438 DOCX) \u0441 \u0440\u0443\u0441\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438 \u0438\u0437 \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u043a\u0430\u043a \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u044b\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0448\u0430\u0433. \u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 2 \u0431\u0435\u0437 \u0443\u0447\u0430\u0441\u0442\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 |\\n208:| \u0427\u0442\u0435\u043d\u0438\u0435 Release \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | \u041c\u043e\u0434\u0435\u043b\u044c (\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437) | \u041d\u0435\u0442 | \u041d\u0438\u0447\u0435\u0433\u043e ([\u0413-19](#\u0433-19)) |\\n232:   \u043a\u0440\u043e\u043c\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u2014 \u043b\u0438\u0431\u043e JSON, \u043b\u0438\u0431\u043e \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u043c\u043e\u0434\u0435\u043b\u0438: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u043e\u0448\u0438\u0431\u043a\u0438,\\n254:   \u043d\u0435 \u0433\u0435\u0439\u0442, \u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u044f. \u0417\u0430\u0434\u0430\u0447\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n== CLI transitions\\n40:\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n135:| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n218:| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n== ADR-017\\n74:\u041f\u0440\u0438\u043d\u044f\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0443 `Source \u2192 Distribution \u2192 Runtime \u2192 Feedback \u2192 Source` \u0434\u043b\u044f\\n103:\u2502   \u2514\u2500\u2500 feedback/                  # inbox \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u043f\u0435\u0440\u0432\u043e\u043c \u0438\u043c\u043f\u043e\u0440\u0442\u0435\\n110:\u0438 \u0438\u043c\u043f\u043e\u0440\u0442\u043e\u043c feedback. `experiments/` \u0445\u0440\u0430\u043d\u0438\u0442 \u043d\u0435\u0437\u0440\u0435\u043b\u044b\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438; \u0438\u0445 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0432\\n170:\u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438\u043b\u0438 \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0435 feedback-\\n195:\u2514\u2500\u2500 feedback/\\n== forensics classes\\n20:\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n21:\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n128:| BCREQ-1104 | \u041f\u043e\u0441\u043b\u0435 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u043e\u043f\u0440\u0430\u0432\u043e\u043a \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0447\u0435\u0442\u044b\u0440\u0435 \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0431\u0435\u0437 \u043b\u0438\u0448\u043d\u0435\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438. | Human correction \u0434\u043e\u043b\u0436\u043d\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f regression example, \u0430 \u043d\u0435 \u043e\u0434\u043d\u043e\u0440\u0430\u0437\u043e\u0432\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. |\\n== golden 7\\n19:\u0415\u0434\u0438\u043d\u0430\u044f \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 \u0441\u0435\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430 \u043a API, \u041b\u0438\u0447\u043d\u043e\u043c\u0443\\n20:\u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0443 \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0443. \u041e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0441\u043a\u0435\u043b\u0435\u0442, \u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 4\\n52:| `BCREQ-729.pdf`, 10 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | API-\u043f\u043e\u043b\u044f \u0438 \u043c\u0435\u0442\u043e\u0434\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0424\u0422; \u043f\u0440\u0438\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0440\u0438\u0441\u043a \u043f\u043e\u0434\u043c\u0435\u043d\u044b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u0445\u0435\u043c\u043e\u0439. |\\n56:| `BCREQ-1069.pdf`, 27 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | API-\u043a\u0435\u0439\u0441 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043a\u043b\u044e\u0447\u0435\u0439, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433, \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u0438 24 use cases; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u0424\u0422\u2194UC \u043a\u0430\u043a \u043c\u043d\u043e\u0433\u0438\u0435-\u043a\u043e-\u043c\u043d\u043e\u0433\u0438\u043c. |\\n74:3. **\u00ab\u0414\u043b\u044f API, \u041b\u041a \u0438 \u041a\u0426 \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430\u00bb.** \u041d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e.\\n75:   \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b; API \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442,\\n115:- \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043b\u0435\u0439, \u043a\u043d\u043e\u043f\u043e\u043a, \u0432\u043a\u043b\u0430\u0434\u043e\u043a, \u043c\u0435\u0442\u043e\u0434\u043e\u0432 API, HTTP-\u043a\u043e\u0434\u043e\u0432 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0432 payload;\\n126:## Golden Form 1 \u2014 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430 API\",\n[2026-09-29T07:55:15.403Z] [INFO]         \"is_error\": false\n[2026-09-29T07:55:15.403Z] [INFO]       }\n[2026-09-29T07:55:15.403Z] [INFO]     ]\n[2026-09-29T07:55:15.403Z] [INFO]   },\n[2026-09-29T07:55:15.403Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:15.403Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:15.403Z] [INFO]   \"uuid\": \"307a0e56-172d-4d84-8bea-027bb49481d9\",\n[2026-09-29T07:55:15.403Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:15.388Z\",\n[2026-09-29T07:55:15.403Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:15.403Z] [INFO]     \"stdout\": \"== reject\\n84:  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n85:  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n226:| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n228:| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n283:| \u0413-52 | Low-code \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u0418\u0418 (Dify, Flowise) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e | Dify \u2014 \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u0430\u044f Apache \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 ([LICENSE](https://github.com/langgenius/dify/blob/main/LICENSE)), \u043a\u043e\u0434 \u0432 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0435 \u0431\u0435\u0437 \u0441\u0435\u0442\u0438 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 ([docs](https://docs.dify.ai/en/use-dify/nodes/code)) \u2014 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c; Flowise \u2014 Node.js ([LICENSE](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md)); \u0432 \u043e\u0431\u043e\u0438\u0445 \u0433\u0440\u0430\u0444 \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c \u043a\u0430\u043a \u044f\u0434\u0440\u043e; \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 |\\n284:| \u0413-53 | BPMN-\u0434\u0432\u0438\u0436\u043e\u043a \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0411\u0410 | Camunda 8 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044e \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 8.6 ([Camunda](https://camunda.com/blog/2024/04/licensing-update-camunda-8-self-managed/)); Operaton \u2014 Apache-2.0 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/operaton/operaton)), \u043d\u043e \u044d\u0442\u043e Java \u0438 BPMN: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 BPMN, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u043d\u0438\u043a\u0438 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c; \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c BPMN-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 |\\n382:| Dify, Flowise (\u0412-8) | \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Dify, \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0430 \u0431\u0435\u0437 \u0444\u0430\u0439\u043b\u043e\u0432, Node.js \u0443 Flowise, \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 | [\u0413-52](#\u0433-52) |\\n384:| Camunda 8, Operaton (\u0412-10) | \u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Camunda; Java \u0438 BPMN \u0443 Operaton | [\u0413-53](#\u0433-53) |\\n== n8n reasons\\n66:\u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432 n8n \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b\\n67:\u0440\u044f\u0434\u043e\u043c \u0441 Source; \u0443\u0437\u0435\u043b AI Agent \u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442, \u043a\u0430\u043a\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c, \u2014 \u0442\u0430\\n119:   \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u0441\u0432\u043e\u0435\u0439 \u0441\u0440\u0435\u0434\u044b.\\n121:   \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u043e: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c\\n207:\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n== MCP/secrets\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:220:| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:264:| \u0413-38 | MCP-\u0441\u0435\u0440\u0432\u0435\u0440 runner \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c | \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f MCP: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u00abmodel-controlled\u00bb ([MCP 2025-11-25, tools](https://modelcontextprotocol.io/specification/2025-11-25/server/tools)); \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. ADR-018 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443 \u0436\u0435 ([L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)), ADR-019 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 MCP \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a ([L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043a\u0430\u043a \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0445\u043e\u0434, \u043d\u043e runner \u0432\u0441\u0451 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043d\u0435\u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:323:| 1.6 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source \u0434\u043b\u044f \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432; \u0432 Cline \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u0438 hook, \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u043f\u0438\u0441\u044c \u0432 `runs/` \u043c\u0438\u043c\u043e runner | [\u0413-38](#\u0433-38)\u2026[\u0413-40](#\u0433-40) |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:378:| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP, skill \u0438\u043b\u0438 workflow \u043a\u043b\u0438\u0435\u043d\u0442\u0430 (\u0412-2) | \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; hooks \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0442 | [\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39) |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:78:  \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Mango (MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u044b, Jira, Confluence) \u2014 \u043a \u043d\u0438\u043c\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:156:### \u0412. \u0424\u0438\u0437\u0438\u043a\u0430 \u0440\u0430\u0431\u043e\u0442\u044b: Python, hooks, MCP, \u0440\u0435\u0436\u0438\u043c\u044b Cline\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:162:| \u0413-11 | \u0421\u043f\u0438\u0441\u043e\u043a \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 hook \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438 Cline, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u0438\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c | Hook \u0437\u043d\u0430\u0435\u0442 \u0438\u043c\u0435\u043d\u0430 Cline v3: `read_file`, `write_to_file`, `use_mcp_tool`\u2026 ([`cline_hook.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/cline_hook.py#L13-L17)). \u0421 v4.0 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u043d\u0430\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f [`read_files`, `search_codebase`, `run_commands`, `editor`, `ask_question`\u2026](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/sdk/packages/core/src/extensions/tools/constants.ts#L12-L22), MCP \u2014 `\u0441\u0435\u0440\u0432\u0435\u0440__\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442`, \u0438 [PreToolUse \u0441\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u043a\u0430\u0436\u0434\u044b\u0439](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/sdk/hooks-adapter.ts#L147-L174). \u041f\u0440\u043e\u0431\u0430 `P8b`: hook \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 `read_files`, `ask_question` \u0438 \u0434\u0430\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u044c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 `editor`. \u0422\u0430\u043c, \u0433\u0434\u0435 hooks \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f (Linux, macOS, \u0431\u0443\u0434\u0443\u0449\u0438\u0435 `.ps1` \u0438\u0437 B-200), Cline v4.1.21 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u043f\u0435\u0440\u0432\u043e\u043c \u0447\u0442\u0435\u043d\u0438\u0438 \u0444\u0430\u0439\u043b\u0430. \u0421\u043e\u0431\u044b\u0442\u0438\u0435 `TaskResume` v4 [\u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/sdk/hooks-adapter.ts#L1-L12). \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f [\u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0432\u0435\u0440\u0441\u0438\u044e Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/02-install.md#L42-L44) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** (B-200): \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043e\u0431\u0430 \u043d\u0430\u0431\u043e\u0440\u0430 \u0438\u043c\u0451\u043d \u0438\u043b\u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Cline \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438. \u0411\u0435\u0437 \u044d\u0442\u043e\u0433\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u041e-3 \u0441\u043b\u043e\u043c\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443, \u0430 \u043d\u0435 \u0437\u0430\u0449\u0438\u0442\u0438\u0442 \u0435\u0451 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:163:| \u0413-12 | \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira/Confluence \u0447\u0435\u0440\u0435\u0437 MCP \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d \u0447\u0442\u0435\u043d\u0438\u0435\u043c \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 | Hook \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 `use_mcp_tool` \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u043c\u0435\u043d\u0438 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0438\u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 \u2014 [`READ_TOOLS`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/cline_hook.py#L13-L16), \u043f\u0440\u043e\u0431\u0430 `P8`. \u00ab\u0422\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u2014 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044e \u0432 [`kb-policy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/kb-policy.md#L10-L17), \u0442\u043e \u0435\u0441\u0442\u044c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435: [MCP \u043d\u0435 \u0432 Auto-approve](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L204-L210) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c**: \u0432 hook \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435; \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u2014 \u044f\u0432\u043d\u0430\u044f \u0444\u0440\u0430\u0437\u0430 \u00ab\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0439\u0442\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0438\u0441\u043a \u0438 \u0447\u0442\u0435\u043d\u0438\u0435\u00bb. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u2014 **\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435** |\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\\n== self-declare\\n34:\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n39:\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b (\u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435 \u0438 \u0432\u044b\u0431\u043e\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n48:   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n55:   \u0441 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438), \u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c\\n176:| \u0413-19 | \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014 \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0431\u0438\u0437\u043d\u0435\u0441-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0437\u0430\u0434\u0430\u043d\u043d\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043c\u043e\u0436\u043d\u043e \u0447\u0438\u0442\u0430\u0442\u044c \u0438 \u043e\u0442\u0434\u0430\u0432\u0430\u0442\u044c | `release.json` \u2014 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430, 2053 \u0431\u0430\u0439\u0442\u0430; \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u0435 \u2014 `Terms`, `Business context`\u2026 (\u043f\u0440\u043e\u0431\u0430 `P6`; \u043f\u0440\u043e\u0444\u0438\u043b\u044c [`bcreq-client-v1.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/contracts/bcreq-client-v1.json#L8-L36)). \u0427\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f [\u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u043f\u043e\u043f\u0440\u043e\u0441\u0438\u0442\u044c Cline \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u0430\u0442\u044c \u0444\u0430\u0439\u043b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/06-working-with-cline.md#L242-L243) \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c**: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u043d\u0434\u0435\u0440 Release \u0432 Markdown (\u0438\u043b\u0438 DOCX) \u0441 \u0440\u0443\u0441\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438 \u0438\u0437 \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u043a\u0430\u043a \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u044b\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0448\u0430\u0433. \u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 2 \u0431\u0435\u0437 \u0443\u0447\u0430\u0441\u0442\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 |\\n208:| \u0427\u0442\u0435\u043d\u0438\u0435 Release \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | \u041c\u043e\u0434\u0435\u043b\u044c (\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437) | \u041d\u0435\u0442 | \u041d\u0438\u0447\u0435\u0433\u043e ([\u0413-19](#\u0433-19)) |\\n232:   \u043a\u0440\u043e\u043c\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u2014 \u043b\u0438\u0431\u043e JSON, \u043b\u0438\u0431\u043e \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u043c\u043e\u0434\u0435\u043b\u0438: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u043e\u0448\u0438\u0431\u043a\u0438,\\n254:   \u043d\u0435 \u0433\u0435\u0439\u0442, \u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u044f. \u0417\u0430\u0434\u0430\u0447\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n== CLI transitions\\n40:\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n135:| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n218:| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n== ADR-017\\n74:\u041f\u0440\u0438\u043d\u044f\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0443 `Source \u2192 Distribution \u2192 Runtime \u2192 Feedback \u2192 Source` \u0434\u043b\u044f\\n103:\u2502   \u2514\u2500\u2500 feedback/                  # inbox \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u043f\u0435\u0440\u0432\u043e\u043c \u0438\u043c\u043f\u043e\u0440\u0442\u0435\\n110:\u0438 \u0438\u043c\u043f\u043e\u0440\u0442\u043e\u043c feedback. `experiments/` \u0445\u0440\u0430\u043d\u0438\u0442 \u043d\u0435\u0437\u0440\u0435\u043b\u044b\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438; \u0438\u0445 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0432\\n170:\u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438\u043b\u0438 \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0435 feedback-\\n195:\u2514\u2500\u2500 feedback/\\n== forensics classes\\n20:\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n21:\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n128:| BCREQ-1104 | \u041f\u043e\u0441\u043b\u0435 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u043e\u043f\u0440\u0430\u0432\u043e\u043a \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0447\u0435\u0442\u044b\u0440\u0435 \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0431\u0435\u0437 \u043b\u0438\u0448\u043d\u0435\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438. | Human correction \u0434\u043e\u043b\u0436\u043d\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f regression example, \u0430 \u043d\u0435 \u043e\u0434\u043d\u043e\u0440\u0430\u0437\u043e\u0432\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. |\\n== golden 7\\n19:\u0415\u0434\u0438\u043d\u0430\u044f \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 \u0441\u0435\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430 \u043a API, \u041b\u0438\u0447\u043d\u043e\u043c\u0443\\n20:\u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0443 \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0443. \u041e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0441\u043a\u0435\u043b\u0435\u0442, \u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 4\\n52:| `BCREQ-729.pdf`, 10 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | API-\u043f\u043e\u043b\u044f \u0438 \u043c\u0435\u0442\u043e\u0434\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0424\u0422; \u043f\u0440\u0438\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0440\u0438\u0441\u043a \u043f\u043e\u0434\u043c\u0435\u043d\u044b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u0445\u0435\u043c\u043e\u0439. |\\n56:| `BCREQ-1069.pdf`, 27 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | API-\u043a\u0435\u0439\u0441 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043a\u043b\u044e\u0447\u0435\u0439, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433, \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u0438 24 use cases; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u0424\u0422\u2194UC \u043a\u0430\u043a \u043c\u043d\u043e\u0433\u0438\u0435-\u043a\u043e-\u043c\u043d\u043e\u0433\u0438\u043c. |\\n74:3. **\u00ab\u0414\u043b\u044f API, \u041b\u041a \u0438 \u041a\u0426 \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430\u00bb.** \u041d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e.\\n75:   \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b; API \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442,\\n115:- \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043b\u0435\u0439, \u043a\u043d\u043e\u043f\u043e\u043a, \u0432\u043a\u043b\u0430\u0434\u043e\u043a, \u043c\u0435\u0442\u043e\u0434\u043e\u0432 API, HTTP-\u043a\u043e\u0434\u043e\u0432 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0432 payload;\\n126:## Golden Form 1 \u2014 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430 API\",\n[2026-09-29T07:55:15.403Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:55:15.403Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:55:15.403Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:55:15.403Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:55:15.403Z] [INFO]   }\n[2026-09-29T07:55:15.403Z] [INFO] }\n[2026-09-29T07:55:15.479Z] [STDOUT] [log_a033f0] sending request {\n[2026-09-29T07:55:15.529Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:55:15.545Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:15.556Z] [STDOUT]   options: {\n[2026-09-29T07:55:15.586Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:55:15.594Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:55:15.611Z] [STDOUT]     body: {\n[2026-09-29T07:55:15.629Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:55:15.642Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:55:15.655Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:55:15.659Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:55:15.663Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:55:15.672Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:55:15.682Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:55:15.685Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:55:15.691Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:55:15.694Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:55:15.696Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:55:15.697Z] [STDOUT]       stream: true,\n[2026-09-29T07:55:15.700Z] [STDOUT]     },\n[2026-09-29T07:55:15.702Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:55:15.704Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:55:15.706Z] [STDOUT]       aborted: false,\n[2026-09-29T07:55:15.708Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:55:15.710Z] [STDOUT]       onabort: null,\n[2026-09-29T07:55:15.712Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:55:15.714Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:55:15.716Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:55:15.718Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:55:15.720Z] [STDOUT]     },\n[2026-09-29T07:55:15.721Z] [STDOUT]     stream: true,\n[2026-09-29T07:55:15.723Z] [STDOUT]   },\n[2026-09-29T07:55:15.725Z] [STDOUT]   headers: {\n[2026-09-29T07:55:15.727Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:55:15.729Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:55:15.737Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:55:15.743Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:55:15.749Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:55:15.752Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:55:15.757Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:55:15.761Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:55:15.764Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:55:15.766Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1833;Bash=1875\",\n[2026-09-29T07:55:15.768Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:55:15.769Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:55:15.772Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:15.776Z] [STDOUT]     \"x-client-request-id\": \"072584c6-51af-4ac8-8c37-40c9e2cd037a\",\n[2026-09-29T07:55:15.778Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:55:15.780Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:55:15.782Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:55:15.784Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:55:15.787Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:55:15.789Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:55:15.791Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:55:15.793Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:55:15.794Z] [STDOUT]   },\n[2026-09-29T07:55:15.796Z] [STDOUT] }\n[2026-09-29T07:55:16.217Z] [STDOUT] [log_a033f0, request-id: \"req_011CfXNWJRzJcsUvKMcHS1WV\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 740ms\n[2026-09-29T07:55:16.220Z] [STDOUT] [log_a033f0] response start {\n[2026-09-29T07:55:16.224Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:16.229Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:16.233Z] [STDOUT]   headers: {\n[2026-09-29T07:55:16.237Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:16.243Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:16.248Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:16.254Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:16.260Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:16.264Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:16.273Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:16.279Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:16.288Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:16.304Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:16.307Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:16.310Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:16.314Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:16.317Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:16.322Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:16.332Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:16.344Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:16.351Z] [STDOUT]     \"cf-ray\": \"a4296cadca0f5d90-FRA\",\n[2026-09-29T07:55:16.378Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:55:16.383Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:16.387Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:16.391Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:16.397Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:55:16 GMT\",\n[2026-09-29T07:55:16.403Z] [STDOUT]     \"request-id\": \"req_011CfXNWJRzJcsUvKMcHS1WV\",\n[2026-09-29T07:55:16.410Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:55:16.416Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:16.440Z] [STDOUT]     traceresponse: \"00-3e27c5283e223cfef23dbe48713fb349-b19c2cb100e84e87-01\",\n[2026-09-29T07:55:16.446Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:16.469Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:55:16.475Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:16.478Z] [STDOUT]   },\n[2026-09-29T07:55:16.483Z] [STDOUT]   durationMs: 740,\n[2026-09-29T07:55:16.489Z] [STDOUT] }\n[2026-09-29T07:55:16.492Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:55:16.494Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:55:16 GMT\",\n[2026-09-29T07:55:16.497Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:16.500Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:16.512Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:55:16.518Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:16.524Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:16.528Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:16.531Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:55:16.534Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:16.537Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:16.547Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:16.558Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:16.564Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:16.577Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:16.583Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:16.588Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:16.593Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:16.597Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:16.600Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:16.614Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:16.619Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:16.626Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:16.630Z] [STDOUT]   \"request-id\": \"req_011CfXNWJRzJcsUvKMcHS1WV\",\n[2026-09-29T07:55:16.636Z] [STDOUT]   \"traceresponse\": \"00-3e27c5283e223cfef23dbe48713fb349-b19c2cb100e84e87-01\",\n[2026-09-29T07:55:16.641Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:16.649Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:16.655Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:55:16.661Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:16.667Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:16.672Z] [STDOUT]   \"cf-ray\": \"a4296cadca0f5d90-FRA\",\n[2026-09-29T07:55:16.676Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:55:16.679Z] [STDOUT] [log_a033f0] response parsed {\n[2026-09-29T07:55:16.681Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:16.684Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:16.687Z] [STDOUT]   body: X {\n[2026-09-29T07:55:16.691Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:55:16.697Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:55:16.701Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:55:16.706Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:55:16.711Z] [STDOUT]     },\n[2026-09-29T07:55:16.713Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:55:16.722Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:55:16.736Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:55:16.754Z] [STDOUT]   },\n[2026-09-29T07:55:16.760Z] [STDOUT]   durationMs: 742,\n[2026-09-29T07:55:16.767Z] [STDOUT] }\n[2026-09-29T07:55:16.770Z] [INFO] {\n[2026-09-29T07:55:16.770Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:16.770Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:16.770Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:55:16.770Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:16.770Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:16.770Z] [INFO]   \"uuid\": \"cd47ede9-7d18-46c4-9ac9-0d443d9cfe92\"\n[2026-09-29T07:55:16.770Z] [INFO] }\n[2026-09-29T07:55:17.837Z] [INFO] {\n[2026-09-29T07:55:17.837Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:17.837Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:17.837Z] [INFO]   \"estimated_tokens\": 100,\n[2026-09-29T07:55:17.837Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:17.837Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:17.837Z] [INFO]   \"uuid\": \"f53f83ba-154f-42de-9264-9dea7ca75841\"\n[2026-09-29T07:55:17.837Z] [INFO] }\n[2026-09-29T07:55:18.893Z] [INFO] {\n[2026-09-29T07:55:18.893Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:18.893Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:18.893Z] [INFO]   \"estimated_tokens\": 250,\n[2026-09-29T07:55:18.893Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:18.893Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:18.893Z] [INFO]   \"uuid\": \"bbefff91-1ea9-44eb-99f3-ad8dde664c50\"\n[2026-09-29T07:55:18.893Z] [INFO] }\n[2026-09-29T07:55:21.341Z] [INFO] {\n[2026-09-29T07:55:21.341Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.341Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.341Z] [INFO]   \"estimated_tokens\": 402,\n[2026-09-29T07:55:21.341Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.341Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.341Z] [INFO]   \"uuid\": \"83d35e72-7a0b-45a5-85a7-f3fcbb98b7ac\"\n[2026-09-29T07:55:21.341Z] [INFO] }\n[2026-09-29T07:55:21.369Z] [INFO] {\n[2026-09-29T07:55:21.369Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:21.369Z] [INFO]   \"message\": {\n[2026-09-29T07:55:21.369Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:21.369Z] [INFO]     \"id\": \"msg_011CfXNWJsnACnTn71a2cT3L\",\n[2026-09-29T07:55:21.369Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:21.369Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:21.369Z] [INFO]     \"content\": [\n[2026-09-29T07:55:21.369Z] [INFO]       {\n[2026-09-29T07:55:21.369Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:55:21.369Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:55:21.369Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:55:21.369Z] [INFO]     ],\n[2026-09-29T07:55:21.369Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:21.369Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:21.369Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:21.369Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:21.369Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:21.369Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:21.369Z] [INFO]       \"cache_creation_input_tokens\": 7629,\n[2026-09-29T07:55:21.369Z] [INFO]       \"cache_read_input_tokens\": 41603,\n[2026-09-29T07:55:21.369Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:21.369Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:21.369Z] [INFO]         \"ephemeral_1h_input_tokens\": 7629\n[2026-09-29T07:55:21.369Z] [INFO]       },\n[2026-09-29T07:55:21.369Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:55:21.369Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:21.369Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:21.369Z] [INFO]     },\n[2026-09-29T07:55:21.369Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:21.369Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:21.369Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:21.369Z] [INFO]   },\n[2026-09-29T07:55:21.369Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:21.369Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.369Z] [INFO]   \"uuid\": \"bf86b672-e9d0-4325-8df7-596beed55301\",\n[2026-09-29T07:55:21.369Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:21.341Z\",\n[2026-09-29T07:55:21.369Z] [INFO]   \"request_id\": \"req_011CfXNWJRzJcsUvKMcHS1WV\"\n[2026-09-29T07:55:21.369Z] [INFO] }\n[2026-09-29T07:55:21.377Z] [INFO] {\n[2026-09-29T07:55:21.377Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.377Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.377Z] [INFO]   \"estimated_tokens\": 7,\n[2026-09-29T07:55:21.377Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.377Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.377Z] [INFO]   \"uuid\": \"58b4945c-4118-4d81-9928-6ca37c7d00d8\"\n[2026-09-29T07:55:21.377Z] [INFO] }\n[2026-09-29T07:55:21.385Z] [INFO] {\n[2026-09-29T07:55:21.385Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.385Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.385Z] [INFO]   \"estimated_tokens\": 15,\n[2026-09-29T07:55:21.385Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.385Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.385Z] [INFO]   \"uuid\": \"fd8496a2-fd82-4539-b1d3-1b87e45145d4\"\n[2026-09-29T07:55:21.385Z] [INFO] }\n[2026-09-29T07:55:21.390Z] [INFO] {\n[2026-09-29T07:55:21.390Z] [INFO]   \"type\": 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[INFO] {\n[2026-09-29T07:55:21.405Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.405Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.405Z] [INFO]   \"estimated_tokens\": 29,\n[2026-09-29T07:55:21.405Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.405Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.405Z] [INFO]   \"uuid\": \"b891ea1f-8507-4bc9-8a03-091aa3f94d05\"\n[2026-09-29T07:55:21.405Z] [INFO] }\n[2026-09-29T07:55:21.409Z] [INFO] {\n[2026-09-29T07:55:21.409Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.409Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.409Z] [INFO]   \"estimated_tokens\": 33,\n[2026-09-29T07:55:21.409Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.409Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.409Z] [INFO]   \"uuid\": \"58bb93bb-1394-446f-8d17-0fa346008ed9\"\n[2026-09-29T07:55:21.409Z] [INFO] }\n[2026-09-29T07:55:21.412Z] [INFO] {\n[2026-09-29T07:55:21.412Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.412Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.412Z] [INFO]   \"estimated_tokens\": 41,\n[2026-09-29T07:55:21.412Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.412Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.412Z] [INFO]   \"uuid\": \"8dbebc17-a5fb-4b4f-84eb-8df6bf83c353\"\n[2026-09-29T07:55:21.412Z] [INFO] }\n[2026-09-29T07:55:21.418Z] [INFO] {\n[2026-09-29T07:55:21.418Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.418Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.418Z] [INFO]   \"estimated_tokens\": 42,\n[2026-09-29T07:55:21.418Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.418Z] [INFO]   \"session_id\": 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63,\n[2026-09-29T07:55:21.448Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.448Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.448Z] [INFO]   \"uuid\": \"99d03471-d336-4187-8e64-5e44126b8ea5\"\n[2026-09-29T07:55:21.448Z] [INFO] }\n[2026-09-29T07:55:21.455Z] [INFO] {\n[2026-09-29T07:55:21.455Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.455Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.455Z] [INFO]   \"estimated_tokens\": 69,\n[2026-09-29T07:55:21.455Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.455Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.455Z] [INFO]   \"uuid\": \"a60b8dea-1697-40ef-974d-047b26b1f905\"\n[2026-09-29T07:55:21.455Z] [INFO] }\n[2026-09-29T07:55:21.460Z] [INFO] {\n[2026-09-29T07:55:21.460Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.460Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.460Z] [INFO]   \"estimated_tokens\": 75,\n[2026-09-29T07:55:21.460Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.460Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.460Z] [INFO]   \"uuid\": \"ad7b5c02-edc2-4029-b2fe-b6129fd0e0e2\"\n[2026-09-29T07:55:21.460Z] [INFO] }\n[2026-09-29T07:55:21.463Z] [INFO] {\n[2026-09-29T07:55:21.463Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.463Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.463Z] [INFO]   \"estimated_tokens\": 76,\n[2026-09-29T07:55:21.463Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.463Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.463Z] [INFO]   \"uuid\": \"59594c35-0b52-4d2c-aef1-229012de5fc5\"\n[2026-09-29T07:55:21.463Z] [INFO] }\n[2026-09-29T07:55:21.467Z] [INFO] {\n[2026-09-29T07:55:21.467Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.467Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.467Z] [INFO]   \"estimated_tokens\": 216,\n[2026-09-29T07:55:21.467Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.467Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.467Z] [INFO]   \"uuid\": \"1d386aa1-0df3-4e33-9b44-9c2592436d82\"\n[2026-09-29T07:55:21.467Z] [INFO] }\n[2026-09-29T07:55:21.480Z] [INFO] {\n[2026-09-29T07:55:21.480Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:21.480Z] [INFO]   \"message\": {\n[2026-09-29T07:55:21.480Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:21.480Z] [INFO]     \"id\": \"msg_011CfXNWJsnACnTn71a2cT3L\",\n[2026-09-29T07:55:21.480Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:21.480Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:21.480Z] [INFO]     \"content\": [\n[2026-09-29T07:55:21.480Z] [INFO]       {\n[2026-09-29T07:55:21.480Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:55:21.480Z] [INFO]         \"thinking\": \"I've found two issues so far: the security answer overstates protections since \u0413-12 treats the MCP read-only limit as merely organizational and the hook allows any `use_mcp_tool` through, and the \\\"\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\\\" naming scheme is unverified. I'll continue checking the rest.\\n\\n\",\n[2026-09-29T07:55:21.480Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:55:21.480Z] [INFO]       }\n[2026-09-29T07:55:21.480Z] [INFO]     ],\n[2026-09-29T07:55:21.480Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:21.480Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:21.480Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:21.480Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:21.480Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:21.480Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:21.480Z] [INFO]       \"cache_creation_input_tokens\": 7629,\n[2026-09-29T07:55:21.480Z] [INFO]       \"cache_read_input_tokens\": 41603,\n[2026-09-29T07:55:21.480Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:21.480Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:21.480Z] [INFO]         \"ephemeral_1h_input_tokens\": 7629\n[2026-09-29T07:55:21.480Z] [INFO]       },\n[2026-09-29T07:55:21.480Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:55:21.480Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:21.480Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:21.480Z] [INFO]     },\n[2026-09-29T07:55:21.480Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:21.480Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:21.480Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:21.480Z] [INFO]   },\n[2026-09-29T07:55:21.480Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:21.480Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.480Z] [INFO]   \"uuid\": \"693d449a-b82d-4268-8c5d-9a4a0ddc725d\",\n[2026-09-29T07:55:21.480Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:21.368Z\",\n[2026-09-29T07:55:21.480Z] [INFO]   \"request_id\": \"req_011CfXNWJRzJcsUvKMcHS1WV\",\n[2026-09-29T07:55:21.480Z] [INFO]   \"narration_block_indexes\": [\n[2026-09-29T07:55:21.480Z] [INFO]     0\n[2026-09-29T07:55:21.480Z] [INFO]   ]\n[2026-09-29T07:55:21.480Z] [INFO] }\n[2026-09-29T07:55:23.980Z] [INFO] {\n[2026-09-29T07:55:23.980Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:23.980Z] [INFO]   \"message\": {\n[2026-09-29T07:55:23.980Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:23.980Z] [INFO]     \"id\": \"msg_011CfXNWJsnACnTn71a2cT3L\",\n[2026-09-29T07:55:23.980Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:23.980Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:23.980Z] [INFO]     \"content\": [\n[2026-09-29T07:55:23.980Z] [INFO]       {\n[2026-09-29T07:55:23.980Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:23.980Z] [INFO]         \"id\": \"toolu_01NgutnEZwUwZSnBkx5dj7ER\",\n[2026-09-29T07:55:23.980Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:55:23.980Z] [INFO]         \"input\": {\n[2026-09-29T07:55:23.980Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process\\nsed -n 18,26p $P/docs/analysis/2026-09-23-requirements-run-forensics.md; echo ----\\nsed -n 213,220p $P/ba-meta-model/40-practice-and-cases.md; echo ----\\nsed -n 186,200p $P/docs/presentation/2026-09-29-meta-model-presentation-slides.md; echo ----\\ngrep -n -i '\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\\\\|\u043a\u043b\u044e\u0447' $P/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md | head -5; echo ----\\ngrep -rn -i '\u0437\u0430\u043f\u0440\u0435\u0449.*\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442' $P/dist/execution-package-cline-vscode/*.md $P/dist/execution-package-cline-vscode/.clinerules* $P/docs/adr/*.md 2>/dev/null | head -5\\ngrep -n -i '\u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\\\\|\u043f\u0443\u0431\u043b\u0438\u0447\u043d\\\\|\u0441\u0435\u043a\u0440\u0435\u0442' $P/docs/adr/2026-09-adr-019*.md $P/decisions/2026-09-adr-017*.md | head -8\",\n[2026-09-29T07:55:23.980Z] [INFO]           \"description\": \"Check forensic classes, M-1 baseline, security claims\"\n[2026-09-29T07:55:23.980Z] [INFO]         },\n[2026-09-29T07:55:23.980Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:23.980Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:23.980Z] [INFO]         }\n[2026-09-29T07:55:23.980Z] [INFO]       }\n[2026-09-29T07:55:23.980Z] [INFO]     ],\n[2026-09-29T07:55:23.980Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:23.980Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:23.980Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:23.980Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:23.980Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:23.980Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:23.980Z] [INFO]       \"cache_creation_input_tokens\": 7629,\n[2026-09-29T07:55:23.980Z] [INFO]       \"cache_read_input_tokens\": 41603,\n[2026-09-29T07:55:23.980Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:23.980Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:23.980Z] [INFO]         \"ephemeral_1h_input_tokens\": 7629\n[2026-09-29T07:55:23.980Z] [INFO]       },\n[2026-09-29T07:55:23.980Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:55:23.980Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:23.980Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:23.980Z] [INFO]     },\n[2026-09-29T07:55:23.980Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:23.980Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:23.980Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:23.980Z] [INFO]   },\n[2026-09-29T07:55:23.980Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:23.980Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:23.980Z] [INFO]   \"uuid\": \"defa5485-3e1d-4b02-9ba1-2ed807ede569\",\n[2026-09-29T07:55:23.980Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:23.968Z\",\n[2026-09-29T07:55:23.980Z] [INFO]   \"request_id\": \"req_011CfXNWJRzJcsUvKMcHS1WV\",\n[2026-09-29T07:55:23.980Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:23.980Z] [INFO]     \"toolu_01NgutnEZwUwZSnBkx5dj7ER\": {\n[2026-09-29T07:55:23.980Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process\\nsed -n 18,26p $P/docs/analysis/2026-09-23-requirements-run-forensics.md; echo ----\\nsed -n 213,220p $P/ba-meta-model/40-practice-and-cases.md; echo ----\\nsed -n 186,200p $P/docs/presentation/2026-09-29-meta-model-presentation-slides.md; echo ----\\ngrep -n -i '\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\\\\|\u043a\u043b\u044e\u0447' $P/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md | head -5; echo ----\\ngrep -rn -i '\u0437\u0430\u043f\u0440\u0435\u0449.*\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442' $P/dist/execution-package-cline-vscode/*.md $P/dist/execution-package-cline-vscode/.clinerules* $P/docs/adr/*.md 2>/dev/null | head -5\\ngrep -n -i '\u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\\\\|\u043f\u0443\u0431\u043b\u0438\u0447\u043d\\\\|\u0441\u0435\u043a\u0440\u0435\u0442' $P/docs/adr/2026-09-adr-019*.md $P/decisions/2026-09-adr-017*.md | head -8\",\n[2026-09-29T07:55:23.980Z] [INFO]       \"description\": \"Check forensic classes, M-1 baseline, security claims\"\n[2026-09-29T07:55:23.980Z] [INFO]     }\n[2026-09-29T07:55:23.980Z] [INFO]   }\n[2026-09-29T07:55:23.980Z] [INFO] }\n[2026-09-29T07:55:26.039Z] [INFO] {\n[2026-09-29T07:55:26.039Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:26.039Z] [INFO]   \"message\": {\n[2026-09-29T07:55:26.039Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:26.039Z] [INFO]     \"content\": [\n[2026-09-29T07:55:26.039Z] [INFO]       {\n[2026-09-29T07:55:26.039Z] [INFO]         \"tool_use_id\": \"toolu_01NgutnEZwUwZSnBkx5dj7ER\",\n[2026-09-29T07:55:26.039Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:26.039Z] [INFO]         \"content\": \"## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n----\\n  \u043d\u043e \u043d\u0438 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u0432 \u0441\u0440\u0435\u0434\u0435: \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a\\n  \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f\u043c\u0438, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c\u0438.\\n- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\\n  \u0447\u0435\u0442\u044b\u0440\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n- \u0421\u0440\u0435\u0437 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441: \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 `security` \u0438\\n  `hardware`, \u0434\u043b\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u0441\u0440\u0435\u0437\u043e\u043c \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\\n- \u041f\u043e\u0440\u043e\u0433\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u044b\u0431\u0440\u0430\u043d\u044b \u043a\u0430\u043a \u043f\u0435\u0440\u0432\u043e\u0435 \u043f\u0440\u0438\u0431\u043b\u0438\u0436\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0434\u043b\u0435\u0436\u0430\u0442 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0443 \u043f\u043e\u0441\u043b\u0435\\n----\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0438\u044e\u043d\u044c:** \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0432\u0435\u0431-\u0447\u0430\u0442\u0435; \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438\\n  \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n----\\n28:\u041d\u0443\u0436\u0435\u043d \u043e\u0434\u0438\u043d OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0433\u0435\u043d\u0442 \u0434\u043b\u044f \u0411\u0410 \u043e\u0442 junior \u0434\u043e expert \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e AI Core \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c BCREQ. [\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f AI Core](https://github.com/user-attachments/files/32652321/default.txt) \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 OpenAI-compatible `/chat/completions`, `tool calls`, \u043c\u043e\u0434\u0435\u043b\u044c\u043d\u044b\u0435 ID `gpu-default` \u0438 `gpu-deep`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447 \u0438 HTTP endpoint, \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN. \u041e\u043d\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 **API \u043c\u043e\u0434\u0435\u043b\u0438**. \u041e\u043d\u0430 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442 MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u044b Jira/Confluence, \u0438\u0445 URL, transport, tool names \u0438\u043b\u0438 \u043f\u0440\u0430\u0432\u0430. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043a Mango AI API \u0441\u0430\u043c\u043e \u0434\u0430\u0451\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira/Confluence\u00bb \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u044d\u0442\u0438\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n30:[\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f Cline](https://github.com/cline/cline/blob/main/docs/provider-config/openai-compatible.mdx) \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043f\u0443\u0442\u044c \u0447\u0435\u0440\u0435\u0437 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 `OpenAI Compatible`: Base URL, API Key, Model ID, \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 output. [Cline](https://github.com/cline/cline/blob/main/README.md) \u0443\u043c\u0435\u0435\u0442 \u0447\u0438\u0442\u0430\u0442\u044c/\u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c shell-\u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 VS Code \u0441 \u043f\u043e\u043a\u0430\u0437\u043e\u043c diff \u0438 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439. [\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f MCP](https://github.com/cline/cline/blob/main/docs/mcp/mcp-overview.mdx) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 tools. \u041d\u043e [\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432](https://github.com/cline/cline/blob/main/docs/tools-reference/all-cline-tools.mdx) \u043f\u0440\u044f\u043c\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442: **\u043c\u043e\u0434\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442**, \u043a\u0430\u043a\u043e\u0439 tool \u0432\u044b\u0437\u0432\u0430\u0442\u044c. \u0421\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0430\u043b\u0438\u0447\u0438\u0435 `bash` \u0438 `tool calls` \u043d\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442 \u0432\u044b\u0437\u043e\u0432 Python-\u0433\u0435\u0439\u0442\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435.\\n47:2. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c **\u0441\u0432\u043e\u0439** \u043a\u043b\u044e\u0447 \u0432 AI Core. \u041e\u0442\u043a\u0440\u044b\u0442\u044c Cline Settings \u2192 API Provider `OpenAI Compatible`; \u0443\u043a\u0430\u0437\u0430\u0442\u044c Base URL, \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 AI Core, \u043c\u043e\u0434\u0435\u043b\u044c `gpu-default`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, Context Window `114688`, Max Output Tokens `16384`, \u0432\u044b\u043a\u043b\u044e\u0447\u0438\u0442\u044c image support. \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u043b\u0438\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 `gpu-deep` \u0438\u043c\u0435\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043b\u0438\u043c\u0438\u0442\u044b `98304`/`32768`; \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043f\u0438\u043b\u043e\u0442\u0430. \u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432\u0437\u044f\u0442\u044b \u0438\u0437 [\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438](https://github.com/user-attachments/files/32652321/default.txt), \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432 Cline. HTTP \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u0448\u044c \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u043e\u0439 \u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438; \u043a\u043b\u044e\u0447 \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442.\\n48:3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\n50:5. \u0412 VS Code \u043e\u0442\u043a\u0440\u044b\u0442\u044c runtime-\u043f\u0430\u043f\u043a\u0443, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0435 \u0430\u0432\u0442\u043e\u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435 \u043e\u043f\u0430\u0441\u043d\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, \u0434\u0430\u0442\u044c Cline \u043e\u0434\u0438\u043d `TASK-0001` \u0441 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c/\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `n0`, \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c route \u0447\u0435\u0440\u0435\u0437 runner. \u041f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0411\u0410 \u0432\u0438\u0434\u0438\u0442 \u0443\u0437\u0435\u043b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043a\u043e\u043c\u0430\u043d\u0434\u0443/exit code \u0433\u0435\u0439\u0442\u0430 \u0438 Markdown checkpoint; \u043f\u0440\u0438 FAIL \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f Release \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 Working, `validate-working`, `compile`, `validate-release`, human review.\\n----\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md:42:\u0412 \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0435 `AGENTS.md` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f Cline `.clinerules` \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u043d\u0435\u0433\u043e \u0438 \u043d\u0430 \u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 runner. \u041d\u0430\u0432\u044b\u043a\u0438, \u043d\u0443\u0436\u043d\u044b\u0435 \u0434\u043b\u044f Cline, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0431\u0435\u0437 \u043a\u043e\u043f\u0438\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u041d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c agent edit `tools/`, `contracts/`, `routes/` \u0438\u043b\u0438 manifest \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043d\u0438\u0445 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 Source PR \u0438 recompilation. \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0434 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u0411\u0410/CI, \u0430 \u043d\u0435 \u00ab\u0447\u0442\u0435\u043d\u0438\u0435\u043c Python \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u00bb. CI \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0433\u0435\u0439\u0442\u0430.\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md:48:3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:43:- \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438;\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:193:\u251c\u2500\u2500 runs/                          # \u0442\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:281:\u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d.\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:314:\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f. \u041e\u0442\u0447\u0451\u0442 \u0441 \u0441\u0435\u043a\u0440\u0435\u0442\u0430\u043c\u0438, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043b\u0438 \u0441\u044b\u0440\u044b\u043c\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:345:\u0434\u043e\u043c\u0435\u043d\u0435. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u0430\u044f \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e `ba-ai-playbook` \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:366:| \u0425\u0440\u0430\u043d\u0438\u0442\u044c debug-\u0441\u0435\u0441\u0441\u0438\u0438 \u043a\u0430\u043a `runs/DEBUG-*` | \u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043e: \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0437\u0430\u0433\u0440\u044f\u0437\u043d\u044f\u0435\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438 \u043c\u043e\u0436\u0435\u0442 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u043f\u043e\u043f\u0430\u0441\u0442\u044c \u0432 \u043e\u0446\u0435\u043d\u043a\u0443 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. |\",\n[2026-09-29T07:55:26.039Z] [INFO]         \"is_error\": false\n[2026-09-29T07:55:26.039Z] [INFO]       }\n[2026-09-29T07:55:26.039Z] [INFO]     ]\n[2026-09-29T07:55:26.039Z] [INFO]   },\n[2026-09-29T07:55:26.039Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:26.039Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:26.039Z] [INFO]   \"uuid\": \"5164c1ce-a710-4c87-bbf1-b76c3808ce77\",\n[2026-09-29T07:55:26.039Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:26.030Z\",\n[2026-09-29T07:55:26.039Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:26.039Z] [INFO]     \"stdout\": \"## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n----\\n  \u043d\u043e \u043d\u0438 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u0432 \u0441\u0440\u0435\u0434\u0435: \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a\\n  \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f\u043c\u0438, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c\u0438.\\n- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\\n  \u0447\u0435\u0442\u044b\u0440\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n- \u0421\u0440\u0435\u0437 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441: \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 `security` \u0438\\n  `hardware`, \u0434\u043b\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u0441\u0440\u0435\u0437\u043e\u043c \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\\n- \u041f\u043e\u0440\u043e\u0433\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u044b\u0431\u0440\u0430\u043d\u044b \u043a\u0430\u043a \u043f\u0435\u0440\u0432\u043e\u0435 \u043f\u0440\u0438\u0431\u043b\u0438\u0436\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0434\u043b\u0435\u0436\u0430\u0442 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0443 \u043f\u043e\u0441\u043b\u0435\\n----\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0438\u044e\u043d\u044c:** \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0432\u0435\u0431-\u0447\u0430\u0442\u0435; \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438\\n  \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n----\\n28:\u041d\u0443\u0436\u0435\u043d \u043e\u0434\u0438\u043d OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0433\u0435\u043d\u0442 \u0434\u043b\u044f \u0411\u0410 \u043e\u0442 junior \u0434\u043e expert \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e AI Core \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c BCREQ. [\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f AI Core](https://github.com/user-attachments/files/32652321/default.txt) \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 OpenAI-compatible `/chat/completions`, `tool calls`, \u043c\u043e\u0434\u0435\u043b\u044c\u043d\u044b\u0435 ID `gpu-default` \u0438 `gpu-deep`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447 \u0438 HTTP endpoint, \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN. \u041e\u043d\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 **API \u043c\u043e\u0434\u0435\u043b\u0438**. \u041e\u043d\u0430 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442 MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u044b Jira/Confluence, \u0438\u0445 URL, transport, tool names \u0438\u043b\u0438 \u043f\u0440\u0430\u0432\u0430. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043a Mango AI API \u0441\u0430\u043c\u043e \u0434\u0430\u0451\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira/Confluence\u00bb \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u044d\u0442\u0438\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n30:[\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f Cline](https://github.com/cline/cline/blob/main/docs/provider-config/openai-compatible.mdx) \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043f\u0443\u0442\u044c \u0447\u0435\u0440\u0435\u0437 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 `OpenAI Compatible`: Base URL, API Key, Model ID, \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 output. [Cline](https://github.com/cline/cline/blob/main/README.md) \u0443\u043c\u0435\u0435\u0442 \u0447\u0438\u0442\u0430\u0442\u044c/\u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c shell-\u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 VS Code \u0441 \u043f\u043e\u043a\u0430\u0437\u043e\u043c diff \u0438 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439. [\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f MCP](https://github.com/cline/cline/blob/main/docs/mcp/mcp-overview.mdx) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 tools. \u041d\u043e [\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432](https://github.com/cline/cline/blob/main/docs/tools-reference/all-cline-tools.mdx) \u043f\u0440\u044f\u043c\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442: **\u043c\u043e\u0434\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442**, \u043a\u0430\u043a\u043e\u0439 tool \u0432\u044b\u0437\u0432\u0430\u0442\u044c. \u0421\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0430\u043b\u0438\u0447\u0438\u0435 `bash` \u0438 `tool calls` \u043d\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442 \u0432\u044b\u0437\u043e\u0432 Python-\u0433\u0435\u0439\u0442\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435.\\n47:2. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c **\u0441\u0432\u043e\u0439** \u043a\u043b\u044e\u0447 \u0432 AI Core. \u041e\u0442\u043a\u0440\u044b\u0442\u044c Cline Settings \u2192 API Provider `OpenAI Compatible`; \u0443\u043a\u0430\u0437\u0430\u0442\u044c Base URL, \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 AI Core, \u043c\u043e\u0434\u0435\u043b\u044c `gpu-default`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, Context Window `114688`, Max Output Tokens `16384`, \u0432\u044b\u043a\u043b\u044e\u0447\u0438\u0442\u044c image support. \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u043b\u0438\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 `gpu-deep` \u0438\u043c\u0435\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043b\u0438\u043c\u0438\u0442\u044b `98304`/`32768`; \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043f\u0438\u043b\u043e\u0442\u0430. \u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432\u0437\u044f\u0442\u044b \u0438\u0437 [\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438](https://github.com/user-attachments/files/32652321/default.txt), \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432 Cline. HTTP \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u0448\u044c \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u043e\u0439 \u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438; \u043a\u043b\u044e\u0447 \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442.\\n48:3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\n50:5. \u0412 VS Code \u043e\u0442\u043a\u0440\u044b\u0442\u044c runtime-\u043f\u0430\u043f\u043a\u0443, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0435 \u0430\u0432\u0442\u043e\u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435 \u043e\u043f\u0430\u0441\u043d\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, \u0434\u0430\u0442\u044c Cline \u043e\u0434\u0438\u043d `TASK-0001` \u0441 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c/\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `n0`, \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c route \u0447\u0435\u0440\u0435\u0437 runner. \u041f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0411\u0410 \u0432\u0438\u0434\u0438\u0442 \u0443\u0437\u0435\u043b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043a\u043e\u043c\u0430\u043d\u0434\u0443/exit code \u0433\u0435\u0439\u0442\u0430 \u0438 Markdown checkpoint; \u043f\u0440\u0438 FAIL \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f Release \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 Working, `validate-working`, `compile`, `validate-release`, human review.\\n----\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md:42:\u0412 \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0435 `AGENTS.md` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f Cline `.clinerules` \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u043d\u0435\u0433\u043e \u0438 \u043d\u0430 \u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 runner. \u041d\u0430\u0432\u044b\u043a\u0438, \u043d\u0443\u0436\u043d\u044b\u0435 \u0434\u043b\u044f Cline, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0431\u0435\u0437 \u043a\u043e\u043f\u0438\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u041d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c agent edit `tools/`, `contracts/`, `routes/` \u0438\u043b\u0438 manifest \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043d\u0438\u0445 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 Source PR \u0438 recompilation. \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0434 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u0411\u0410/CI, \u0430 \u043d\u0435 \u00ab\u0447\u0442\u0435\u043d\u0438\u0435\u043c Python \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u00bb. CI \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0433\u0435\u0439\u0442\u0430.\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md:48:3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:43:- \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438;\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:193:\u251c\u2500\u2500 runs/                          # \u0442\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:281:\u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d.\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:314:\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f. \u041e\u0442\u0447\u0451\u0442 \u0441 \u0441\u0435\u043a\u0440\u0435\u0442\u0430\u043c\u0438, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043b\u0438 \u0441\u044b\u0440\u044b\u043c\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:345:\u0434\u043e\u043c\u0435\u043d\u0435. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u0430\u044f \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e `ba-ai-playbook` \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:366:| \u0425\u0440\u0430\u043d\u0438\u0442\u044c debug-\u0441\u0435\u0441\u0441\u0438\u0438 \u043a\u0430\u043a `runs/DEBUG-*` | \u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043e: \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0437\u0430\u0433\u0440\u044f\u0437\u043d\u044f\u0435\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438 \u043c\u043e\u0436\u0435\u0442 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u043f\u043e\u043f\u0430\u0441\u0442\u044c \u0432 \u043e\u0446\u0435\u043d\u043a\u0443 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. |\",\n[2026-09-29T07:55:26.039Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:55:26.039Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:55:26.039Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:55:26.039Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:55:26.039Z] [INFO]   }\n[2026-09-29T07:55:26.039Z] [INFO] }\n[2026-09-29T07:55:26.100Z] [STDOUT] [log_c7edce] sending request {\n[2026-09-29T07:55:26.103Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:55:26.107Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:26.113Z] [STDOUT]   options: {\n[2026-09-29T07:55:26.116Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:55:26.120Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:55:26.123Z] [STDOUT]     body: {\n[2026-09-29T07:55:26.131Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:55:26.134Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:55:26.136Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:55:26.138Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:55:26.145Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:55:26.149Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:55:26.153Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:55:26.158Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:55:26.166Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:55:26.169Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:55:26.172Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:55:26.185Z] [STDOUT]       stream: true,\n[2026-09-29T07:55:26.190Z] [STDOUT]     },\n[2026-09-29T07:55:26.192Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:55:26.194Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:55:26.201Z] [STDOUT]       aborted: false,\n[2026-09-29T07:55:26.207Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:55:26.209Z] [STDOUT]       onabort: null,\n[2026-09-29T07:55:26.214Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:55:26.220Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:55:26.230Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:55:26.248Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:55:26.260Z] [STDOUT]     },\n[2026-09-29T07:55:26.264Z] [STDOUT]     stream: true,\n[2026-09-29T07:55:26.269Z] [STDOUT]   },\n[2026-09-29T07:55:26.275Z] [STDOUT]   headers: {\n[2026-09-29T07:55:26.285Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:55:26.293Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:55:26.299Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:55:26.310Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:55:26.324Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:55:26.342Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:55:26.365Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:55:26.369Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:55:26.373Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:55:26.380Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2021\",\n[2026-09-29T07:55:26.392Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:55:26.402Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:55:26.409Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:26.414Z] [STDOUT]     \"x-client-request-id\": \"106ab3cc-f6aa-43d4-9552-8984c0833a4a\",\n[2026-09-29T07:55:26.449Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:55:26.459Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:55:26.462Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:55:26.465Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:55:26.470Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:55:26.473Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:55:26.483Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:55:26.488Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:55:26.497Z] [STDOUT]   },\n[2026-09-29T07:55:26.501Z] [STDOUT] }\n[2026-09-29T07:55:26.890Z] [STDOUT] [log_c7edce, request-id: \"req_011CfXNX5mm4Z2XzrTDFFD5p\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 797ms\n[2026-09-29T07:55:26.896Z] [STDOUT] [log_c7edce] response start {\n[2026-09-29T07:55:26.899Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:26.901Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:26.917Z] [STDOUT]   headers: {\n[2026-09-29T07:55:26.927Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:26.950Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:26.968Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:26.974Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:26.978Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:26.982Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:26.983Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:26.986Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:26.989Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:26.995Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:26.999Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:27.004Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:27.007Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:27.009Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:27.013Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:27.021Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:27.024Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:27.026Z] [STDOUT]     \"cf-ray\": \"a4296cf02d405d90-FRA\",\n[2026-09-29T07:55:27.030Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:55:27.033Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:27.040Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:27.045Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:27.049Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:55:26 GMT\",\n[2026-09-29T07:55:27.053Z] [STDOUT]     \"request-id\": \"req_011CfXNX5mm4Z2XzrTDFFD5p\",\n[2026-09-29T07:55:27.057Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:55:27.061Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:27.064Z] [STDOUT]     traceresponse: \"00-0f5c6208658c7ea7869515dfac79f31e-30c9eca027ffde48-01\",\n[2026-09-29T07:55:27.066Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:27.068Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:55:27.071Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:27.073Z] [STDOUT]   },\n[2026-09-29T07:55:27.075Z] [STDOUT]   durationMs: 797,\n[2026-09-29T07:55:27.077Z] [STDOUT] }\n[2026-09-29T07:55:27.080Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:55:27.084Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:55:26 GMT\",\n[2026-09-29T07:55:27.087Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:27.089Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:27.092Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:55:27.098Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:27.102Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:27.105Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:27.107Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:55:27.110Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:27.112Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:27.116Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:27.119Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:27.122Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:27.126Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:27.138Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:27.145Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:27.157Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:27.160Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:27.163Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:27.167Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:27.171Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:27.174Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:27.178Z] [STDOUT]   \"request-id\": \"req_011CfXNX5mm4Z2XzrTDFFD5p\",\n[2026-09-29T07:55:27.182Z] [STDOUT]   \"traceresponse\": \"00-0f5c6208658c7ea7869515dfac79f31e-30c9eca027ffde48-01\",\n[2026-09-29T07:55:27.184Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:27.191Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:27.194Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:55:27.197Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:27.202Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:27.206Z] [STDOUT]   \"cf-ray\": \"a4296cf02d405d90-FRA\",\n[2026-09-29T07:55:27.209Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:55:27.212Z] [STDOUT] [log_c7edce] response parsed {\n[2026-09-29T07:55:27.216Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:27.223Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:27.229Z] [STDOUT]   body: X {\n[2026-09-29T07:55:27.236Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:55:27.239Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:55:27.243Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:55:27.253Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:55:27.259Z] [STDOUT]     },\n[2026-09-29T07:55:27.262Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:55:27.266Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:55:27.271Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:55:27.275Z] [STDOUT]   },\n[2026-09-29T07:55:27.278Z] [STDOUT]   durationMs: 798,\n[2026-09-29T07:55:27.280Z] [STDOUT] }\n[2026-09-29T07:55:27.453Z] [INFO] {\n[2026-09-29T07:55:27.453Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:27.453Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:27.453Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:55:27.453Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:27.453Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:27.453Z] [INFO]   \"uuid\": \"7f6292df-e116-4ae8-a758-8dc5a899b5ee\"\n[2026-09-29T07:55:27.453Z] [INFO] }\n[2026-09-29T07:55:28.620Z] [INFO] {\n[2026-09-29T07:55:28.620Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:28.620Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:28.620Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:55:28.620Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:28.620Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:28.620Z] [INFO]   \"uuid\": \"9f0de614-e65e-4754-9f63-0930db373e4c\"\n[2026-09-29T07:55:28.620Z] [INFO] }\n[2026-09-29T07:55:29.765Z] [INFO] {\n[2026-09-29T07:55:29.765Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:29.765Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:29.765Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:55:29.765Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:29.765Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:29.765Z] [INFO]   \"uuid\": \"3a309892-7d06-4326-8aef-e768f2c311cf\"\n[2026-09-29T07:55:29.765Z] [INFO] }\n[2026-09-29T07:55:30.829Z] [INFO] {\n[2026-09-29T07:55:30.829Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:30.829Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:30.829Z] [INFO]   \"estimated_tokens\": 400,\n[2026-09-29T07:55:30.829Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:30.829Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:30.829Z] [INFO]   \"uuid\": \"4bcf48f9-34e4-4974-95d2-eea2834c4455\"\n[2026-09-29T07:55:30.829Z] [INFO] }\n[2026-09-29T07:55:31.889Z] [INFO] {\n[2026-09-29T07:55:31.889Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:31.889Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:31.889Z] [INFO]   \"estimated_tokens\": 550,\n[2026-09-29T07:55:31.889Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:31.889Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:31.889Z] [INFO]   \"uuid\": \"b5b790d1-11c5-4c3d-8b24-c6f2ff8e43a0\"\n[2026-09-29T07:55:31.889Z] [INFO] }\n[2026-09-29T07:55:34.831Z] [INFO] {\n[2026-09-29T07:55:34.831Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:34.831Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:34.831Z] [INFO]   \"estimated_tokens\": 620,\n[2026-09-29T07:55:34.831Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:34.831Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:34.831Z] [INFO]   \"uuid\": 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{\n[2026-09-29T07:55:34.911Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:34.911Z] [INFO]     \"id\": \"msg_011CfXNX6EYcgCGmFXwY8Db1\",\n[2026-09-29T07:55:34.911Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:34.911Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:34.911Z] [INFO]     \"content\": [\n[2026-09-29T07:55:34.911Z] [INFO]       {\n[2026-09-29T07:55:34.911Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:55:34.911Z] [INFO]         \"thinking\": \"I found several issues to fix: mismatched claims on slides 3 and 4, unverified details in the security and \u0418\u0411 answers, and headings that don't match the slides exactly. I'll correct these now.\\n\\n\",\n[2026-09-29T07:55:34.911Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:55:34.911Z] [INFO]       }\n[2026-09-29T07:55:34.911Z] [INFO]     ],\n[2026-09-29T07:55:34.911Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:34.911Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:34.911Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:34.911Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:34.911Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:34.911Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:34.911Z] [INFO]       \"cache_creation_input_tokens\": 3945,\n[2026-09-29T07:55:34.911Z] [INFO]       \"cache_read_input_tokens\": 49232,\n[2026-09-29T07:55:34.911Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:34.911Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:34.911Z] [INFO]         \"ephemeral_1h_input_tokens\": 3945\n[2026-09-29T07:55:34.911Z] [INFO]       },\n[2026-09-29T07:55:34.911Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:55:34.911Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:34.911Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:34.911Z] [INFO]     },\n[2026-09-29T07:55:34.911Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:34.911Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:34.911Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:34.911Z] [INFO]   },\n[2026-09-29T07:55:34.911Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:34.911Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:34.911Z] [INFO]   \"uuid\": \"7a1e0c9c-b82e-4084-b499-6ce93962304d\",\n[2026-09-29T07:55:34.911Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:34.835Z\",\n[2026-09-29T07:55:34.911Z] [INFO]   \"request_id\": \"req_011CfXNX5mm4Z2XzrTDFFD5p\",\n[2026-09-29T07:55:34.911Z] [INFO]   \"narration_block_indexes\": [\n[2026-09-29T07:55:34.911Z] [INFO]     0\n[2026-09-29T07:55:34.911Z] [INFO]   ]\n[2026-09-29T07:55:34.911Z] [INFO] }\n[2026-09-29T07:55:36.672Z] [INFO] {\n[2026-09-29T07:55:36.672Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:36.672Z] [INFO]   \"message\": {\n[2026-09-29T07:55:36.672Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:36.672Z] [INFO]     \"id\": \"msg_011CfXNX6EYcgCGmFXwY8Db1\",\n[2026-09-29T07:55:36.672Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:36.672Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:36.672Z] [INFO]     \"content\": [\n[2026-09-29T07:55:36.672Z] [INFO]       {\n[2026-09-29T07:55:36.672Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:36.672Z] [INFO]         \"id\": \"toolu_01FrvHTqdGohhzFzwuayPs65\",\n[2026-09-29T07:55:36.672Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:55:36.672Z] [INFO]         \"input\": {\n[2026-09-29T07:55:36.672Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation; F=2026-09-29-meta-model-presentation-speaker-script.md; S=2026-09-29-meta-model-presentation-slides.md\\npython3 - \\\"$F\\\" \\\"$S\\\" <<'EOF'\\nimport re,sys\\nf,s=sys.argv[1],sys.argv[2]\\nt=open(f).read()\\nheads=dict(re.findall(r'^(## \u0421\u043b\u0430\u0439\u0434 \\\\d+)\\\\. (.*)$',open(s).read(),re.M))\\nt=re.sub(r'^(## \u0421\u043b\u0430\u0439\u0434 \\\\d+)\\\\. .*$',lambda m:m.group(1)+'. '+heads[m.group(1)],t,flags=re.M)\\nopen(f,'w').write(t)\\nEOF\\ngrep -n '^## \u0421\u043b\u0430\u0439\u0434' $F\",\n[2026-09-29T07:55:36.672Z] [INFO]           \"description\": \"Sync speaker-script headings with slide titles\"\n[2026-09-29T07:55:36.672Z] [INFO]         },\n[2026-09-29T07:55:36.672Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:36.672Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:36.672Z] [INFO]         }\n[2026-09-29T07:55:36.672Z] [INFO]       }\n[2026-09-29T07:55:36.672Z] [INFO]     ],\n[2026-09-29T07:55:36.672Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:36.672Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:36.672Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:36.672Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:36.672Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:36.672Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:36.672Z] [INFO]       \"cache_creation_input_tokens\": 3945,\n[2026-09-29T07:55:36.672Z] [INFO]       \"cache_read_input_tokens\": 49232,\n[2026-09-29T07:55:36.672Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:36.672Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:36.672Z] [INFO]         \"ephemeral_1h_input_tokens\": 3945\n[2026-09-29T07:55:36.672Z] [INFO]       },\n[2026-09-29T07:55:36.672Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:55:36.672Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:36.672Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:36.672Z] [INFO]     },\n[2026-09-29T07:55:36.672Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:36.672Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:36.672Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:36.672Z] [INFO]   },\n[2026-09-29T07:55:36.672Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:36.672Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:36.672Z] [INFO]   \"uuid\": \"400e4d34-1660-440d-9cff-7b610bbefb94\",\n[2026-09-29T07:55:36.672Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:36.666Z\",\n[2026-09-29T07:55:36.672Z] [INFO]   \"request_id\": \"req_011CfXNX5mm4Z2XzrTDFFD5p\",\n[2026-09-29T07:55:36.672Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:36.672Z] [INFO]     \"toolu_01FrvHTqdGohhzFzwuayPs65\": {\n[2026-09-29T07:55:36.672Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation; F=2026-09-29-meta-model-presentation-speaker-script.md; S=2026-09-29-meta-model-presentation-slides.md\\npython3 - \\\"$F\\\" \\\"$S\\\" <<'EOF'\\nimport re,sys\\nf,s=sys.argv[1],sys.argv[2]\\nt=open(f).read()\\nheads=dict(re.findall(r'^(## \u0421\u043b\u0430\u0439\u0434 \\\\d+)\\\\. (.*)$',open(s).read(),re.M))\\nt=re.sub(r'^(## \u0421\u043b\u0430\u0439\u0434 \\\\d+)\\\\. .*$',lambda m:m.group(1)+'. '+heads[m.group(1)],t,flags=re.M)\\nopen(f,'w').write(t)\\nEOF\\ngrep -n '^## \u0421\u043b\u0430\u0439\u0434' $F\",\n[2026-09-29T07:55:36.672Z] [INFO]       \"description\": \"Sync speaker-script headings with slide titles\"\n[2026-09-29T07:55:36.672Z] [INFO]     }\n[2026-09-29T07:55:36.672Z] [INFO]   }\n[2026-09-29T07:55:36.672Z] [INFO] }\n[2026-09-29T07:55:38.320Z] [INFO] {\n[2026-09-29T07:55:38.320Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:38.320Z] [INFO]   \"message\": {\n[2026-09-29T07:55:38.320Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:38.320Z] [INFO]     \"content\": [\n[2026-09-29T07:55:38.320Z] [INFO]       {\n[2026-09-29T07:55:38.320Z] [INFO]         \"tool_use_id\": \"toolu_01FrvHTqdGohhzFzwuayPs65\",\n[2026-09-29T07:55:38.320Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:38.320Z] [INFO]         \"content\": \"51:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n73:## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n98:## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n131:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n170:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n198:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n235:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n274:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n311:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n339:## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]         \"is_error\": false\n[2026-09-29T07:55:38.320Z] [INFO]       }\n[2026-09-29T07:55:38.320Z] [INFO]     ]\n[2026-09-29T07:55:38.320Z] [INFO]   },\n[2026-09-29T07:55:38.320Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:38.320Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:38.320Z] [INFO]   \"uuid\": \"daa7475d-e745-4421-9242-13488e492fa4\",\n[2026-09-29T07:55:38.320Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:38.302Z\",\n[2026-09-29T07:55:38.320Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:38.320Z] [INFO]     \"stdout\": \"51:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n73:## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n98:## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n131:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n170:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n198:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n235:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n274:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n311:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n339:## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:55:38.320Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:55:38.320Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:55:38.320Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:55:38.320Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:55:38.320Z] [INFO]       \"files\": [\n[2026-09-29T07:55:38.320Z] [INFO]         {\n[2026-09-29T07:55:38.320Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:38.320Z] [INFO]           \"hunks\": [\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 48,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 48,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 70,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 70,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 95,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 95,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 128,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 128,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 167,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 167,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 195,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 195,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 232,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 232,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 271,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 271,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 308,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 308,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 336,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 336,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 10. \u0422\u0440\u0438 \u0448\u0430\u0433\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             }\n[2026-09-29T07:55:38.320Z] [INFO]           ]\n[2026-09-29T07:55:38.320Z] [INFO]         }\n[2026-09-29T07:55:38.320Z] [INFO]       ],\n[2026-09-29T07:55:38.320Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:55:38.320Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:55:38.320Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\"\n[2026-09-29T07:55:38.320Z] [INFO]       ]\n[2026-09-29T07:55:38.320Z] [INFO]     }\n[2026-09-29T07:55:38.320Z] [INFO]   }\n[2026-09-29T07:55:38.320Z] [INFO] }\n[2026-09-29T07:55:38.349Z] [STDOUT] [log_5031e9] sending request {\n[2026-09-29T07:55:38.352Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:55:38.354Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:38.357Z] [STDOUT]   options: {\n[2026-09-29T07:55:38.359Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:55:38.362Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:55:38.364Z] [STDOUT]     body: {\n[2026-09-29T07:55:38.367Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:55:38.374Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:55:38.377Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:55:38.380Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:55:38.383Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:55:38.388Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:55:38.392Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:55:38.397Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:55:38.401Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:55:38.404Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:55:38.406Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:55:38.410Z] [STDOUT]       stream: true,\n[2026-09-29T07:55:38.413Z] [STDOUT]     },\n[2026-09-29T07:55:38.415Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:55:38.422Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:55:38.428Z] [STDOUT]       aborted: false,\n[2026-09-29T07:55:38.431Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:55:38.434Z] [STDOUT]       onabort: null,\n[2026-09-29T07:55:38.438Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:55:38.443Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:55:38.448Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:55:38.452Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:55:38.455Z] [STDOUT]     },\n[2026-09-29T07:55:38.457Z] [STDOUT]     stream: true,\n[2026-09-29T07:55:38.459Z] [STDOUT]   },\n[2026-09-29T07:55:38.464Z] [STDOUT]   headers: {\n[2026-09-29T07:55:38.466Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:55:38.468Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:55:38.475Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:55:38.478Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:55:38.483Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:55:38.489Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:55:38.493Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:55:38.501Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:55:38.507Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:55:38.512Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1617\",\n[2026-09-29T07:55:38.520Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:55:38.527Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:55:38.535Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:38.542Z] [STDOUT]     \"x-client-request-id\": \"b10e5615-634f-409b-812c-6e7677e2931e\",\n[2026-09-29T07:55:38.547Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:55:38.553Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:55:38.556Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:55:38.565Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:55:38.571Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:55:38.574Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:55:38.581Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:55:38.585Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:55:38.587Z] [STDOUT]   },\n[2026-09-29T07:55:38.590Z] [STDOUT] }\n[2026-09-29T07:55:39.178Z] [STDOUT] [log_5031e9, request-id: \"req_011CfXNXzBShRHictvwBzDdX\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 829ms\n[2026-09-29T07:55:39.187Z] [STDOUT] [log_5031e9] response start {\n[2026-09-29T07:55:39.197Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:39.202Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:39.208Z] [STDOUT]   headers: {\n[2026-09-29T07:55:39.216Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:39.223Z] [STDOUT]     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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:39.467Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:39.469Z] [STDOUT]   body: X {\n[2026-09-29T07:55:39.472Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:55:39.477Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:55:39.481Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:55:39.484Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:55:39.485Z] [STDOUT]     },\n[2026-09-29T07:55:39.487Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:55:39.489Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:55:39.491Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:55:39.492Z] [STDOUT]   },\n[2026-09-29T07:55:39.494Z] [STDOUT]   durationMs: 830,\n[2026-09-29T07:55:39.496Z] [STDOUT] }\n[2026-09-29T07:55:41.399Z] [INFO] {\n[2026-09-29T07:55:41.399Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:41.399Z] [INFO] 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\"tool_result\",\n[2026-09-29T07:55:41.527Z] [INFO]         \"content\": \"The file /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md has been updated successfully. (note: the file had been modified on disk since you last read it \u2014 the edit applied cleanly, but the file contains other changes not in your context. Read it before edits that depend on surrounding content.)\"\n[2026-09-29T07:55:41.527Z] [INFO]       }\n[2026-09-29T07:55:41.527Z] [INFO]     ]\n[2026-09-29T07:55:41.527Z] [INFO]   },\n[2026-09-29T07:55:41.527Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:41.527Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:41.527Z] [INFO]   \"uuid\": \"fce14c40-f804-4cad-9e95-ae34896e4d34\",\n[2026-09-29T07:55:41.527Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:41.507Z\",\n[2026-09-29T07:55:41.527Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:41.527Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:41.527Z] [INFO]     \"oldString\": \"  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u0414\u0430\u0436\u0435 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430,\\n  BCREQ-1074, \u0432 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b\u0430 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430.\",\n[2026-09-29T07:55:41.527Z] [INFO]     \"newString\": \"  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 \u0442\u0440\u0451\u0445\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, \u0430 7 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\\n  \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\",\n[2026-09-29T07:55:41.527Z] [INFO]     \"originalFile\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u0414\u0430\u0436\u0435 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430,\\n  BCREQ-1074, \u0432 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b\u0430 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014\\n  6%. \u042d\u0442\u043e \u043d\u0430\u0448\u0430\\n  [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u041a\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u044c:** \u043d\u0435 \u00ab\u0418\u0418 \u043f\u043b\u043e\u0445\u043e\u0439\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442, \u0447\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0442\u044c\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c\u00bb. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0434\u0430\u043d.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f \u2014 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442. \u041c\u044b \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u0438\\n\u0434\u0435\u043b\u0430\u043b\u0438, \u0434\u043e\u043b\u0433\u043e\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 \u00ab\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\u00bb.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442, RFC \u0438 \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 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\u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 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\u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb 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\u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:41.527Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:41.527Z] [INFO]       {\n[2026-09-29T07:55:41.527Z] [INFO]         \"oldStart\": 106,\n[2026-09-29T07:55:41.527Z] [INFO]         \"oldLines\": 8,\n[2026-09-29T07:55:41.527Z] [INFO]         \"newStart\": 106,\n[2026-09-29T07:55:41.527Z] [INFO]         \"newLines\": 9,\n[2026-09-29T07:55:41.527Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:41.527Z] [INFO]           \"   [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"   \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\",\n[2026-09-29T07:55:41.527Z] [INFO]           \" - 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"-  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u0414\u0430\u0436\u0435 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430,\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"-  BCREQ-1074, \u0432 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b\u0430 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430.\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"+  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 \u0442\u0440\u0451\u0445\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"+  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, \u0430 7 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"+  \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\",\n[2026-09-29T07:55:41.527Z] [INFO]           \" - 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"   \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\",\n[2026-09-29T07:55:41.527Z] [INFO]           \" - \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\"\n[2026-09-29T07:55:41.527Z] [INFO]         ]\n[2026-09-29T07:55:41.527Z] [INFO]       }\n[2026-09-29T07:55:41.527Z] [INFO]     ],\n[2026-09-29T07:55:41.527Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:41.527Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:41.527Z] [INFO]     \"staleRecovered\": true,\n[2026-09-29T07:55:41.527Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:41.527Z] [INFO]   }\n[2026-09-29T07:55:41.527Z] [INFO] }\n[2026-09-29T07:55:44.746Z] [INFO] {\n[2026-09-29T07:55:44.746Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:44.746Z] [INFO]   \"message\": {\n[2026-09-29T07:55:44.746Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:44.746Z] [INFO]     \"id\": \"msg_011CfXNXzdyCp51htuBrcg98\",\n[2026-09-29T07:55:44.746Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:44.746Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:44.746Z] [INFO]     \"content\": [\n[2026-09-29T07:55:44.746Z] [INFO]       {\n[2026-09-29T07:55:44.746Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:44.746Z] [INFO]         \"id\": \"toolu_01DH5tJUnm4fRLmhvZDBt2zw\",\n[2026-09-29T07:55:44.746Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:55:44.746Z] [INFO]         \"input\": {\n[2026-09-29T07:55:44.746Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:55:44.746Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:44.746Z] [INFO]           \"old_string\": \"  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e 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\u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\",\n[2026-09-29T07:55:44.746Z] [INFO]           \"new_string\": \"  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\"\n[2026-09-29T07:55:44.746Z] [INFO]         },\n[2026-09-29T07:55:44.746Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:44.746Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:44.746Z] [INFO]         }\n[2026-09-29T07:55:44.746Z] [INFO]       }\n[2026-09-29T07:55:44.746Z] [INFO]     ],\n[2026-09-29T07:55:44.746Z] [INFO]     \"container\": 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},\n[2026-09-29T07:55:44.746Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:44.746Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:44.746Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:44.746Z] [INFO]   },\n[2026-09-29T07:55:44.746Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:44.746Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:44.746Z] [INFO]   \"uuid\": \"557294f8-344d-4a34-9d70-581ccc03f3c4\",\n[2026-09-29T07:55:44.746Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:44.731Z\",\n[2026-09-29T07:55:44.746Z] [INFO]   \"request_id\": \"req_011CfXNXzBShRHictvwBzDdX\",\n[2026-09-29T07:55:44.746Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:44.746Z] [INFO]     \"toolu_01DH5tJUnm4fRLmhvZDBt2zw\": {\n[2026-09-29T07:55:44.746Z] [INFO]       \"file_path\": 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\u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\",\n[2026-09-29T07:55:44.746Z] [INFO]       \"new_string\": \"  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 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}\n[2026-09-29T07:55:44.746Z] [INFO]   }\n[2026-09-29T07:55:44.746Z] [INFO] }\n[2026-09-29T07:55:44.786Z] [INFO] {\n[2026-09-29T07:55:44.786Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:44.786Z] [INFO]   \"message\": {\n[2026-09-29T07:55:44.786Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:44.786Z] [INFO]     \"content\": [\n[2026-09-29T07:55:44.786Z] [INFO]       {\n[2026-09-29T07:55:44.786Z] [INFO]         \"tool_use_id\": \"toolu_01DH5tJUnm4fRLmhvZDBt2zw\",\n[2026-09-29T07:55:44.786Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:44.786Z] [INFO]         \"content\": \"The file /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md has been updated successfully.\"\n[2026-09-29T07:55:44.786Z] [INFO]       }\n[2026-09-29T07:55:44.786Z] [INFO]     ]\n[2026-09-29T07:55:44.786Z] [INFO]   },\n[2026-09-29T07:55:44.786Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:44.786Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:44.786Z] [INFO]   \"uuid\": \"cf63f677-2dd5-4dee-901a-2fc3305598e9\",\n[2026-09-29T07:55:44.786Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:44.777Z\",\n[2026-09-29T07:55:44.786Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:44.786Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:44.786Z] [INFO]     \"oldString\": \"  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 \u00ab\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\u00bb.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442, RFC \u0438 \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\",\n[2026-09-29T07:55:44.786Z] [INFO]     \"newString\": \"  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T07:55:44.786Z] [INFO]     \"originalFile\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 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\u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e 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\u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:44.786Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:44.786Z] [INFO]       {\n[2026-09-29T07:55:44.786Z] [INFO]         \"oldStart\": 139,\n[2026-09-29T07:55:44.786Z] [INFO]         \"oldLines\": 13,\n[2026-09-29T07:55:44.786Z] [INFO]         \"newStart\": 139,\n[2026-09-29T07:55:44.786Z] [INFO]         \"newLines\": 13,\n[2026-09-29T07:55:44.786Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:44.786Z] [INFO]           \" \",\n[2026-09-29T07:55:44.786Z] [INFO]           \" - \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"   [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"-  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 \u00ab\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\u00bb.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"+  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \" - \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"   [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"   \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"-  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442, RFC \u0438 \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"-- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"-  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"+  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"+- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"+  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \" - \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"   \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"   [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\"\n[2026-09-29T07:55:44.786Z] [INFO]         ]\n[2026-09-29T07:55:44.786Z] [INFO]       }\n[2026-09-29T07:55:44.786Z] [INFO]     ],\n[2026-09-29T07:55:44.786Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:44.786Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:44.786Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:44.786Z] [INFO]   }\n[2026-09-29T07:55:44.786Z] [INFO] }\n[2026-09-29T07:55:47.626Z] [INFO] {\n[2026-09-29T07:55:47.626Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:47.626Z] [INFO]   \"message\": {\n[2026-09-29T07:55:47.626Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:47.626Z] [INFO]     \"id\": \"msg_011CfXNXzdyCp51htuBrcg98\",\n[2026-09-29T07:55:47.626Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:47.626Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:47.626Z] [INFO]     \"content\": [\n[2026-09-29T07:55:47.626Z] [INFO]       {\n[2026-09-29T07:55:47.626Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:47.626Z] [INFO]         \"id\": \"toolu_01W9kumcj4tAyMZGzrmJfRwJ\",\n[2026-09-29T07:55:47.626Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:55:47.626Z] [INFO]         \"input\": {\n[2026-09-29T07:55:47.626Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:55:47.626Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:47.626Z] [INFO]           \"old_string\": \"- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\",\n[2026-09-29T07:55:47.626Z] [INFO]           \"new_string\": \"- \u0412\u044b\u0432\u043e\u0434\\n  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\\n  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\\n  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u0426\u0438\u0442\u0430\u0442\u0430: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\"\n[2026-09-29T07:55:47.626Z] [INFO]         },\n[2026-09-29T07:55:47.626Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:47.626Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:47.626Z] [INFO]         }\n[2026-09-29T07:55:47.626Z] [INFO]       }\n[2026-09-29T07:55:47.626Z] [INFO]     ],\n[2026-09-29T07:55:47.626Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:47.626Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:47.626Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:47.626Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:47.626Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:47.626Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:47.626Z] [INFO]       \"cache_creation_input_tokens\": 1683,\n[2026-09-29T07:55:47.626Z] [INFO]       \"cache_read_input_tokens\": 53177,\n[2026-09-29T07:55:47.626Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:47.626Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:47.626Z] [INFO]         \"ephemeral_1h_input_tokens\": 1683\n[2026-09-29T07:55:47.626Z] [INFO]       },\n[2026-09-29T07:55:47.626Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:55:47.626Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:47.626Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:47.626Z] [INFO]     },\n[2026-09-29T07:55:47.626Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:47.626Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:47.626Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:47.626Z] [INFO]   },\n[2026-09-29T07:55:47.626Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:47.626Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:47.626Z] [INFO]   \"uuid\": \"57fd0d83-2a0b-41a8-b48d-1c765573898d\",\n[2026-09-29T07:55:47.626Z] [INFO]   \"timestamp\": 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\u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\\n  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\\n  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. 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[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\\n  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\\n  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u0426\u0438\u0442\u0430\u0442\u0430: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\",\n[2026-09-29T07:55:47.675Z] [INFO]     \"originalFile\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c 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\u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 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\u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:47.675Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:47.675Z] [INFO]       {\n[2026-09-29T07:55:47.675Z] [INFO]         \"oldStart\": 153,\n[2026-09-29T07:55:47.675Z] [INFO]         \"oldLines\": 9,\n[2026-09-29T07:55:47.675Z] [INFO]         \"newStart\": 153,\n[2026-09-29T07:55:47.675Z] [INFO]         \"newLines\": 13,\n[2026-09-29T07:55:47.675Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:47.675Z] [INFO]           \"   \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"   [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"   \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"-- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"-  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"-  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+- \u0412\u044b\u0432\u043e\u0434\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u0426\u0438\u0442\u0430\u0442\u0430: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\",\n[2026-09-29T07:55:47.675Z] [INFO]           \" \",\n[2026-09-29T07:55:47.675Z] [INFO]           \" **\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\",\n[2026-09-29T07:55:47.675Z] [INFO]           \" \u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\"\n[2026-09-29T07:55:47.675Z] [INFO]         ]\n[2026-09-29T07:55:47.675Z] [INFO]       }\n[2026-09-29T07:55:47.675Z] [INFO]     ],\n[2026-09-29T07:55:47.675Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:47.675Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:47.675Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:47.675Z] [INFO]   }\n[2026-09-29T07:55:47.675Z] [INFO] }\n[2026-09-29T07:55:49.967Z] [INFO] {\n[2026-09-29T07:55:49.967Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:49.967Z] [INFO]   \"message\": {\n[2026-09-29T07:55:49.967Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:49.967Z] [INFO]     \"id\": \"msg_011CfXNXzdyCp51htuBrcg98\",\n[2026-09-29T07:55:49.967Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:49.967Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:49.967Z] [INFO]     \"content\": [\n[2026-09-29T07:55:49.967Z] [INFO]       {\n[2026-09-29T07:55:49.967Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:49.967Z] [INFO]         \"id\": \"toolu_01MaaQ6sXyfQ36dndQc5iEJE\",\n[2026-09-29T07:55:49.967Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:55:49.967Z] [INFO]         \"input\": {\n[2026-09-29T07:55:49.967Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:55:49.967Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:49.967Z] [INFO]           \"old_string\": \"RAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a.\",\n[2026-09-29T07:55:49.967Z] [INFO]           \"new_string\": \"RAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u041f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\n\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u0440\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\\n\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a.\"\n[2026-09-29T07:55:49.967Z] [INFO]         },\n[2026-09-29T07:55:49.967Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:49.967Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:49.967Z] [INFO]         }\n[2026-09-29T07:55:49.967Z] [INFO]       }\n[2026-09-29T07:55:49.967Z] [INFO]     ],\n[2026-09-29T07:55:49.967Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:49.967Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:49.967Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:49.967Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:49.967Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:49.967Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:49.967Z] [INFO]       \"cache_creation_input_tokens\": 1683,\n[2026-09-29T07:55:49.967Z] [INFO]       \"cache_read_input_tokens\": 53177,\n[2026-09-29T07:55:49.967Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:49.967Z] [INFO]         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\u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a.\",\n[2026-09-29T07:55:49.967Z] [INFO]       \"new_string\": \"RAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 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\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a.\"\n[2026-09-29T07:55:49.967Z] [INFO]     }\n[2026-09-29T07:55:49.967Z] [INFO]   }\n[2026-09-29T07:55:49.967Z] [INFO] }\n[2026-09-29T07:55:50.014Z] [INFO] {\n[2026-09-29T07:55:50.014Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:50.014Z] [INFO]   \"message\": {\n[2026-09-29T07:55:50.014Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:50.014Z] [INFO]     \"content\": [\n[2026-09-29T07:55:50.014Z] [INFO]       {\n[2026-09-29T07:55:50.014Z] [INFO]         \"tool_use_id\": \"toolu_01MaaQ6sXyfQ36dndQc5iEJE\",\n[2026-09-29T07:55:50.014Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:50.014Z] [INFO]         \"content\": \"The file /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md has been updated successfully.\"\n[2026-09-29T07:55:50.014Z] [INFO]       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\u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\\n\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a.\",\n[2026-09-29T07:55:50.014Z] [INFO]     \"originalFile\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 \u0442\u0440\u0451\u0445\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, \u0430 7 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\\n  \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014\\n  6%. \u042d\u0442\u043e \u043d\u0430\u0448\u0430\\n  [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u041a\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u044c:** \u043d\u0435 \u00ab\u0418\u0418 \u043f\u043b\u043e\u0445\u043e\u0439\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442, \u0447\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0442\u044c\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c\u00bb. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0434\u0430\u043d.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f \u2014 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442. \u041c\u044b \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u0438\\n\u0434\u0435\u043b\u0430\u043b\u0438, \u0434\u043e\u043b\u0433\u043e\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434\\n  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\\n  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\\n  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u0426\u0438\u0442\u0430\u0442\u0430: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f 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\u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c 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\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 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\u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b 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RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:50.014Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:50.014Z] [INFO]       {\n[2026-09-29T07:55:50.014Z] [INFO]         \"oldStart\": 383,\n[2026-09-29T07:55:50.014Z] [INFO]         \"oldLines\": 9,\n[2026-09-29T07:55:50.014Z] [INFO]         \"newStart\": 383,\n[2026-09-29T07:55:50.014Z] [INFO]         \"newLines\": 9,\n[2026-09-29T07:55:50.014Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:50.014Z] [INFO]           \" ### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\",\n[2026-09-29T07:55:50.014Z] [INFO]           \" \",\n[2026-09-29T07:55:50.014Z] [INFO]           \" RAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"-\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"-\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"-\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"+\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u041f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"+\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u0440\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"+\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\",\n[2026-09-29T07:55:50.014Z] [INFO]           \" \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\",\n[2026-09-29T07:55:50.014Z] [INFO]           \" \u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\",\n[2026-09-29T07:55:50.014Z] [INFO]           \" \"\n[2026-09-29T07:55:50.014Z] [INFO]         ]\n[2026-09-29T07:55:50.014Z] [INFO]       }\n[2026-09-29T07:55:50.014Z] [INFO]     ],\n[2026-09-29T07:55:50.014Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:50.014Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:50.014Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:50.014Z] [INFO]   }\n[2026-09-29T07:55:50.014Z] [INFO] }\n[2026-09-29T07:55:55.675Z] [INFO] {\n[2026-09-29T07:55:55.675Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:55.675Z] [INFO]   \"message\": {\n[2026-09-29T07:55:55.675Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:55.675Z] [INFO]     \"id\": \"msg_011CfXNXzdyCp51htuBrcg98\",\n[2026-09-29T07:55:55.675Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:55.675Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:55.675Z] [INFO]     \"content\": [\n[2026-09-29T07:55:55.675Z] [INFO]       {\n[2026-09-29T07:55:55.675Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:55.675Z] [INFO]         \"id\": \"toolu_01MSPoieQaZYRmrnJkUrAio2\",\n[2026-09-29T07:55:55.675Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:55:55.675Z] [INFO]         \"input\": {\n[2026-09-29T07:55:55.675Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:55:55.675Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:55.675Z] [INFO]           \"old_string\": \"\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\",\n[2026-09-29T07:55:55.675Z] [INFO]           \"new_string\": \"\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\nEndpoint Mango AI \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 VPN. \u041a\u043b\u044e\u0447\\n\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442. \u041f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b,\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0442\u0430\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0434\u0443\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\\nPR \u0432 Source \u0438 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439.\\n\\n\u041f\u0440\u043e\u0431\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u0438\u043c: \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f Jira \u0438 Confluence\\n\u0447\u0435\u0440\u0435\u0437 MCP \u0441\u0435\u0439\u0447\u0430\u0441 \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n\u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432, \u0440\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c\\n([\u0413-12](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-12)).\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0412\\n\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u043a\u043e\u0434\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0430\u043c\u0430.\"\n[2026-09-29T07:55:55.675Z] [INFO]         },\n[2026-09-29T07:55:55.675Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:55.675Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:55.675Z] [INFO]         }\n[2026-09-29T07:55:55.675Z] [INFO]       }\n[2026-09-29T07:55:55.675Z] [INFO]     ],\n[2026-09-29T07:55:55.675Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:55.675Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:55.675Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:55.675Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:55.675Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:55.675Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:55.675Z] [INFO]       \"cache_creation_input_tokens\": 1683,\n[2026-09-29T07:55:55.675Z] [INFO]       \"cache_read_input_tokens\": 53177,\n[2026-09-29T07:55:55.675Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:55.675Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:55.675Z] [INFO]         \"ephemeral_1h_input_tokens\": 1683\n[2026-09-29T07:55:55.675Z] [INFO]       },\n[2026-09-29T07:55:55.675Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:55:55.675Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:55.675Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:55.675Z] [INFO]     },\n[2026-09-29T07:55:55.675Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:55.675Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:55.675Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:55.675Z] [INFO]   },\n[2026-09-29T07:55:55.675Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:55.675Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:55.675Z] [INFO]   \"uuid\": \"4862a303-8bcd-4743-9bb1-42c72053bff5\",\n[2026-09-29T07:55:55.675Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:55.669Z\",\n[2026-09-29T07:55:55.675Z] [INFO]   \"request_id\": \"req_011CfXNXzBShRHictvwBzDdX\",\n[2026-09-29T07:55:55.675Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:55.675Z] [INFO]     \"toolu_01MSPoieQaZYRmrnJkUrAio2\": {\n[2026-09-29T07:55:55.675Z] [INFO]       \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:55.675Z] [INFO]       \"old_string\": \"\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\",\n[2026-09-29T07:55:55.675Z] [INFO]       \"new_string\": \"\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\nEndpoint Mango AI \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 VPN. \u041a\u043b\u044e\u0447\\n\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442. \u041f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b,\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0442\u0430\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0434\u0443\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\\nPR \u0432 Source \u0438 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439.\\n\\n\u041f\u0440\u043e\u0431\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u0438\u043c: \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f Jira \u0438 Confluence\\n\u0447\u0435\u0440\u0435\u0437 MCP \u0441\u0435\u0439\u0447\u0430\u0441 \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n\u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432, \u0440\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c\\n([\u0413-12](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-12)).\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0412\\n\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u043a\u043e\u0434\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0430\u043c\u0430.\"\n[2026-09-29T07:55:55.675Z] [INFO]     }\n[2026-09-29T07:55:55.675Z] [INFO]   }\n[2026-09-29T07:55:55.675Z] [INFO] }\n[2026-09-29T07:55:55.712Z] [INFO] {\n[2026-09-29T07:55:55.712Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:55.712Z] [INFO]   \"message\": {\n[2026-09-29T07:55:55.712Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:55.712Z] [INFO]     \"content\": [\n[2026-09-29T07:55:55.712Z] [INFO]       {\n[2026-09-29T07:55:55.712Z] [INFO]         \"tool_use_id\": \"toolu_01MSPoieQaZYRmrnJkUrAio2\",\n[2026-09-29T07:55:55.712Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:55.712Z] [INFO]         \"content\": \"The file /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md has been updated successfully.\"\n[2026-09-29T07:55:55.712Z] [INFO]       }\n[2026-09-29T07:55:55.712Z] [INFO]     ]\n[2026-09-29T07:55:55.712Z] [INFO]   },\n[2026-09-29T07:55:55.712Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:55.712Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:55.712Z] [INFO]   \"uuid\": \"da7de579-9c64-4f4b-9f6b-4acdd253f2f8\",\n[2026-09-29T07:55:55.712Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:55.704Z\",\n[2026-09-29T07:55:55.712Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:55.712Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:55.712Z] [INFO]     \"oldString\": \"\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\",\n[2026-09-29T07:55:55.712Z] [INFO]     \"newString\": \"\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\nEndpoint Mango AI \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 VPN. \u041a\u043b\u044e\u0447\\n\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442. \u041f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b,\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0442\u0430\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0434\u0443\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\\nPR \u0432 Source \u0438 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439.\\n\\n\u041f\u0440\u043e\u0431\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u0438\u043c: \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f Jira \u0438 Confluence\\n\u0447\u0435\u0440\u0435\u0437 MCP \u0441\u0435\u0439\u0447\u0430\u0441 \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n\u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432, \u0440\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c\\n([\u0413-12](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-12)).\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0412\\n\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u043a\u043e\u0434\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0430\u043c\u0430.\",\n[2026-09-29T07:55:55.712Z] [INFO]     \"originalFile\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c 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\u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 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\u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434\\n  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 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\u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u041f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\n\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u0440\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\\n\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:55.712Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:55.712Z] [INFO]       {\n[2026-09-29T07:55:55.712Z] [INFO]         \"oldStart\": 423,\n[2026-09-29T07:55:55.712Z] [INFO]         \"oldLines\": 12,\n[2026-09-29T07:55:55.712Z] [INFO]         \"newStart\": 423,\n[2026-09-29T07:55:55.712Z] [INFO]         \"newLines\": 22,\n[2026-09-29T07:55:55.712Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:55.712Z] [INFO]           \" \",\n[2026-09-29T07:55:55.712Z] [INFO]           \" ### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\",\n[2026-09-29T07:55:55.712Z] [INFO]           \" \",\n[2026-09-29T07:55:55.712Z] [INFO]           \"-\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"-\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"-\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"-\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"-\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+[ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+Endpoint Mango AI \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 VPN. \u041a\u043b\u044e\u0447\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442. \u041f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b,\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0442\u0430\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0434\u0443\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+PR \u0432 Source \u0438 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439.\",\n[2026-09-29T07:55:55.712Z] [INFO]           \" \",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u041f\u0440\u043e\u0431\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u0438\u043c: \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f Jira \u0438 Confluence\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u0447\u0435\u0440\u0435\u0437 MCP \u0441\u0435\u0439\u0447\u0430\u0441 \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432, \u0440\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+([\u0413-12](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-12)).\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0412\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u043a\u043e\u0434\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0430\u043c\u0430.\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\",\n[2026-09-29T07:55:55.712Z] [INFO]           \" ### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\",\n[2026-09-29T07:55:55.712Z] [INFO]           \" \",\n[2026-09-29T07:55:55.712Z] [INFO]           \" \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\"\n[2026-09-29T07:55:55.712Z] [INFO]         ]\n[2026-09-29T07:55:55.712Z] [INFO]       }\n[2026-09-29T07:55:55.712Z] [INFO]     ],\n[2026-09-29T07:55:55.712Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:55.712Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:55.712Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:55.712Z] [INFO]   }\n[2026-09-29T07:55:55.712Z] [INFO] }\n[2026-09-29T07:55:57.701Z] [INFO] {\n[2026-09-29T07:55:57.701Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:57.701Z] [INFO]   \"message\": {\n[2026-09-29T07:55:57.701Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:57.701Z] [INFO]     \"id\": \"msg_011CfXNXzdyCp51htuBrcg98\",\n[2026-09-29T07:55:57.701Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:57.701Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:57.701Z] [INFO]     \"content\": [\n[2026-09-29T07:55:57.701Z] [INFO]       {\n[2026-09-29T07:55:57.701Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:57.701Z] [INFO]         \"id\": \"toolu_015CVKEyM25jYyyEDgGxZxXJ\",\n[2026-09-29T07:55:57.701Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:55:57.701Z] [INFO]         \"input\": {\n[2026-09-29T07:55:57.701Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:55:57.701Z] [INFO]           \"file_path\": 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\\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c 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\u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 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\u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434\\n  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 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\u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u041f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\n\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u0440\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\\n\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\nEndpoint Mango AI \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 VPN. \u041a\u043b\u044e\u0447\\n\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442. \u041f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b,\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0442\u0430\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0434\u0443\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\\nPR \u0432 Source \u0438 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439.\\n\\n\u041f\u0440\u043e\u0431\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u0438\u043c: \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f Jira \u0438 Confluence\\n\u0447\u0435\u0440\u0435\u0437 MCP \u0441\u0435\u0439\u0447\u0430\u0441 \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n\u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432, \u0440\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c\\n([\u0413-12](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-12)).\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0412\\n\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u043a\u043e\u0434\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0430\u043c\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:57.765Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:57.765Z] [INFO]       {\n[2026-09-29T07:55:57.765Z] [INFO]         \"oldStart\": 467,\n[2026-09-29T07:55:57.765Z] [INFO]         \"oldLines\": 5,\n[2026-09-29T07:55:57.765Z] [INFO]         \"newStart\": 467,\n[2026-09-29T07:55:57.765Z] [INFO]         \"newLines\": 6,\n[2026-09-29T07:55:57.765Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:57.765Z] [INFO]           \" ### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\",\n[2026-09-29T07:55:57.765Z] [INFO]           \" \",\n[2026-09-29T07:55:57.765Z] [INFO]           \" \u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\",\n[2026-09-29T07:55:57.765Z] [INFO]           \"-\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\",\n[2026-09-29T07:55:57.765Z] [INFO]           \"+\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b: \u044d\u0442\u043e \u043f\u0440\u0430\u0432\u043a\u0438 runner, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\",\n[2026-09-29T07:55:57.765Z] [INFO]           \"+\u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\",\n[2026-09-29T07:55:57.765Z] [INFO]           \" RFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\"\n[2026-09-29T07:55:57.765Z] [INFO]         ]\n[2026-09-29T07:55:57.765Z] [INFO]       }\n[2026-09-29T07:55:57.765Z] [INFO]     ],\n[2026-09-29T07:55:57.765Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:57.765Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:57.765Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:57.765Z] [INFO]   }\n[2026-09-29T07:55:57.765Z] [INFO] }\n[2026-09-29T07:55:57.796Z] [STDOUT] [log_974026] sending request {\n[2026-09-29T07:55:57.799Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:55:57.802Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:57.805Z] [STDOUT]   options: {\n[2026-09-29T07:55:57.808Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:55:57.812Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:55:57.815Z] [STDOUT]     body: {\n[2026-09-29T07:55:57.818Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:55:57.821Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:55:57.825Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:55:57.830Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:55:57.834Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:55:57.837Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:55:57.842Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:55:57.845Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:55:57.848Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:55:57.851Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:55:57.854Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:55:57.862Z] [STDOUT]       stream: true,\n[2026-09-29T07:55:57.865Z] [STDOUT]     },\n[2026-09-29T07:55:57.869Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:55:57.873Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:55:57.879Z] [STDOUT]       aborted: false,\n[2026-09-29T07:55:57.885Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:55:57.887Z] [STDOUT]       onabort: null,\n[2026-09-29T07:55:57.892Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:55:57.902Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:55:57.907Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:55:57.911Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:55:57.916Z] [STDOUT]     },\n[2026-09-29T07:55:57.925Z] [STDOUT]     stream: true,\n[2026-09-29T07:55:57.932Z] [STDOUT]   },\n[2026-09-29T07:55:57.938Z] [STDOUT]   headers: {\n[2026-09-29T07:55:57.944Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:55:57.948Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:55:57.954Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:55:57.958Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:55:57.961Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:55:57.964Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:55:57.967Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:55:57.970Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:55:57.973Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:55:57.976Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Edit=65;Edit=22;Edit=26;Edit=23;Edit=16;Edit=38\",\n[2026-09-29T07:55:57.979Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:55:57.981Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:55:57.983Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:57.986Z] [STDOUT]     \"x-client-request-id\": \"68e6f8c6-101c-49e1-ae4d-b1950bf3dfa0\",\n[2026-09-29T07:55:57.988Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:55:57.991Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:55:57.994Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:55:57.997Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:55:58.002Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:55:58.008Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:55:58.015Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:55:58.018Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:55:58.032Z] [STDOUT]   },\n[2026-09-29T07:55:58.035Z] [STDOUT] }\n[2026-09-29T07:55:58.607Z] [STDOUT] [log_974026, request-id: \"req_011CfXNZRMYBoyzm11wd6uwt\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 811ms\n[2026-09-29T07:55:58.611Z] [STDOUT] [log_974026] response start {\n[2026-09-29T07:55:58.618Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:58.621Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:58.626Z] [STDOUT]   headers: {\n[2026-09-29T07:55:58.630Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:58.636Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:58.642Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:58.647Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:58.653Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:58.656Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:58.665Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:58.669Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:58.677Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:58.680Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:58.684Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:58.687Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:58.690Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:58.693Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:58.696Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:58.699Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:58.701Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:58.703Z] [STDOUT]     \"cf-ray\": \"a4296db64d515d90-FRA\",\n[2026-09-29T07:55:58.705Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:55:58.709Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:58.711Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:58.716Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:58.724Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:55:58 GMT\",\n[2026-09-29T07:55:58.731Z] [STDOUT]     \"request-id\": \"req_011CfXNZRMYBoyzm11wd6uwt\",\n[2026-09-29T07:55:58.736Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:55:58.739Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:58.748Z] [STDOUT]     traceresponse: \"00-3a39622131998b8c1ea1af85f83ad275-42fb8aaf90155615-01\",\n[2026-09-29T07:55:58.752Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:58.755Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:55:58.757Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:58.760Z] [STDOUT]   },\n[2026-09-29T07:55:58.762Z] [STDOUT]   durationMs: 811,\n[2026-09-29T07:55:58.765Z] [STDOUT] }\n[2026-09-29T07:55:58.768Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:55:58.771Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:55:58 GMT\",\n[2026-09-29T07:55:58.774Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:58.776Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:58.779Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:55:58.784Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:58.794Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:58.800Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:58.809Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:55:58.813Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:58.822Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:58.835Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:58.846Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:58.849Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:58.852Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:58.857Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:58.863Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:58.870Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:58.875Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:58.877Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:58.885Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:58.890Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:58.894Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:58.898Z] [STDOUT]   \"request-id\": \"req_011CfXNZRMYBoyzm11wd6uwt\",\n[2026-09-29T07:55:58.903Z] [STDOUT]   \"traceresponse\": \"00-3a39622131998b8c1ea1af85f83ad275-42fb8aaf90155615-01\",\n[2026-09-29T07:55:58.909Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:58.916Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:58.924Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:55:58.928Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:58.933Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:58.936Z] [STDOUT]   \"cf-ray\": \"a4296db64d515d90-FRA\",\n[2026-09-29T07:55:58.943Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:55:58.948Z] [STDOUT] [log_974026] response parsed {\n[2026-09-29T07:55:58.951Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:58.953Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:58.955Z] [STDOUT]   body: X {\n[2026-09-29T07:55:58.957Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:55:58.959Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:55:58.962Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:55:58.966Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:55:58.970Z] [STDOUT]     },\n[2026-09-29T07:55:58.972Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:55:58.975Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:55:58.979Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:55:58.983Z] [STDOUT]   },\n[2026-09-29T07:55:58.987Z] [STDOUT]   durationMs: 812,\n[2026-09-29T07:55:58.991Z] [STDOUT] }\n[2026-09-29T07:55:59.153Z] [INFO] {\n[2026-09-29T07:55:59.153Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:59.153Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:59.153Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:55:59.153Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:59.153Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:59.153Z] [INFO]   \"uuid\": \"cd02b948-c20e-47ad-9a4d-64fb6c4474e4\"\n[2026-09-29T07:55:59.153Z] [INFO] }\n[2026-09-29T07:56:00.822Z] [INFO] {\n[2026-09-29T07:56:00.822Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:00.822Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:00.822Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:56:00.822Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:00.822Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:00.822Z] [INFO]   \"uuid\": \"3203dfc2-77da-411b-a3a2-2564c80505b1\"\n[2026-09-29T07:56:00.822Z] [INFO] }\n[2026-09-29T07:56:02.163Z] [INFO] {\n[2026-09-29T07:56:02.163Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:02.163Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:02.163Z] [INFO]   \"estimated_tokens\": 400,\n[2026-09-29T07:56:02.163Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:02.163Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:02.163Z] [INFO]   \"uuid\": \"eabdbd28-4eea-4d59-be60-57029a4f7742\"\n[2026-09-29T07:56:02.163Z] [INFO] }\n[2026-09-29T07:56:03.218Z] [INFO] {\n[2026-09-29T07:56:03.218Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:03.218Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:03.218Z] [INFO]   \"estimated_tokens\": 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\"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:06.737Z] [INFO]   \"uuid\": \"68483d3a-a78e-421d-848a-be672c3faaa1\",\n[2026-09-29T07:56:06.737Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:06.722Z\",\n[2026-09-29T07:56:06.737Z] [INFO]   \"request_id\": \"req_011CfXNZRMYBoyzm11wd6uwt\",\n[2026-09-29T07:56:06.737Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:56:06.737Z] [INFO]     \"toolu_011vrDymWxQcqFUpw8ojjMyA\": {\n[2026-09-29T07:56:06.737Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n 'MM-[1-4]' ba-meta-model/10-theory.md | head -12; echo ---; grep -n -i '\u0437\u0430\u043a\u0440\u044b\u0442' docs/presentation/*slides.md | head; echo ---; grep -n -i 'G1\\\\b\\\\|G5\\\\b\\\\|\u043e\u0442\u043a\u0443\u0434\u0430' ba-meta-model/operation-taxonomy/10-theory.md | head -10; echo ---; grep -rn -i '\u0441\u0438\u043d\u0442\u0435\u0442' docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md ba-meta-model/40-practice-and-cases.md docs/presentation/*slides.md | head -5; echo ---; sed -n 44,50p docs/analysis/2026-09-29-cline-package-expectation-gap.md; echo ---; grep -n -i 'gate\\\\|\u043e\u0442\u043a\u0440\u044b\u0442\\\\|status' docs/rfc/2026-09-source-pilot-verification.md | head -8\",\n[2026-09-29T07:56:06.737Z] [INFO]       \"description\": \"Verify remaining meta-model claims\"\n[2026-09-29T07:56:06.737Z] [INFO]     }\n[2026-09-29T07:56:06.737Z] [INFO]   }\n[2026-09-29T07:56:06.737Z] [INFO] }\n[2026-09-29T07:56:08.650Z] [INFO] {\n[2026-09-29T07:56:08.650Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:56:08.650Z] [INFO]   \"message\": {\n[2026-09-29T07:56:08.650Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:56:08.650Z] [INFO]     \"content\": [\n[2026-09-29T07:56:08.650Z] [INFO]       {\n[2026-09-29T07:56:08.650Z] [INFO]         \"tool_use_id\": \"toolu_011vrDymWxQcqFUpw8ojjMyA\",\n[2026-09-29T07:56:08.650Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:56:08.650Z] [INFO]         \"content\": \"67:| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\n140:| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\\n141:| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. |\\n142:| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u0438 \u0432 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u0430. |\\n143:| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0443 66 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67. |\\n145:`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\n214:| \u00ab\u0422\u043e\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u00bb \u0432\u0441\u0435\u0433\u043e \u043d\u0430 \u0432\u0441\u0451 \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 | \u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0440\u0451\u0431\u0440\u0430\u043c `Trace`, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u043c \u0432 `MM-3`. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u2014 \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435. | \u0427\u0430\u0441\u0442\u044c \u0441\u0432\u044f\u0437\u0435\u0439 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043d\u0435\u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439; \u044d\u0442\u043e \u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u0432 \u043f\u043e\u043b\u044c\u0437\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438. |\\n---\\n---\\n53:\u041a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u043c, \u0430 **\u0442\u0438\u043f\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u043d\u0430\u0434 \u0441\u043c\u044b\u0441\u043b\u043e\u043c** \u2014 \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430\\n60:| `generate` \u2014 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0432\u043e \u0432\u0445\u043e\u0434\u0435 \u043d\u0435 \u0431\u044b\u043b\u043e | `G6` \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, `G5` \u043f\u0440\u0438 \u0432\u044b\u0445\u043e\u0434\u0435 \u0432\u043e\u0432\u043d\u0435 | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n62:| `assess` \u2014 \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0432\u044b\u0431\u043e\u0440 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 | `G1` \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f + `G5` \u043f\u0440\u0438 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u044b\u0431\u043e\u0440\u0430 | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n---\\n---\\n   \u043f\u0430\u043a\u0435\u0442\u0430 \u043e\u0436\u0438\u0434\u0430\u044e\u0442 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u0442\u0435\u043e\u0440\u0438\u0438, \u0430 \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u043a\u043e\u0434\u0430.\\n2. **\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u00ab\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e\u0435 \u2192 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435\u00bb \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e Working JSON, \u043d\u043e\\n   \u043f\u043e\u043b\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044d\u0442\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0442\u0430 \u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044c.**\\n   `semantic_review`, `approval` \u0438 `retrieval_status: \\\"read\\\"` \u2014\\n   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n   \u0441\u0443\u043c\u043c\u0430 \u0446\u0438\u0442\u0430\u0442\u044b \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u043d\u043e \u043d\u0435\\n   \u0442\u043e, \u0447\u0442\u043e \u043e\u043d\u0430 \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 ([\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18)).\\n---\\n2:status: proposed\\n17:| RFC status | \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d \u043a review; \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n34:\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0435; \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0434\u0432\u0443\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n78:   \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 15 \u0443\u0437\u043b\u043e\u0432 \u043e\u0442 `A-IN` \u0434\u043e Release \u0438 human gates. [\u041c\u0430\u0440\u0448\u0440\u0443\u0442 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/routes/pilot.json)\\n116:| 13 | \u041e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d | \u0418; \u041b\u043e\u043a | \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 Cline `run` \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u043b\u0441\u044f exit 1 \u0441 `ERROR: run already exists`; \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435 \u0438 \u043d\u043e\u0432\u044b\u0439 ID, \u0430 \u043d\u0435 \u043c\u0435\u043d\u044f\u0442\u044c gate. |\\n122:| 19 | \u041a\u0430\u043a \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0431\u043e\u0435\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443 | \u041c + \u0418; \u0414\u043e\u043a | README \u0433\u043e\u0432\u043e\u0440\u0438\u0442, \u0447\u0442\u043e real task \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441 approved Working, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a Cline AGENTS \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043f\u0438\u043b\u043e\u0442 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u043e\u0439. \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0441\u043d\u044f\u0442\u044c \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430; \u043d\u0443\u0436\u0435\u043d human gate \u043f\u043e real-task scope. |\\n134:| H1 | \u041e\u0434\u0438\u043d Source \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0431\u0449\u0435\u0433\u043e BCREQ Working \u2192 Release: \u043e\u0431\u0449\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430/\u043a\u043e\u0434 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b. | \u041f\u0430\u0440\u043d\u044b\u0439 approved Working \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u0440\u0435\u0432\u0438\u0437\u0438\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0445 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0438\u043b\u0438 gate \u0432 \u0434\u0432\u0443\u0445 \u0441\u0440\u0435\u0434\u0430\u0445. | **\u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0430\u043d\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430**: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f `$id`; live-\u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u043e\u0442\u043a\u0440\u044b\u0442\u0430. |\\n137:| H4 | Debug \u043c\u043e\u0436\u043d\u043e \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0442 business-run \u0441 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c trace \u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438, \u043a\u0430\u043a \u0432 GigaCode. | Cline \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u0438\u0437\u043e\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u044f hook/gate \u0438\u043b\u0438 \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u044f `runs/`. | **\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u044b\u0439 gap \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d \u0441\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438**; \u0441\u043f\u043e\u0441\u043e\u0431 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u0442\u043a\u0440\u044b\u0442. \u041d\u0435 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c debug \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u043a\u0430\u043a \u0431\u0443\u0434\u0442\u043e \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0433\u043e\u0442\u043e\u0432\u0430. |\",\n[2026-09-29T07:56:08.650Z] [INFO]         \"is_error\": false\n[2026-09-29T07:56:08.650Z] [INFO]       }\n[2026-09-29T07:56:08.650Z] [INFO]     ]\n[2026-09-29T07:56:08.650Z] [INFO]   },\n[2026-09-29T07:56:08.650Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:08.650Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:08.650Z] [INFO]   \"uuid\": \"39daa6ae-c10b-4599-a9e5-8329d1153f5b\",\n[2026-09-29T07:56:08.650Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:08.635Z\",\n[2026-09-29T07:56:08.650Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:56:08.650Z] [INFO]     \"stdout\": \"67:| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\n140:| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\\n141:| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. |\\n142:| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u0438 \u0432 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u0430. |\\n143:| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0443 66 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67. |\\n145:`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\n214:| \u00ab\u0422\u043e\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u00bb \u0432\u0441\u0435\u0433\u043e \u043d\u0430 \u0432\u0441\u0451 \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 | \u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0440\u0451\u0431\u0440\u0430\u043c `Trace`, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u043c \u0432 `MM-3`. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u2014 \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435. | \u0427\u0430\u0441\u0442\u044c \u0441\u0432\u044f\u0437\u0435\u0439 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043d\u0435\u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439; \u044d\u0442\u043e \u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u0432 \u043f\u043e\u043b\u044c\u0437\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438. |\\n---\\n---\\n53:\u041a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u043c, \u0430 **\u0442\u0438\u043f\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u043d\u0430\u0434 \u0441\u043c\u044b\u0441\u043b\u043e\u043c** \u2014 \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430\\n60:| `generate` \u2014 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0432\u043e \u0432\u0445\u043e\u0434\u0435 \u043d\u0435 \u0431\u044b\u043b\u043e | `G6` \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, `G5` \u043f\u0440\u0438 \u0432\u044b\u0445\u043e\u0434\u0435 \u0432\u043e\u0432\u043d\u0435 | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n62:| `assess` \u2014 \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0432\u044b\u0431\u043e\u0440 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 | `G1` \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f + `G5` \u043f\u0440\u0438 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u044b\u0431\u043e\u0440\u0430 | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n---\\n---\\n   \u043f\u0430\u043a\u0435\u0442\u0430 \u043e\u0436\u0438\u0434\u0430\u044e\u0442 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u0442\u0435\u043e\u0440\u0438\u0438, \u0430 \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u043a\u043e\u0434\u0430.\\n2. **\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u00ab\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e\u0435 \u2192 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435\u00bb \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e Working JSON, \u043d\u043e\\n   \u043f\u043e\u043b\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044d\u0442\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0442\u0430 \u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044c.**\\n   `semantic_review`, `approval` \u0438 `retrieval_status: \\\"read\\\"` \u2014\\n   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n   \u0441\u0443\u043c\u043c\u0430 \u0446\u0438\u0442\u0430\u0442\u044b \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u043d\u043e \u043d\u0435\\n   \u0442\u043e, \u0447\u0442\u043e \u043e\u043d\u0430 \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 ([\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18)).\\n---\\n2:status: proposed\\n17:| RFC status | \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d \u043a review; \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n34:\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0435; \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0434\u0432\u0443\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n78:   \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 15 \u0443\u0437\u043b\u043e\u0432 \u043e\u0442 `A-IN` \u0434\u043e Release \u0438 human gates. [\u041c\u0430\u0440\u0448\u0440\u0443\u0442 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/routes/pilot.json)\\n116:| 13 | \u041e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d | \u0418; \u041b\u043e\u043a | \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 Cline `run` \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u043b\u0441\u044f exit 1 \u0441 `ERROR: run already exists`; \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435 \u0438 \u043d\u043e\u0432\u044b\u0439 ID, \u0430 \u043d\u0435 \u043c\u0435\u043d\u044f\u0442\u044c gate. |\\n122:| 19 | \u041a\u0430\u043a \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0431\u043e\u0435\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443 | \u041c + \u0418; \u0414\u043e\u043a | README \u0433\u043e\u0432\u043e\u0440\u0438\u0442, \u0447\u0442\u043e real task \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441 approved Working, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a Cline AGENTS \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043f\u0438\u043b\u043e\u0442 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u043e\u0439. \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0441\u043d\u044f\u0442\u044c \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430; \u043d\u0443\u0436\u0435\u043d human gate \u043f\u043e real-task scope. |\\n134:| H1 | \u041e\u0434\u0438\u043d Source \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0431\u0449\u0435\u0433\u043e BCREQ Working \u2192 Release: \u043e\u0431\u0449\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430/\u043a\u043e\u0434 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b. | \u041f\u0430\u0440\u043d\u044b\u0439 approved Working \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u0440\u0435\u0432\u0438\u0437\u0438\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0445 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0438\u043b\u0438 gate \u0432 \u0434\u0432\u0443\u0445 \u0441\u0440\u0435\u0434\u0430\u0445. | **\u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0430\u043d\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430**: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f `$id`; live-\u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u043e\u0442\u043a\u0440\u044b\u0442\u0430. |\\n137:| H4 | Debug \u043c\u043e\u0436\u043d\u043e \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0442 business-run \u0441 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c trace \u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438, \u043a\u0430\u043a \u0432 GigaCode. | Cline \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u0438\u0437\u043e\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u044f hook/gate \u0438\u043b\u0438 \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u044f `runs/`. | **\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u044b\u0439 gap \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d \u0441\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438**; \u0441\u043f\u043e\u0441\u043e\u0431 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u0442\u043a\u0440\u044b\u0442. \u041d\u0435 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c debug \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u043a\u0430\u043a \u0431\u0443\u0434\u0442\u043e \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0433\u043e\u0442\u043e\u0432\u0430. |\",\n[2026-09-29T07:56:08.650Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:56:08.650Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:56:08.650Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:56:08.650Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:56:08.650Z] [INFO]   }\n[2026-09-29T07:56:08.650Z] [INFO] }\n[2026-09-29T07:56:08.681Z] [STDOUT] [log_67a778] sending request {\n[2026-09-29T07:56:08.688Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:56:08.690Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:08.693Z] [STDOUT]   options: {\n[2026-09-29T07:56:08.696Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:56:08.698Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:56:08.700Z] [STDOUT]     body: {\n[2026-09-29T07:56:08.702Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:56:08.706Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:56:08.708Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:56:08.711Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:56:08.720Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:56:08.725Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:56:08.730Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:56:08.750Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:56:08.753Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:56:08.757Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:56:08.759Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:56:08.761Z] [STDOUT]       stream: true,\n[2026-09-29T07:56:08.765Z] [STDOUT]     },\n[2026-09-29T07:56:08.769Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:56:08.772Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:56:08.775Z] [STDOUT]       aborted: false,\n[2026-09-29T07:56:08.777Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:56:08.778Z] [STDOUT]       onabort: null,\n[2026-09-29T07:56:08.780Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:56:08.783Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:56:08.786Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:56:08.790Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:56:08.792Z] [STDOUT]     },\n[2026-09-29T07:56:08.796Z] [STDOUT]     stream: true,\n[2026-09-29T07:56:08.799Z] [STDOUT]   },\n[2026-09-29T07:56:08.801Z] [STDOUT]   headers: {\n[2026-09-29T07:56:08.803Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:56:08.808Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:56:08.812Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:56:08.816Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:56:08.819Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:56:08.825Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:56:08.832Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:56:08.835Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:56:08.842Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:56:08.851Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1847\",\n[2026-09-29T07:56:08.855Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:56:08.858Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:56:08.862Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:08.866Z] [STDOUT]     \"x-client-request-id\": \"056dca99-003e-435b-aff3-ed0af4274d54\",\n[2026-09-29T07:56:08.870Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:56:08.876Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:56:08.883Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:56:08.887Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:56:08.891Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:56:08.894Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:56:08.899Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:56:08.902Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:56:08.906Z] [STDOUT]   },\n[2026-09-29T07:56:08.912Z] [STDOUT] }\n[2026-09-29T07:56:09.816Z] [STDOUT] [log_67a778, request-id: \"req_011CfXNaDxi6e8R5QuxSu55r\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1135ms\n[2026-09-29T07:56:09.822Z] [STDOUT] [log_67a778] response start {\n[2026-09-29T07:56:09.827Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:09.829Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:09.832Z] [STDOUT]   headers: {\n[2026-09-29T07:56:09.836Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:09.845Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:09.852Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:09.861Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:56:09.864Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:09.868Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:09.870Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:09.874Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:09.877Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:09.880Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:09.883Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:09.886Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:09.889Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:09.892Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:09.895Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:09.897Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:09.899Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:09.906Z] [STDOUT]     \"cf-ray\": \"a4296dfa4f595d90-FRA\",\n[2026-09-29T07:56:09.909Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:56:09.912Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:09.915Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:09.918Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:09.919Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:56:09 GMT\",\n[2026-09-29T07:56:09.921Z] [STDOUT]     \"request-id\": \"req_011CfXNaDxi6e8R5QuxSu55r\",\n[2026-09-29T07:56:09.923Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:56:09.925Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:09.927Z] [STDOUT]     traceresponse: \"00-543f67cdd9b3622f6045b6a9cc652629-7991bf717bc85941-01\",\n[2026-09-29T07:56:09.928Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:09.930Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:56:09.932Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:09.934Z] [STDOUT]   },\n[2026-09-29T07:56:09.936Z] [STDOUT]   durationMs: 1135,\n[2026-09-29T07:56:09.937Z] [STDOUT] }\n[2026-09-29T07:56:09.939Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:56:09.940Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:56:09 GMT\",\n[2026-09-29T07:56:09.942Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:09.944Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:09.946Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:56:09.947Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:09.949Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:09.951Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:09.952Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:56:09.954Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:09.956Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:09.958Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:09.960Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:09.962Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:09.964Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:56:09.966Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:09.968Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:09.970Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:09.973Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:09.976Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:09.979Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:09.983Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:09.988Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:09.990Z] [STDOUT]   \"request-id\": \"req_011CfXNaDxi6e8R5QuxSu55r\",\n[2026-09-29T07:56:09.993Z] [STDOUT]   \"traceresponse\": \"00-543f67cdd9b3622f6045b6a9cc652629-7991bf717bc85941-01\",\n[2026-09-29T07:56:09.995Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:09.998Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:10.001Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:56:10.004Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:10.006Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:10.012Z] [STDOUT]   \"cf-ray\": \"a4296dfa4f595d90-FRA\",\n[2026-09-29T07:56:10.021Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:56:10.030Z] [STDOUT] [log_67a778] response parsed {\n[2026-09-29T07:56:10.049Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:10.055Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:10.058Z] [STDOUT]   body: X {\n[2026-09-29T07:56:10.066Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:56:10.070Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:56:10.075Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:56:10.077Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:56:10.079Z] [STDOUT]     },\n[2026-09-29T07:56:10.081Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:56:10.088Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:56:10.092Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:56:10.101Z] [STDOUT]   },\n[2026-09-29T07:56:10.107Z] [STDOUT]   durationMs: 1136,\n[2026-09-29T07:56:10.110Z] [STDOUT] }\n[2026-09-29T07:56:10.371Z] [INFO] {\n[2026-09-29T07:56:10.371Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:10.371Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:10.371Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:56:10.371Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:10.371Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:10.371Z] [INFO]   \"uuid\": \"20593ce5-45e8-4df4-b7a2-aacd0b9713e2\"\n[2026-09-29T07:56:10.371Z] [INFO] }\n[2026-09-29T07:56:11.788Z] [INFO] {\n[2026-09-29T07:56:11.788Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:11.788Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:11.788Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:56:11.788Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:11.788Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:11.788Z] [INFO]   \"uuid\": \"e063fffc-a14d-48f1-bb5b-e40f5056d1ab\"\n[2026-09-29T07:56:11.788Z] [INFO] }\n[2026-09-29T07:56:12.363Z] [INFO] {\n[2026-09-29T07:56:12.363Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:12.363Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:12.363Z] [INFO]   \"estimated_tokens\": 321,\n[2026-09-29T07:56:12.363Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:12.363Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:12.363Z] [INFO]   \"uuid\": \"83d4071c-af1e-47e5-b285-7f75c17bc607\"\n[2026-09-29T07:56:12.363Z] [INFO] }\n[2026-09-29T07:56:12.370Z] [INFO] {\n[2026-09-29T07:56:12.370Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:12.370Z] [INFO]   \"message\": {\n[2026-09-29T07:56:12.370Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:12.370Z] [INFO]     \"id\": \"msg_011CfXNaEZC1tvoQusG78fe2\",\n[2026-09-29T07:56:12.370Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:12.370Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:12.370Z] [INFO]     \"content\": [\n[2026-09-29T07:56:12.370Z] [INFO]       {\n[2026-09-29T07:56:12.370Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:56:12.370Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:56:12.370Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:56:12.370Z] [INFO]       }\n[2026-09-29T07:56:12.370Z] [INFO]     ],\n[2026-09-29T07:56:12.370Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:12.370Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:12.370Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:12.370Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:12.370Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:12.370Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:12.370Z] [INFO]       \"cache_creation_input_tokens\": 2638,\n[2026-09-29T07:56:12.370Z] [INFO]       \"cache_read_input_tokens\": 58169,\n[2026-09-29T07:56:12.370Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:12.370Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:12.370Z] [INFO]         \"ephemeral_1h_input_tokens\": 2638\n[2026-09-29T07:56:12.370Z] [INFO]       },\n[2026-09-29T07:56:12.370Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:56:12.370Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:12.370Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:12.370Z] [INFO]     },\n[2026-09-29T07:56:12.370Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:12.370Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:12.370Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:12.370Z] [INFO]   },\n[2026-09-29T07:56:12.370Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:12.370Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:12.370Z] [INFO]   \"uuid\": \"9802fe74-de7f-4a7b-aaa5-7c2971a627e9\",\n[2026-09-29T07:56:12.370Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:12.361Z\",\n[2026-09-29T07:56:12.370Z] [INFO]   \"request_id\": \"req_011CfXNaDxi6e8R5QuxSu55r\"\n[2026-09-29T07:56:12.370Z] [INFO] }\n[2026-09-29T07:56:14.267Z] [INFO] {\n[2026-09-29T07:56:14.267Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:14.267Z] [INFO]   \"message\": {\n[2026-09-29T07:56:14.267Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:14.267Z] [INFO]     \"id\": \"msg_011CfXNaEZC1tvoQusG78fe2\",\n[2026-09-29T07:56:14.267Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:14.267Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:14.267Z] [INFO]     \"content\": [\n[2026-09-29T07:56:14.267Z] [INFO]       {\n[2026-09-29T07:56:14.267Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:56:14.267Z] [INFO]         \"id\": \"toolu_01Kuk9nu8LwWo8AFxzwvBXXg\",\n[2026-09-29T07:56:14.267Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:56:14.267Z] [INFO]         \"input\": {\n[2026-09-29T07:56:14.267Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model; grep -rn -i '\u0437\u0430\u043a\u0440\u044b\u0442.*\u0441\u043b\u043e\u0432\u0430\u0440\\\\|\u0441\u043b\u043e\u0432\u0430\u0440.*\u0437\u0430\u043a\u0440\u044b\u0442\\\\|\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\\\\|closed' *.md skill-taxonomy/*.md operation-taxonomy/*.md 2>/dev/null | head -6; grep -rn '`G5`\\\\s*|\\\\|^| `G5`\\\\|G5 \u2014\\\\|`G5` \u2014' . | head -3\",\n[2026-09-29T07:56:14.267Z] [INFO]           \"description\": \"Check closed vocabularies and G5 definition\"\n[2026-09-29T07:56:14.267Z] [INFO]         },\n[2026-09-29T07:56:14.267Z] [INFO]         \"caller\": {\n[2026-09-29T07:56:14.267Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:56:14.267Z] [INFO]         }\n[2026-09-29T07:56:14.267Z] [INFO]       }\n[2026-09-29T07:56:14.267Z] [INFO]     ],\n[2026-09-29T07:56:14.267Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:14.267Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:14.267Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:14.267Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:14.267Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:14.267Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:14.267Z] [INFO]       \"cache_creation_input_tokens\": 2638,\n[2026-09-29T07:56:14.267Z] [INFO]       \"cache_read_input_tokens\": 58169,\n[2026-09-29T07:56:14.267Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:14.267Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:14.267Z] [INFO]         \"ephemeral_1h_input_tokens\": 2638\n[2026-09-29T07:56:14.267Z] [INFO]       },\n[2026-09-29T07:56:14.267Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:56:14.267Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:14.267Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:14.267Z] [INFO]     },\n[2026-09-29T07:56:14.267Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:14.267Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:14.267Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:14.267Z] [INFO]   },\n[2026-09-29T07:56:14.267Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:14.267Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:14.267Z] [INFO]   \"uuid\": \"02aee317-cb0a-43a0-bda1-8c4dcb01603a\",\n[2026-09-29T07:56:14.267Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:14.261Z\",\n[2026-09-29T07:56:14.267Z] [INFO]   \"request_id\": \"req_011CfXNaDxi6e8R5QuxSu55r\",\n[2026-09-29T07:56:14.267Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:56:14.267Z] [INFO]     \"toolu_01Kuk9nu8LwWo8AFxzwvBXXg\": {\n[2026-09-29T07:56:14.267Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model; grep -rn -i '\u0437\u0430\u043a\u0440\u044b\u0442.*\u0441\u043b\u043e\u0432\u0430\u0440\\\\|\u0441\u043b\u043e\u0432\u0430\u0440.*\u0437\u0430\u043a\u0440\u044b\u0442\\\\|\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\\\\|closed' *.md skill-taxonomy/*.md operation-taxonomy/*.md 2>/dev/null | head -6; grep -rn '`G5`\\\\s*|\\\\|^| `G5`\\\\|G5 \u2014\\\\|`G5` \u2014' . | head -3\",\n[2026-09-29T07:56:14.267Z] [INFO]       \"description\": \"Check closed vocabularies and G5 definition\"\n[2026-09-29T07:56:14.267Z] [INFO]     }\n[2026-09-29T07:56:14.267Z] [INFO]   }\n[2026-09-29T07:56:14.267Z] [INFO] }\n[2026-09-29T07:56:15.894Z] [INFO] {\n[2026-09-29T07:56:15.894Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:56:15.894Z] [INFO]   \"message\": {\n[2026-09-29T07:56:15.894Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:56:15.894Z] [INFO]     \"content\": [\n[2026-09-29T07:56:15.894Z] [INFO]       {\n[2026-09-29T07:56:15.894Z] [INFO]         \"tool_use_id\": \"toolu_01Kuk9nu8LwWo8AFxzwvBXXg\",\n[2026-09-29T07:56:15.894Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:56:15.894Z] [INFO]         \"content\": \"10-theory.md:46:| `Operation` | \u041a\u0430\u043a\u043e\u0439 **\u0442\u0438\u043f** \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f? | \u0438\u043c\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n10-theory.md:48:| `Process` | \u041a\u0430\u043a\u043e\u0439 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0438 \u043a\u0430\u043a\u0438\u043c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f? | \u0438\u043c\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n10-theory.md:114:| `SB-2` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f; \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d. |\\n20-taxonomy.md:31:| `T-1` | \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0437\u0430\u043a\u0440\u044b\u0442\u0430: \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435. |\\n20-taxonomy.md:137:\u043f\u043e\u043b\u044f `process` \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f (`EP-R1`,\\n20-taxonomy.md:244:| `GT-2` | \u0413\u0435\u0439\u0442 `fail-closed`: \u043d\u0435\u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442, \u0430 \u043d\u0435 \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\u043c. |\\n./operation-taxonomy/20-taxonomy.md:134:| `OP-ASM-05` | `select-option` | \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0435 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 | \u043e\u0434\u0438\u043d \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0441 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u043c\u0438 | \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u0443\u0441\u0442\u043e | `G5` |\\n./operation-taxonomy/20-taxonomy.md:148:| `assess` | 5 | `G1`\u2013`G5` | \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u0430, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u0438 \u0432\u044b\u0431\u043e\u0440\u0430 |\\n./process-taxonomy/10-theory.md:205:| `AE-2` | \u041d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 (\u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0441 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c, \u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0432 `approved`, \u043e\u0442\u043f\u0440\u0430\u0432\u043a\u0430 \u0432\u043e\u0432\u043d\u0435) \u0443\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u044f\u0440\u0443\u0441\u043e\u043c \u043d\u0435 \u043d\u0438\u0436\u0435 `G5` \u2014 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u0433\u0435\u0439\u0442\u043e\u043c. |\",\n[2026-09-29T07:56:15.894Z] [INFO]         \"is_error\": false\n[2026-09-29T07:56:15.894Z] [INFO]       }\n[2026-09-29T07:56:15.894Z] [INFO]     ]\n[2026-09-29T07:56:15.894Z] [INFO]   },\n[2026-09-29T07:56:15.894Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:15.894Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:15.894Z] [INFO]   \"uuid\": \"87f83622-3cd0-4fe2-9236-fa3897ce57cb\",\n[2026-09-29T07:56:15.894Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:15.889Z\",\n[2026-09-29T07:56:15.894Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:56:15.894Z] [INFO]     \"stdout\": \"10-theory.md:46:| `Operation` | \u041a\u0430\u043a\u043e\u0439 **\u0442\u0438\u043f** \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f? | \u0438\u043c\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n10-theory.md:48:| `Process` | \u041a\u0430\u043a\u043e\u0439 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0438 \u043a\u0430\u043a\u0438\u043c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f? | \u0438\u043c\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n10-theory.md:114:| `SB-2` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f; \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d. |\\n20-taxonomy.md:31:| `T-1` | \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0437\u0430\u043a\u0440\u044b\u0442\u0430: \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435. |\\n20-taxonomy.md:137:\u043f\u043e\u043b\u044f `process` \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f (`EP-R1`,\\n20-taxonomy.md:244:| `GT-2` | \u0413\u0435\u0439\u0442 `fail-closed`: \u043d\u0435\u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442, \u0430 \u043d\u0435 \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\u043c. |\\n./operation-taxonomy/20-taxonomy.md:134:| `OP-ASM-05` | `select-option` | \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0435 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 | \u043e\u0434\u0438\u043d \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0441 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u043c\u0438 | \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u0443\u0441\u0442\u043e | `G5` |\\n./operation-taxonomy/20-taxonomy.md:148:| `assess` | 5 | `G1`\u2013`G5` | \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u0430, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u0438 \u0432\u044b\u0431\u043e\u0440\u0430 |\\n./process-taxonomy/10-theory.md:205:| `AE-2` | \u041d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 (\u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0441 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c, \u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0432 `approved`, \u043e\u0442\u043f\u0440\u0430\u0432\u043a\u0430 \u0432\u043e\u0432\u043d\u0435) \u0443\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u044f\u0440\u0443\u0441\u043e\u043c \u043d\u0435 \u043d\u0438\u0436\u0435 `G5` \u2014 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u0433\u0435\u0439\u0442\u043e\u043c. |\",\n[2026-09-29T07:56:15.894Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:56:15.894Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:56:15.894Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:56:15.894Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:56:15.894Z] [INFO]   }\n[2026-09-29T07:56:15.894Z] [INFO] }\n[2026-09-29T07:56:15.930Z] [STDOUT] [log_6dc7b4] sending request {\n[2026-09-29T07:56:15.935Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:56:15.938Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:15.947Z] [STDOUT]   options: {\n[2026-09-29T07:56:15.952Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:56:15.954Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:56:15.958Z] [STDOUT]     body: {\n[2026-09-29T07:56:15.962Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:56:15.964Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:56:15.967Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:56:15.970Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:56:15.976Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:56:15.979Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:56:15.984Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:56:15.987Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:56:15.992Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:56:15.996Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:56:16.002Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:56:16.007Z] [STDOUT]       stream: true,\n[2026-09-29T07:56:16.016Z] [STDOUT]     },\n[2026-09-29T07:56:16.019Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:56:16.023Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:56:16.029Z] [STDOUT]       aborted: false,\n[2026-09-29T07:56:16.043Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:56:16.049Z] [STDOUT]       onabort: null,\n[2026-09-29T07:56:16.055Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:56:16.066Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:56:16.084Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:56:16.093Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:56:16.113Z] [STDOUT]     },\n[2026-09-29T07:56:16.118Z] [STDOUT]     stream: true,\n[2026-09-29T07:56:16.120Z] [STDOUT]   },\n[2026-09-29T07:56:16.138Z] [STDOUT]   headers: {\n[2026-09-29T07:56:16.184Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:56:16.195Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:56:16.198Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:56:16.199Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:56:16.201Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:56:16.203Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:56:16.207Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:56:16.210Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:56:16.213Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:56:16.215Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1595\",\n[2026-09-29T07:56:16.217Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:56:16.219Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:56:16.222Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:16.224Z] [STDOUT]     \"x-client-request-id\": \"e3c92431-8813-45e9-bf4e-9eae0f3739f5\",\n[2026-09-29T07:56:16.226Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:56:16.228Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:56:16.230Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:56:16.232Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:56:16.235Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:56:16.237Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:56:16.239Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:56:16.241Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:56:16.242Z] [STDOUT]   },\n[2026-09-29T07:56:16.244Z] [STDOUT] }\n[2026-09-29T07:56:16.809Z] [STDOUT] [log_6dc7b4, request-id: \"req_011CfXNam7i9nWEgywLpcZW4\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 882ms\n[2026-09-29T07:56:16.812Z] [STDOUT] [log_6dc7b4] response start {\n[2026-09-29T07:56:16.815Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:16.826Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:16.831Z] [STDOUT]   headers: {\n[2026-09-29T07:56:16.834Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:16.843Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:16.848Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:16.854Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:56:16.856Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:16.864Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:16.869Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:16.873Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:16.879Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:16.883Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:16.887Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:16.889Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:16.893Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:16.898Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:16.902Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:16.906Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:16.910Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:16.914Z] [STDOUT]     \"cf-ray\": \"a4296e27996c5d90-FRA\",\n[2026-09-29T07:56:16.918Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:56:16.922Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:16.926Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:16.933Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:16.936Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:56:16 GMT\",\n[2026-09-29T07:56:16.939Z] [STDOUT]     \"request-id\": \"req_011CfXNam7i9nWEgywLpcZW4\",\n[2026-09-29T07:56:16.947Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:56:16.950Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:16.955Z] [STDOUT]     traceresponse: \"00-9939f21cd595489f555385c9af14d972-8ba08898d82e1f51-01\",\n[2026-09-29T07:56:16.959Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:16.962Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:56:16.965Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:16.968Z] [STDOUT]   },\n[2026-09-29T07:56:16.973Z] [STDOUT]   durationMs: 882,\n[2026-09-29T07:56:16.978Z] [STDOUT] }\n[2026-09-29T07:56:16.982Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:56:16.984Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:56:16 GMT\",\n[2026-09-29T07:56:16.989Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:17.001Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:17.005Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:56:17.010Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:17.012Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:17.015Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:17.021Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:56:17.025Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:17.029Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:17.033Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:17.042Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:17.046Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:17.050Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:56:17.054Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:17.059Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:17.065Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:17.070Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:17.074Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:17.078Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:17.081Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:17.083Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:17.089Z] [STDOUT]   \"request-id\": \"req_011CfXNam7i9nWEgywLpcZW4\",\n[2026-09-29T07:56:17.102Z] [STDOUT]   \"traceresponse\": \"00-9939f21cd595489f555385c9af14d972-8ba08898d82e1f51-01\",\n[2026-09-29T07:56:17.108Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:17.116Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:17.123Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:56:17.136Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:17.150Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:17.240Z] [STDOUT]   \"cf-ray\": \"a4296e27996c5d90-FRA\",\n[2026-09-29T07:56:17.247Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:56:17.257Z] [STDOUT] [log_6dc7b4] response parsed {\n[2026-09-29T07:56:17.259Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:17.261Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:17.263Z] [STDOUT]   body: X {\n[2026-09-29T07:56:17.264Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:56:17.266Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:56:17.267Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:56:17.269Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:56:17.272Z] [STDOUT]     },\n[2026-09-29T07:56:17.273Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:56:17.276Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:56:17.277Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:56:17.280Z] [STDOUT]   },\n[2026-09-29T07:56:17.283Z] [STDOUT]   durationMs: 883,\n[2026-09-29T07:56:17.284Z] [STDOUT] }\n[2026-09-29T07:56:17.368Z] [INFO] {\n[2026-09-29T07:56:17.368Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:17.368Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:17.368Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:56:17.368Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:17.368Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:17.368Z] [INFO]   \"uuid\": \"bd458ab9-934c-4456-a33a-c4c74edf9beb\"\n[2026-09-29T07:56:17.368Z] [INFO] }\n[2026-09-29T07:56:18.481Z] [INFO] {\n[2026-09-29T07:56:18.481Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:18.481Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:18.481Z] [INFO]   \"estimated_tokens\": 210,\n[2026-09-29T07:56:18.481Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:18.481Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:18.481Z] [INFO]   \"uuid\": \"0768566e-e4bd-47f0-8acd-043570152704\"\n[2026-09-29T07:56:18.481Z] [INFO] }\n[2026-09-29T07:56:18.485Z] [INFO] {\n[2026-09-29T07:56:18.485Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:18.485Z] [INFO]   \"message\": {\n[2026-09-29T07:56:18.485Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:18.485Z] [INFO]     \"id\": \"msg_011CfXNamkASR6seCMhTXtaH\",\n[2026-09-29T07:56:18.485Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:18.485Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:18.485Z] [INFO]     \"content\": [\n[2026-09-29T07:56:18.485Z] [INFO]       {\n[2026-09-29T07:56:18.485Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:56:18.485Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:56:18.485Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:56:18.485Z] [INFO]     ],\n[2026-09-29T07:56:18.485Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:18.485Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:18.485Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:18.485Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:18.485Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:18.485Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:18.485Z] [INFO]       \"cache_creation_input_tokens\": 1129,\n[2026-09-29T07:56:18.485Z] [INFO]       \"cache_read_input_tokens\": 60807,\n[2026-09-29T07:56:18.485Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:18.485Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:18.485Z] [INFO]         \"ephemeral_1h_input_tokens\": 1129\n[2026-09-29T07:56:18.485Z] [INFO]       },\n[2026-09-29T07:56:18.485Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:56:18.485Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:18.485Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:18.485Z] [INFO]     },\n[2026-09-29T07:56:18.485Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:18.485Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:18.485Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:18.485Z] [INFO]   },\n[2026-09-29T07:56:18.485Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:18.485Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:18.485Z] [INFO]   \"uuid\": \"85a3c2e0-ce35-4027-ae89-57db3fc962fd\",\n[2026-09-29T07:56:18.485Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:18.480Z\",\n[2026-09-29T07:56:18.485Z] [INFO]   \"request_id\": \"req_011CfXNam7i9nWEgywLpcZW4\"\n[2026-09-29T07:56:18.485Z] [INFO] }\n[2026-09-29T07:56:18.493Z] [INFO] {\n[2026-09-29T07:56:18.493Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:18.493Z] [INFO]   \"message\": {\n[2026-09-29T07:56:18.493Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:18.493Z] [INFO]     \"id\": \"msg_011CfXNamkASR6seCMhTXtaH\",\n[2026-09-29T07:56:18.493Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:18.493Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:18.493Z] [INFO]     \"content\": [\n[2026-09-29T07:56:18.493Z] [INFO]       {\n[2026-09-29T07:56:18.493Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:56:18.493Z] [INFO]         \"text\": \"Verified: T-1 (closed taxonomy) and G5 as the human gate. Tightening two phrases to match the sources:\"\n[2026-09-29T07:56:18.493Z] [INFO]       }\n[2026-09-29T07:56:18.493Z] [INFO]     ],\n[2026-09-29T07:56:18.493Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:18.493Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:18.493Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:18.493Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:18.493Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:18.493Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:18.493Z] [INFO]       \"cache_creation_input_tokens\": 1129,\n[2026-09-29T07:56:18.493Z] [INFO]       \"cache_read_input_tokens\": 60807,\n[2026-09-29T07:56:18.493Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:18.493Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:18.493Z] [INFO]         \"ephemeral_1h_input_tokens\": 1129\n[2026-09-29T07:56:18.493Z] [INFO]       },\n[2026-09-29T07:56:18.493Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:56:18.493Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:18.493Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:18.493Z] [INFO]     },\n[2026-09-29T07:56:18.493Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:18.493Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:18.493Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:18.493Z] [INFO]   },\n[2026-09-29T07:56:18.493Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:18.493Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:18.493Z] [INFO]   \"uuid\": \"31818e9c-8cbd-46e4-a737-56fe2877dbb3\",\n[2026-09-29T07:56:18.493Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:18.482Z\",\n[2026-09-29T07:56:18.493Z] [INFO]   \"request_id\": \"req_011CfXNam7i9nWEgywLpcZW4\"\n[2026-09-29T07:56:18.493Z] [INFO] }\n[2026-09-29T07:56:21.931Z] [INFO] {\n[2026-09-29T07:56:21.931Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:21.931Z] [INFO]   \"message\": {\n[2026-09-29T07:56:21.931Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:21.931Z] [INFO]     \"id\": \"msg_011CfXNamkASR6seCMhTXtaH\",\n[2026-09-29T07:56:21.931Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:21.931Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:21.931Z] [INFO]     \"content\": [\n[2026-09-29T07:56:21.931Z] [INFO]       {\n[2026-09-29T07:56:21.931Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:56:21.931Z] [INFO]         \"id\": \"toolu_01GFgEY5eVXxKiysgncR65Ga\",\n[2026-09-29T07:56:21.931Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:56:21.931Z] [INFO]         \"input\": {\n[2026-09-29T07:56:21.931Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation; F=2026-09-29-meta-model-presentation-speaker-script.md\\npython3 - \\\"$F\\\" <<'EOF'\\nimport sys\\nf=sys.argv[1]; t=open(f).read()\\nreps=[(\\\"\\\"\\\"- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430\\n  \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0438 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\\"\\\"\\\"),\\n(\\\"\\\"\\\"\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\\"\\\"\\\",\\n\\\"\\\"\\\"\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442. \u0417\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b\\n\u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u043e\u0434 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430\\n\u043d\u0451\u043c.\\\"\\\"\\\")]\\nfor a,b in reps:\\n    assert a in t,a; t=t.replace(a,b)\\nopen(f,'w').write(t)\\nEOF\\ncd /tmp/gh-issue-solver-1790667776920; git status --short; ls projects/ba-ai-process/docs/presentation; git show --stat HEAD | head\",\n[2026-09-29T07:56:21.931Z] [INFO]           \"description\": \"Apply wording fixes and check git state\"\n[2026-09-29T07:56:21.931Z] [INFO]         },\n[2026-09-29T07:56:21.931Z] [INFO]         \"caller\": {\n[2026-09-29T07:56:21.931Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:56:21.931Z] [INFO]         }\n[2026-09-29T07:56:21.931Z] [INFO]       }\n[2026-09-29T07:56:21.931Z] [INFO]     ],\n[2026-09-29T07:56:21.931Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:21.931Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:21.931Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:21.931Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:21.931Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:21.931Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:21.931Z] [INFO]       \"cache_creation_input_tokens\": 1129,\n[2026-09-29T07:56:21.931Z] [INFO]       \"cache_read_input_tokens\": 60807,\n[2026-09-29T07:56:21.931Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:21.931Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:21.931Z] [INFO]         \"ephemeral_1h_input_tokens\": 1129\n[2026-09-29T07:56:21.931Z] [INFO]       },\n[2026-09-29T07:56:21.931Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:56:21.931Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:21.931Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:21.931Z] [INFO]     },\n[2026-09-29T07:56:21.931Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:21.931Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:21.931Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:21.931Z] [INFO]   },\n[2026-09-29T07:56:21.931Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:21.931Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:21.931Z] [INFO]   \"uuid\": \"29e42782-3250-414c-b1ae-035cbe0e0856\",\n[2026-09-29T07:56:21.931Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:21.920Z\",\n[2026-09-29T07:56:21.931Z] [INFO]   \"request_id\": \"req_011CfXNam7i9nWEgywLpcZW4\",\n[2026-09-29T07:56:21.931Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:56:21.931Z] [INFO]     \"toolu_01GFgEY5eVXxKiysgncR65Ga\": {\n[2026-09-29T07:56:21.931Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation; F=2026-09-29-meta-model-presentation-speaker-script.md\\npython3 - \\\"$F\\\" <<'EOF'\\nimport sys\\nf=sys.argv[1]; t=open(f).read()\\nreps=[(\\\"\\\"\\\"- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430\\n  \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0438 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\\"\\\"\\\"),\\n(\\\"\\\"\\\"\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\\"\\\"\\\",\\n\\\"\\\"\\\"\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442. \u0417\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b\\n\u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u043e\u0434 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430\\n\u043d\u0451\u043c.\\\"\\\"\\\")]\\nfor a,b in reps:\\n    assert a in t,a; t=t.replace(a,b)\\nopen(f,'w').write(t)\\nEOF\\ncd /tmp/gh-issue-solver-1790667776920; git status --short; ls projects/ba-ai-process/docs/presentation; git show --stat HEAD | head\",\n[2026-09-29T07:56:21.931Z] [INFO]       \"description\": \"Apply wording fixes and check git state\"\n[2026-09-29T07:56:21.931Z] [INFO]     }\n[2026-09-29T07:56:21.931Z] [INFO]   }\n[2026-09-29T07:56:21.931Z] [INFO] }\n[2026-09-29T07:56:23.749Z] [INFO] {\n[2026-09-29T07:56:23.749Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:56:23.749Z] [INFO]   \"message\": {\n[2026-09-29T07:56:23.749Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:56:23.749Z] [INFO]     \"content\": [\n[2026-09-29T07:56:23.749Z] [INFO]       {\n[2026-09-29T07:56:23.749Z] [INFO]         \"tool_use_id\": \"toolu_01GFgEY5eVXxKiysgncR65Ga\",\n[2026-09-29T07:56:23.749Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:56:23.749Z] [INFO]         \"content\": \"?? projects/ba-ai-process/docs/presentation/\\n2026-09-29-meta-model-presentation-slides.md\\n2026-09-29-meta-model-presentation-speaker-script.md\\ncommit 611336aa85daea757b56bcbe7dbb14fdd0356d9f\\nAuthor: konard \\nDate:   Tue Sep 29 07:43:01 2026 +0000\\n\\n    Initial commit with task details\\n    \\n    Adding .gitkeep for PR creation (default mode).\\n    This file will be removed when the task is complete.\\n    \\n    Issue: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\",\n[2026-09-29T07:56:23.749Z] [INFO]         \"is_error\": false\n[2026-09-29T07:56:23.749Z] [INFO]       }\n[2026-09-29T07:56:23.749Z] [INFO]     ]\n[2026-09-29T07:56:23.749Z] [INFO]   },\n[2026-09-29T07:56:23.749Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:23.749Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:23.749Z] [INFO]   \"uuid\": \"f95ba019-5175-4655-b821-7713d231e611\",\n[2026-09-29T07:56:23.749Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:23.737Z\",\n[2026-09-29T07:56:23.749Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:56:23.749Z] [INFO]     \"stdout\": \"?? projects/ba-ai-process/docs/presentation/\\n2026-09-29-meta-model-presentation-slides.md\\n2026-09-29-meta-model-presentation-speaker-script.md\\ncommit 611336aa85daea757b56bcbe7dbb14fdd0356d9f\\nAuthor: konard \\nDate:   Tue Sep 29 07:43:01 2026 +0000\\n\\n    Initial commit with task details\\n    \\n    Adding .gitkeep for PR creation (default mode).\\n    This file will be removed when the task is complete.\\n    \\n    Issue: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\",\n[2026-09-29T07:56:23.749Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:56:23.749Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:56:23.749Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:56:23.749Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:56:23.749Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:56:23.749Z] [INFO]       \"files\": [\n[2026-09-29T07:56:23.749Z] [INFO]         {\n[2026-09-29T07:56:23.749Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:56:23.749Z] [INFO]           \"hunks\": [\n[2026-09-29T07:56:23.749Z] [INFO]             {\n[2026-09-29T07:56:23.749Z] [INFO]               \"oldStart\": 181,\n[2026-09-29T07:56:23.749Z] [INFO]               \"oldLines\": 8,\n[2026-09-29T07:56:23.749Z] [INFO]               \"newStart\": 181,\n[2026-09-29T07:56:23.749Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:56:23.749Z] [INFO]               \"lines\": [\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" - \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"-- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"-  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"+- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"+  \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0438 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" - \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"   \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"   \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\"\n[2026-09-29T07:56:23.749Z] [INFO]               ]\n[2026-09-29T07:56:23.749Z] [INFO]             },\n[2026-09-29T07:56:23.749Z] [INFO]             {\n[2026-09-29T07:56:23.749Z] [INFO]               \"oldStart\": 386,\n[2026-09-29T07:56:23.749Z] [INFO]               \"oldLines\": 8,\n[2026-09-29T07:56:23.749Z] [INFO]               \"newStart\": 386,\n[2026-09-29T07:56:23.749Z] [INFO]               \"newLines\": 9,\n[2026-09-29T07:56:23.749Z] [INFO]               \"lines\": [\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u041f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u0440\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"-\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"-\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"+\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442. \u0417\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"+\u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u043e\u0434 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"+\u043d\u0451\u043c.\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" ### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \"\n[2026-09-29T07:56:23.749Z] [INFO]               ]\n[2026-09-29T07:56:23.749Z] [INFO]             }\n[2026-09-29T07:56:23.749Z] [INFO]           ]\n[2026-09-29T07:56:23.749Z] [INFO]         }\n[2026-09-29T07:56:23.749Z] [INFO]       ],\n[2026-09-29T07:56:23.749Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:56:23.749Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:56:23.749Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\"\n[2026-09-29T07:56:23.749Z] [INFO]       ]\n[2026-09-29T07:56:23.749Z] [INFO]     }\n[2026-09-29T07:56:23.749Z] [INFO]   }\n[2026-09-29T07:56:23.749Z] [INFO] }\n[2026-09-29T07:56:23.801Z] [STDOUT] [log_7063dc] sending request {\n[2026-09-29T07:56:23.806Z] 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[STDOUT]       thread: [Object ...],\n[2026-09-29T07:56:23.894Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:56:23.896Z] [STDOUT]       stream: true,\n[2026-09-29T07:56:23.901Z] [STDOUT]     },\n[2026-09-29T07:56:23.905Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:56:23.911Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:56:23.922Z] [STDOUT]       aborted: false,\n[2026-09-29T07:56:23.926Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:56:23.929Z] [STDOUT]       onabort: null,\n[2026-09-29T07:56:23.935Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:56:23.945Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:56:23.951Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:56:23.954Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:56:23.957Z] [STDOUT]     },\n[2026-09-29T07:56:23.962Z] [STDOUT]     stream: true,\n[2026-09-29T07:56:23.970Z] [STDOUT]   },\n[2026-09-29T07:56:23.973Z] [STDOUT]   headers: {\n[2026-09-29T07:56:23.975Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:56:23.977Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:56:23.981Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:56:23.985Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:56:23.987Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:56:23.993Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:56:23.996Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:56:24.000Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:56:24.003Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:56:24.007Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1801\",\n[2026-09-29T07:56:24.012Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:56:24.024Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:56:24.028Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:24.030Z] [STDOUT]     \"x-client-request-id\": \"e95e7f5b-b268-4404-9a9d-6b14c96a2b57\",\n[2026-09-29T07:56:24.036Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:56:24.042Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:56:24.048Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:56:24.050Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:56:24.055Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:56:24.063Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:56:24.067Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:56:24.073Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:56:24.077Z] [STDOUT]   },\n[2026-09-29T07:56:24.082Z] [STDOUT] }\n[2026-09-29T07:56:24.658Z] [STDOUT] [log_7063dc, request-id: \"req_011CfXNbLUuSKj5SPMNir4Fh\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 858ms\n[2026-09-29T07:56:24.662Z] [STDOUT] [log_7063dc] response start {\n[2026-09-29T07:56:24.665Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:24.669Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:24.672Z] [STDOUT]   headers: {\n[2026-09-29T07:56:24.675Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:24.678Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:24.681Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:24.683Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.42\",\n[2026-09-29T07:56:24.687Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:24.690Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:24.694Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:24.698Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:24.705Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:24.709Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:24.713Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:24.718Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:24.723Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:24.728Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:24.732Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:24.735Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:24.739Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:24.745Z] [STDOUT]     \"cf-ray\": \"a4296e58c8855d90-FRA\",\n[2026-09-29T07:56:24.749Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:56:24.753Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:24.756Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:24.759Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:24.762Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:56:24 GMT\",\n[2026-09-29T07:56:24.767Z] [STDOUT]     \"request-id\": \"req_011CfXNbLUuSKj5SPMNir4Fh\",\n[2026-09-29T07:56:24.772Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:56:24.776Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:24.780Z] [STDOUT]     traceresponse: \"00-23cf267772fcde6e03eb27d7ccfdb74e-f501641e9d1f584e-01\",\n[2026-09-29T07:56:24.783Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:24.786Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:56:24.790Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:24.796Z] [STDOUT]   },\n[2026-09-29T07:56:24.801Z] [STDOUT]   durationMs: 858,\n[2026-09-29T07:56:24.808Z] [STDOUT] }\n[2026-09-29T07:56:24.811Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:56:24.817Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:56:24 GMT\",\n[2026-09-29T07:56:24.823Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:24.826Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:24.831Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:56:24.838Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:24.841Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:24.847Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:24.853Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:56:24.856Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:24.861Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:24.864Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:24.868Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:24.871Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:24.874Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.42\",\n[2026-09-29T07:56:24.878Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:24.883Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:24.888Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:24.896Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:24.900Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:24.904Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:24.912Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:24.919Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:24.933Z] [STDOUT]   \"request-id\": \"req_011CfXNbLUuSKj5SPMNir4Fh\",\n[2026-09-29T07:56:24.948Z] [STDOUT]   \"traceresponse\": \"00-23cf267772fcde6e03eb27d7ccfdb74e-f501641e9d1f584e-01\",\n[2026-09-29T07:56:24.953Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:24.966Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:24.975Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:56:24.995Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:25.001Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:25.009Z] [STDOUT]   \"cf-ray\": \"a4296e58c8855d90-FRA\",\n[2026-09-29T07:56:25.066Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:56:25.071Z] [STDOUT] [log_7063dc] response parsed {\n[2026-09-29T07:56:25.076Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:25.086Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:25.087Z] [STDOUT]   body: X {\n[2026-09-29T07:56:25.090Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:56:25.096Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:56:25.099Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:56:25.104Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:56:25.109Z] [STDOUT]     },\n[2026-09-29T07:56:25.112Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:56:25.113Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:56:25.115Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:56:25.118Z] [STDOUT]   },\n[2026-09-29T07:56:25.122Z] [STDOUT]   durationMs: 859,\n[2026-09-29T07:56:25.127Z] [STDOUT] }\n[2026-09-29T07:56:26.145Z] [INFO] {\n[2026-09-29T07:56:26.145Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:26.145Z] [INFO]   \"message\": {\n[2026-09-29T07:56:26.145Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:26.145Z] [INFO]     \"id\": \"msg_011CfXNbM1uGPCZmmookjn1V\",\n[2026-09-29T07:56:26.145Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:26.145Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:26.145Z] [INFO]     \"content\": [\n[2026-09-29T07:56:26.145Z] [INFO]       {\n[2026-09-29T07:56:26.145Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:56:26.145Z] [INFO]         \"id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\",\n[2026-09-29T07:56:26.145Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:56:26.145Z] [INFO]         \"input\": {\n[2026-09-29T07:56:26.145Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git show --stat --format= HEAD; ls -a | grep gitkeep; for t in tools/test-*.sh; do bash $t >/tmp/t.log 2>&1 && echo \\\"PASS $t\\\" || { echo \\\"FAIL $t\\\"; tail -5 /tmp/t.log; }; done 2>&1 | tail -20\",\n[2026-09-29T07:56:26.145Z] [INFO]           \"description\": \"Locate .gitkeep and run repository tests\"\n[2026-09-29T07:56:26.145Z] [INFO]         },\n[2026-09-29T07:56:26.145Z] [INFO]         \"caller\": {\n[2026-09-29T07:56:26.145Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:56:26.145Z] [INFO]         }\n[2026-09-29T07:56:26.145Z] [INFO]       }\n[2026-09-29T07:56:26.145Z] [INFO]     ],\n[2026-09-29T07:56:26.145Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:26.145Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:26.145Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:26.145Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:26.145Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:26.145Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:26.145Z] [INFO]       \"cache_creation_input_tokens\": 1159,\n[2026-09-29T07:56:26.145Z] [INFO]       \"cache_read_input_tokens\": 61936,\n[2026-09-29T07:56:26.145Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:26.145Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:26.145Z] [INFO]         \"ephemeral_1h_input_tokens\": 1159\n[2026-09-29T07:56:26.145Z] [INFO]       },\n[2026-09-29T07:56:26.145Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:56:26.145Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:26.145Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:26.145Z] [INFO]     },\n[2026-09-29T07:56:26.145Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:26.145Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:26.145Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:26.145Z] [INFO]   },\n[2026-09-29T07:56:26.145Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:26.145Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:26.145Z] [INFO]   \"uuid\": \"3fb3c23b-aa12-4b1d-840e-99b0b4710345\",\n[2026-09-29T07:56:26.145Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:26.134Z\",\n[2026-09-29T07:56:26.145Z] [INFO]   \"request_id\": \"req_011CfXNbLUuSKj5SPMNir4Fh\",\n[2026-09-29T07:56:26.145Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:56:26.145Z] [INFO]     \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\": {\n[2026-09-29T07:56:26.145Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git show --stat --format= HEAD; ls -a | grep gitkeep; for t in tools/test-*.sh; do bash $t >/tmp/t.log 2>&1 && echo \\\"PASS $t\\\" || { echo \\\"FAIL $t\\\"; tail -5 /tmp/t.log; }; done 2>&1 | tail -20\",\n[2026-09-29T07:56:26.145Z] [INFO]       \"description\": \"Locate .gitkeep and run repository tests\"\n[2026-09-29T07:56:26.145Z] [INFO]     }\n[2026-09-29T07:56:26.145Z] [INFO]   }\n[2026-09-29T07:56:26.145Z] [INFO] }\n[2026-09-29T07:56:26.167Z] [INFO] {\n[2026-09-29T07:56:26.167Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:56:26.167Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:56:26.167Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:56:26.167Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:56:26.167Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:56:26.167Z] [INFO]     \"utilization\": 0.77,\n[2026-09-29T07:56:26.167Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:56:26.167Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:56:26.167Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:56:26.167Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:56:26.167Z] [INFO]         \"utilization\": 0.42,\n[2026-09-29T07:56:26.167Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:56:26.167Z] [INFO]       },\n[2026-09-29T07:56:26.167Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:56:26.167Z] [INFO]         \"utilization\": 0.77,\n[2026-09-29T07:56:26.167Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:56:26.167Z] [INFO]       }\n[2026-09-29T07:56:26.167Z] [INFO]     }\n[2026-09-29T07:56:26.167Z] [INFO]   },\n[2026-09-29T07:56:26.167Z] [INFO]   \"uuid\": \"995b6ba5-66ca-418c-86a0-2433b623d9f8\",\n[2026-09-29T07:56:26.167Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:56:26.167Z] [INFO] }\n[2026-09-29T07:56:29.184Z] [INFO] {\n[2026-09-29T07:56:29.184Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:29.184Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:56:29.184Z] [INFO]   \"task_id\": \"bdpybtf2y\",\n[2026-09-29T07:56:29.184Z] [INFO]   \"tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\",\n[2026-09-29T07:56:29.184Z] [INFO]   \"description\": \"Locate .gitkeep and run repository tests\",\n[2026-09-29T07:56:29.184Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:56:29.184Z] [INFO]   \"task_type\": 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{\n[2026-09-29T07:57:26.164Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T07:57:26.164Z] [INFO]   \"tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa-heartbeat-1\",\n[2026-09-29T07:57:26.164Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T07:57:26.164Z] [INFO]   \"parent_tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\",\n[2026-09-29T07:57:26.164Z] [INFO]   \"elapsed_time_seconds\": 60,\n[2026-09-29T07:57:26.164Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T07:57:26.164Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:57:26.164Z] [INFO]   \"uuid\": \"9a86999b-7507-49c3-a429-eec9e2b9e786\"\n[2026-09-29T07:57:26.164Z] [INFO] }\n[2026-09-29T07:57:56.163Z] [INFO] {\n[2026-09-29T07:57:56.163Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T07:57:56.163Z] [INFO]   \"tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa-heartbeat-2\",\n[2026-09-29T07:57:56.163Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T07:57:56.163Z] [INFO]   \"parent_tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\",\n[2026-09-29T07:57:56.163Z] [INFO]   \"elapsed_time_seconds\": 90,\n[2026-09-29T07:57:56.163Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T07:57:56.163Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:57:56.163Z] [INFO]   \"uuid\": \"b29b43f9-ddbc-4322-bba3-c3a2cf93a0e1\"\n[2026-09-29T07:57:56.163Z] [INFO] }\n[2026-09-29T07:58:26.169Z] [INFO] {\n[2026-09-29T07:58:26.169Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T07:58:26.169Z] [INFO]   \"tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa-heartbeat-3\",\n[2026-09-29T07:58:26.169Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T07:58:26.169Z] [INFO]   \"parent_tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\",\n[2026-09-29T07:58:26.169Z] [INFO]   \"elapsed_time_seconds\": 120,\n[2026-09-29T07:58:26.169Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T07:58:26.169Z] [INFO]   \"session_id\": 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}\n[2026-09-29T07:58:26.188Z] [INFO] {\n[2026-09-29T07:58:26.188Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:58:26.188Z] [INFO]   \"subtype\": \"task_updated\",\n[2026-09-29T07:58:26.188Z] [INFO]   \"task_id\": \"bdpybtf2y\",\n[2026-09-29T07:58:26.188Z] [INFO]   \"patch\": {\n[2026-09-29T07:58:26.188Z] [INFO]     \"is_backgrounded\": true\n[2026-09-29T07:58:26.188Z] [INFO]   },\n[2026-09-29T07:58:26.188Z] [INFO]   \"uuid\": \"3853cf3c-f360-4a25-a7db-347dc60dd85b\",\n[2026-09-29T07:58:26.188Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:58:26.188Z] [INFO] }\n[2026-09-29T07:58:26.686Z] [INFO] {\n[2026-09-29T07:58:26.686Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:58:26.686Z] [INFO]   \"message\": {\n[2026-09-29T07:58:26.686Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:58:26.686Z] [INFO]     \"content\": [\n[2026-09-29T07:58:26.686Z] [INFO]       {\n[2026-09-29T07:58:26.686Z] [INFO]         \"tool_use_id\": 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Output is being written to: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bdpybtf2y.output. You will be notified when it completes. To check interim output, use Read on that file path.\\nSession cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\",\n[2026-09-29T07:58:26.686Z] [INFO]         \"is_error\": false\n[2026-09-29T07:58:26.686Z] [INFO]       }\n[2026-09-29T07:58:26.686Z] [INFO]     ]\n[2026-09-29T07:58:26.686Z] [INFO]   },\n[2026-09-29T07:58:26.686Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:58:26.686Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:58:26.686Z] [INFO]   \"uuid\": \"ccb46e29-3994-4bf9-81cb-a67bdc5e07e2\",\n[2026-09-29T07:58:26.686Z] [INFO]   \"timestamp\": \"2026-09-29T07:58:26.680Z\",\n[2026-09-29T07:58:26.686Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:58:26.686Z] [INFO]     \"stdout\": \"\",\n[2026-09-29T07:58:26.686Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:58:26.686Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:58:26.686Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:58:26.686Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:58:26.686Z] [INFO]     \"backgroundTaskId\": \"bdpybtf2y\",\n[2026-09-29T07:58:26.686Z] [INFO]     \"timedOutAfterMs\": 120000,\n[2026-09-29T07:58:26.686Z] [INFO]     \"backgroundCwdHint\": \"Session cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\"\n[2026-09-29T07:58:26.686Z] [INFO]   }\n[2026-09-29T07:58:26.686Z] [INFO] }\n[2026-09-29T07:58:26.769Z] [STDOUT] [log_79163c] sending request {\n[2026-09-29T07:58:26.775Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:58:26.780Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:58:26.785Z] [STDOUT]   options: {\n[2026-09-29T07:58:26.788Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:58:26.792Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:58:26.794Z] [STDOUT]     body: {\n[2026-09-29T07:58:26.797Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:58:26.799Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:58:26.801Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:58:26.804Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:58:26.806Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:58:26.808Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:58:26.810Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:58:26.811Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:58:26.813Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:58:26.817Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:58:26.821Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:58:26.826Z] [STDOUT]       stream: true,\n[2026-09-29T07:58:26.832Z] [STDOUT]     },\n[2026-09-29T07:58:26.835Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:58:26.841Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:58:26.844Z] [STDOUT]       aborted: false,\n[2026-09-29T07:58:26.845Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:58:26.847Z] [STDOUT]       onabort: null,\n[2026-09-29T07:58:26.849Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:58:26.851Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:58:26.853Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:58:26.855Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:58:26.858Z] [STDOUT]     },\n[2026-09-29T07:58:26.861Z] [STDOUT]     stream: true,\n[2026-09-29T07:58:26.864Z] [STDOUT]   },\n[2026-09-29T07:58:26.867Z] [STDOUT]   headers: {\n[2026-09-29T07:58:26.871Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:58:26.875Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:58:26.879Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:58:26.882Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:58:26.886Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:58:26.889Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:58:26.892Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:58:26.896Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:58:26.899Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:58:26.902Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=120515\",\n[2026-09-29T07:58:26.909Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:58:26.914Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:58:26.929Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:58:26.932Z] [STDOUT]     \"x-client-request-id\": \"62d4f645-c18b-4cdd-9b3f-32f92b2cb2e9\",\n[2026-09-29T07:58:26.938Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:58:26.947Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:58:26.950Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:58:26.955Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:58:26.960Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:58:26.964Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:58:26.968Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:58:26.974Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:58:26.978Z] [STDOUT]   },\n[2026-09-29T07:58:26.985Z] [STDOUT] }\n[2026-09-29T07:58:27.856Z] [STDOUT] [log_79163c, request-id: \"req_011CfXNkQHrQt9DNKMqtLsBk\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1089ms\n[2026-09-29T07:58:27.860Z] [STDOUT] [log_79163c] response start {\n[2026-09-29T07:58:27.864Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:58:27.866Z] [STDOUT]   status: 200,\n[2026-09-29T07:58:27.869Z] [STDOUT]   headers: {\n[2026-09-29T07:58:27.872Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:58:27.875Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:58:27.879Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:58:27.884Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.43\",\n[2026-09-29T07:58:27.888Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:58:27.892Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:58:27.895Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:58:27.898Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:58:27.901Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:58:27.904Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:58:27.907Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": 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charset=utf-8\",\n[2026-09-29T07:58:27.964Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:58:27 GMT\",\n[2026-09-29T07:58:27.966Z] [STDOUT]     \"request-id\": \"req_011CfXNkQHrQt9DNKMqtLsBk\",\n[2026-09-29T07:58:27.971Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:58:27.976Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:58:27.982Z] [STDOUT]     traceresponse: \"00-c30d31fed55797bfce0eab9bc4bd13d8-dc3c724ea40c6e16-01\",\n[2026-09-29T07:58:27.988Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:58:27.991Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:58:27.996Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:58:28.000Z] [STDOUT]   },\n[2026-09-29T07:58:28.004Z] [STDOUT]   durationMs: 1089,\n[2026-09-29T07:58:28.011Z] [STDOUT] }\n[2026-09-29T07:58:28.017Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:58:28.020Z] [STDOUT]   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\"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:58:28.066Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:58:28.071Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.43\",\n[2026-09-29T07:58:28.076Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:58:28.079Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:58:28.085Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:58:28.088Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:58:28.091Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:58:28.094Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:58:28.096Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:58:28.098Z] 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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:58:28.155Z] [STDOUT]   status: 200,\n[2026-09-29T07:58:28.160Z] [STDOUT]   body: X {\n[2026-09-29T07:58:28.164Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:58:28.168Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:58:28.170Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:58:28.172Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:58:28.179Z] [STDOUT]     },\n[2026-09-29T07:58:28.190Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:58:28.193Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:58:28.200Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:58:28.208Z] [STDOUT]   },\n[2026-09-29T07:58:28.223Z] [STDOUT]   durationMs: 1091,\n[2026-09-29T07:58:28.232Z] [STDOUT] }\n[2026-09-29T07:58:28.238Z] [INFO] {\n[2026-09-29T07:58:28.238Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:58:28.238Z] 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    \"content\": \" .gitkeep | 1 +\\n 1 file changed, 1 insertion(+)\\nPASS ./tools/validate-frontmatter.sh .\\nPASS ./tools/validate-file-naming.sh\\nPASS ./tools/validate-repository-structure.sh\\nPASS ./tools/validate-rrp-links.sh\\nPASS python3 tools/generate-manifest.py --check\\n27:## \u041f\u043e\u0447\u0435\u043c\u0443 \u043c\u043e\u0434\u0443\u043b\u0438 \u0436\u0438\u0432\u0443\u0442 \u0437\u0434\u0435\u0441\u044c\\n43:## \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Source\\n117:## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n127:## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n140:## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n157:## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\",\n[2026-09-29T07:59:35.303Z] [INFO]         \"is_error\": false\n[2026-09-29T07:59:35.303Z] [INFO]       }\n[2026-09-29T07:59:35.303Z] [INFO]     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      }\n[2026-09-29T07:59:35.303Z] [INFO]       ],\n[2026-09-29T07:59:35.303Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:59:35.303Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:59:35.303Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/mkdocs.yml\"\n[2026-09-29T07:59:35.303Z] [INFO]       ]\n[2026-09-29T07:59:35.303Z] [INFO]     }\n[2026-09-29T07:59:35.303Z] [INFO]   }\n[2026-09-29T07:59:35.303Z] [INFO] }\n[2026-09-29T07:59:35.454Z] [STDOUT] [log_176642] sending request {\n[2026-09-29T07:59:35.457Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:59:35.461Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:35.466Z] [STDOUT]   options: {\n[2026-09-29T07:59:35.472Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:59:35.478Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:59:35.480Z] [STDOUT]     body: {\n[2026-09-29T07:59:35.485Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:59:35.489Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:59:35.494Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:59:35.498Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:59:35.501Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:59:35.503Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:59:35.507Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:59:35.510Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:59:35.512Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:59:35.514Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:59:35.519Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:59:35.521Z] [STDOUT]       stream: true,\n[2026-09-29T07:59:35.522Z] [STDOUT]     },\n[2026-09-29T07:59:35.524Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:59:35.529Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:59:35.531Z] [STDOUT]       aborted: false,\n[2026-09-29T07:59:35.533Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:59:35.535Z] [STDOUT]       onabort: null,\n[2026-09-29T07:59:35.538Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:59:35.540Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:59:35.543Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:59:35.546Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:59:35.550Z] [STDOUT]     },\n[2026-09-29T07:59:35.552Z] [STDOUT]     stream: true,\n[2026-09-29T07:59:35.556Z] [STDOUT]   },\n[2026-09-29T07:59:35.558Z] [STDOUT]   headers: {\n[2026-09-29T07:59:35.560Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:59:35.563Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:59:35.568Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:59:35.571Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:59:35.577Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:59:35.579Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:59:35.581Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:59:35.583Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:59:35.592Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:59:35.596Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=65178\",\n[2026-09-29T07:59:35.598Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:59:35.600Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:59:35.602Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:35.606Z] [STDOUT]     \"x-client-request-id\": \"160a49e0-5773-4c89-99f2-5ab2a100d200\",\n[2026-09-29T07:59:35.614Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:59:35.619Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:59:35.622Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:59:35.624Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:59:35.626Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:59:35.628Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:59:35.632Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:59:35.634Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:59:35.637Z] [STDOUT]   },\n[2026-09-29T07:59:35.639Z] [STDOUT] }\n[2026-09-29T07:59:36.441Z] [STDOUT] [log_176642, request-id: \"req_011CfXNqTt3fa5nkc5oHhA2p\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 994ms\n[2026-09-29T07:59:36.444Z] [STDOUT] [log_176642] response start {\n[2026-09-29T07:59:36.448Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:36.450Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:36.452Z] [STDOUT]   headers: {\n[2026-09-29T07:59:36.455Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:36.457Z] [STDOUT]     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\"rejected\",\n[2026-09-29T07:59:36.495Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:36.497Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:36.499Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:36.502Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:36.505Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:36.507Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:36.508Z] [STDOUT]     \"cf-ray\": \"a42973069a9a5d90-FRA\",\n[2026-09-29T07:59:36.512Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:59:36.514Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:36.516Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:36.520Z] [STDOUT]     \"content-type\": \"text/event-stream; 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\"date\": \"Tue, 29 Sep 2026 07:59:36 GMT\",\n[2026-09-29T07:59:36.556Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:59:36.561Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:59:36.563Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:59:36.565Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:36.567Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:59:36.569Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:36.571Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:59:36.573Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:36.575Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:59:36.576Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:36.579Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:59:36.581Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:36.582Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T07:59:36.586Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:59:36.588Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:59:36.593Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:59:36.595Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:59:36.597Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:59:36.599Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:59:36.604Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:59:36.606Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:36.610Z] [STDOUT]   \"request-id\": \"req_011CfXNqTt3fa5nkc5oHhA2p\",\n[2026-09-29T07:59:36.615Z] [STDOUT]   \"traceresponse\": \"00-2db28e39ed8c1ac47532ba47c8db34b8-1477a3f787bef8ba-01\",\n[2026-09-29T07:59:36.620Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:36.622Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:36.625Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:59:36.626Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:36.628Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:36.630Z] [STDOUT]   \"cf-ray\": \"a42973069a9a5d90-FRA\",\n[2026-09-29T07:59:36.632Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:59:36.635Z] [STDOUT] [log_176642] response parsed {\n[2026-09-29T07:59:36.637Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:36.641Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:36.643Z] [STDOUT]   body: X {\n[2026-09-29T07:59:36.645Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:59:36.647Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:59:36.651Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:59:36.653Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:59:36.655Z] [STDOUT]     },\n[2026-09-29T07:59:36.657Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:59:36.659Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:59:36.661Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:59:36.662Z] [STDOUT]   },\n[2026-09-29T07:59:36.664Z] [STDOUT]   durationMs: 996,\n[2026-09-29T07:59:36.666Z] [STDOUT] }\n[2026-09-29T07:59:37.894Z] [INFO] {\n[2026-09-29T07:59:37.894Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:37.894Z] [INFO] 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\"request_id\": \"req_011CfXNqTt3fa5nkc5oHhA2p\",\n[2026-09-29T07:59:37.894Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:59:37.894Z] [INFO]     \"toolu_01MV1DksUpiQNrbdnnR6A9cE\": {\n[2026-09-29T07:59:37.894Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bdpybtf2y.output; sed -n 117,160p projects/ba-ai-process/README.md\",\n[2026-09-29T07:59:37.894Z] [INFO]       \"description\": \"Show test results and README sections\"\n[2026-09-29T07:59:37.894Z] [INFO]     }\n[2026-09-29T07:59:37.894Z] [INFO]   }\n[2026-09-29T07:59:37.894Z] [INFO] }\n[2026-09-29T07:59:37.954Z] [INFO] {\n[2026-09-29T07:59:37.954Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:59:37.954Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:59:37.954Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:59:37.954Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:59:37.954Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:59:37.954Z] [INFO]     \"utilization\": 0.78,\n[2026-09-29T07:59:37.954Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:59:37.954Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:59:37.954Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:59:37.954Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:59:37.954Z] [INFO]         \"utilization\": 0.44,\n[2026-09-29T07:59:37.954Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:59:37.954Z] [INFO]       },\n[2026-09-29T07:59:37.954Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:59:37.954Z] [INFO]         \"utilization\": 0.78,\n[2026-09-29T07:59:37.954Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:59:37.954Z] [INFO]       }\n[2026-09-29T07:59:37.954Z] [INFO]     }\n[2026-09-29T07:59:37.954Z] [INFO]   },\n[2026-09-29T07:59:37.954Z] [INFO]   \"uuid\": \"6dafc44f-435d-4e2c-b653-5cec87f70a2f\",\n[2026-09-29T07:59:37.954Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:59:37.954Z] [INFO] }\n[2026-09-29T07:59:39.814Z] [INFO] {\n[2026-09-29T07:59:39.814Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:59:39.814Z] [INFO]   \"message\": {\n[2026-09-29T07:59:39.814Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:59:39.814Z] [INFO]     \"content\": [\n[2026-09-29T07:59:39.814Z] [INFO]       {\n[2026-09-29T07:59:39.814Z] [INFO]         \"tool_use_id\": \"toolu_01MV1DksUpiQNrbdnnR6A9cE\",\n[2026-09-29T07:59:39.814Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:59:39.814Z] [INFO]         \"content\": \" .gitkeep | 1 +\\n 1 file changed, 1 insertion(+)\\n.gitkeep\\nPASS tools/test-bcreq-working-release-pipeline.sh\\nPASS tools/test-check-agent-work-rules-size.sh\\nPASS tools/test-cline-package.sh\\nPASS tools/test-evidence-structure-validator.sh\\nFAIL tools/test-execution-package.sh\\n----------------------------------------------------------------------\\nRan 4 tests in 0.085s\\n\\nOK\\nERROR: install pinned dependencies with pip install -r requirements.txt\\nPASS tools/test-frontmatter-validator.sh\\nPASS tools/test-historical-immutable.sh\\nPASS tools/test-mango-kb-migration-contract.sh\\nPASS tools/test-nonempty-diff.sh\\nPASS tools/test-operating-mode-contract.sh\\nPASS tools/test-post-migration-validator.sh\\nPASS tools/test-reference-research-terminology.sh\\nPASS tools/test-smart-sync.sh\\nPASS tools/test-sprint-5-agent-model.sh\\nPASS tools/test-validate-rrp-links.sh\\n\\n[exited with code 0]\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n\\n\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0440\u0435\u0434\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432\\n[`docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md).\\nIssue [#593](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/593)\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432 Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439\\n`mango-ba-ai-runtime-cli`.\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b **\u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f**: \u043e\u043d\u0438\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 [`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md)\\n\u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430. \u041c\u043e\u0434\u0443\u043b\u0438 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445,\\n\u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442:\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md);\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md);\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md);\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\\n- [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\\n  \u2014 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438;\\n- [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b;\\n- [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md)\\n  \u2014 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430;\\n- [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)\\n  \u2014 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e;\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n  \u2014 \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 Source, Distribution, Runtime \u0438 Feedback.\\n- [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode CLI.\\n- [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 Cline \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI.\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL), \u043a\u0430\u043a \u0438 \u0432\u043e \u0432\u0441\u0451\u043c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 `ba-requirements`.\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\",\n[2026-09-29T07:59:39.814Z] [INFO]         \"is_error\": false\n[2026-09-29T07:59:39.814Z] [INFO]       }\n[2026-09-29T07:59:39.814Z] [INFO]     ]\n[2026-09-29T07:59:39.814Z] [INFO]   },\n[2026-09-29T07:59:39.814Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:39.814Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:39.814Z] [INFO]   \"uuid\": \"c2d60329-5b31-40d9-afef-5583525f6c77\",\n[2026-09-29T07:59:39.814Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:39.776Z\",\n[2026-09-29T07:59:39.814Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:59:39.814Z] [INFO]     \"stdout\": \" .gitkeep | 1 +\\n 1 file changed, 1 insertion(+)\\n.gitkeep\\nPASS tools/test-bcreq-working-release-pipeline.sh\\nPASS tools/test-check-agent-work-rules-size.sh\\nPASS tools/test-cline-package.sh\\nPASS tools/test-evidence-structure-validator.sh\\nFAIL tools/test-execution-package.sh\\n----------------------------------------------------------------------\\nRan 4 tests in 0.085s\\n\\nOK\\nERROR: install pinned dependencies with pip install -r requirements.txt\\nPASS tools/test-frontmatter-validator.sh\\nPASS tools/test-historical-immutable.sh\\nPASS tools/test-mango-kb-migration-contract.sh\\nPASS tools/test-nonempty-diff.sh\\nPASS tools/test-operating-mode-contract.sh\\nPASS tools/test-post-migration-validator.sh\\nPASS tools/test-reference-research-terminology.sh\\nPASS tools/test-smart-sync.sh\\nPASS tools/test-sprint-5-agent-model.sh\\nPASS tools/test-validate-rrp-links.sh\\n\\n[exited with code 0]\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n\\n\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0440\u0435\u0434\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432\\n[`docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md).\\nIssue [#593](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/593)\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432 Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439\\n`mango-ba-ai-runtime-cli`.\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b **\u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f**: \u043e\u043d\u0438\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 [`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md)\\n\u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430. \u041c\u043e\u0434\u0443\u043b\u0438 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445,\\n\u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442:\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md);\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md);\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md);\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\\n- [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\\n  \u2014 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438;\\n- [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b;\\n- [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md)\\n  \u2014 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430;\\n- [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)\\n  \u2014 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e;\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n  \u2014 \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 Source, Distribution, Runtime \u0438 Feedback.\\n- [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode CLI.\\n- [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 Cline \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI.\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL), \u043a\u0430\u043a \u0438 \u0432\u043e \u0432\u0441\u0451\u043c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 `ba-requirements`.\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\",\n[2026-09-29T07:59:39.814Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:59:39.814Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:59:39.814Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:59:39.814Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:59:39.814Z] [INFO]   }\n[2026-09-29T07:59:39.814Z] [INFO] }\n[2026-09-29T07:59:39.869Z] [STDOUT] [log_86e89a] sending request {\n[2026-09-29T07:59:39.876Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:59:39.884Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:39.889Z] [STDOUT]   options: {\n[2026-09-29T07:59:39.899Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:59:39.901Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:59:39.908Z] [STDOUT]     body: {\n[2026-09-29T07:59:39.916Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:59:39.920Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:59:39.929Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:59:39.933Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:59:39.938Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:59:39.943Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:59:39.948Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:59:39.956Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:59:39.958Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:59:39.966Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:59:39.971Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:59:39.975Z] [STDOUT]       stream: true,\n[2026-09-29T07:59:39.983Z] [STDOUT]     },\n[2026-09-29T07:59:39.988Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:59:39.993Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:59:39.999Z] [STDOUT]       aborted: false,\n[2026-09-29T07:59:40.003Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:59:40.006Z] [STDOUT]       onabort: null,\n[2026-09-29T07:59:40.009Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:59:40.022Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:59:40.030Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:59:40.034Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:59:40.043Z] [STDOUT]     },\n[2026-09-29T07:59:40.047Z] [STDOUT]     stream: true,\n[2026-09-29T07:59:40.051Z] [STDOUT]   },\n[2026-09-29T07:59:40.058Z] [STDOUT]   headers: {\n[2026-09-29T07:59:40.069Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:59:40.074Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:59:40.083Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:59:40.091Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:59:40.095Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:59:40.099Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:59:40.104Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:59:40.106Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:59:40.110Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:59:40.116Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1839\",\n[2026-09-29T07:59:40.122Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:59:40.126Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:59:40.131Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:40.136Z] [STDOUT]     \"x-client-request-id\": \"92655016-3c50-4074-a155-681a0fc606f4\",\n[2026-09-29T07:59:40.138Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:59:40.141Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:59:40.148Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:59:40.150Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:59:40.154Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:59:40.157Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:59:40.159Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:59:40.165Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:59:40.167Z] [STDOUT]   },\n[2026-09-29T07:59:40.170Z] [STDOUT] }\n[2026-09-29T07:59:40.735Z] [STDOUT] [log_86e89a, request-id: \"req_011CfXNqnmqQdstf66hgPALo\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 881ms\n[2026-09-29T07:59:40.742Z] [STDOUT] [log_86e89a] response start {\n[2026-09-29T07:59:40.749Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:40.752Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:40.757Z] [STDOUT]   headers: {\n[2026-09-29T07:59:40.759Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:40.765Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:59:40.768Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:59:40.774Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T07:59:40.777Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:59:40.781Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:59:40.783Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:59:40.788Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:59:40.791Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:59:40.793Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:59:40.797Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:59:40.800Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:40.802Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:40.806Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:40.809Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:40.811Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:40.813Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:40.816Z] [STDOUT]     \"cf-ray\": \"a42973222c8f5d90-FRA\",\n[2026-09-29T07:59:40.821Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:59:40.823Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:40.826Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:40.828Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:59:40.831Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:59:40 GMT\",\n[2026-09-29T07:59:40.834Z] [STDOUT]     \"request-id\": \"req_011CfXNqnmqQdstf66hgPALo\",\n[2026-09-29T07:59:40.838Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:59:40.840Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:59:40.845Z] [STDOUT]     traceresponse: \"00-9d00414f1bc2be2137a2bcb6d5044b19-70fd6c9d10687f32-01\",\n[2026-09-29T07:59:40.848Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:59:40.850Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:59:40.854Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:40.858Z] [STDOUT]   },\n[2026-09-29T07:59:40.861Z] [STDOUT]   durationMs: 881,\n[2026-09-29T07:59:40.867Z] [STDOUT] }\n[2026-09-29T07:59:40.869Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:59:40.871Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:59:40 GMT\",\n[2026-09-29T07:59:40.874Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:59:40.878Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:59:40.880Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:59:40.882Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:40.888Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:59:40.890Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:40.894Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:59:40.900Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:40.908Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:59:40.913Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:40.921Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:59:40.927Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:40.934Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T07:59:40.942Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:59:40.946Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:59:40.952Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:59:40.959Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:59:40.962Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:59:40.968Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:59:40.971Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:59:40.976Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:40.979Z] [STDOUT]   \"request-id\": \"req_011CfXNqnmqQdstf66hgPALo\",\n[2026-09-29T07:59:40.982Z] [STDOUT]   \"traceresponse\": \"00-9d00414f1bc2be2137a2bcb6d5044b19-70fd6c9d10687f32-01\",\n[2026-09-29T07:59:40.986Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:40.989Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:40.992Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:59:40.994Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:41.000Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:41.002Z] [STDOUT]   \"cf-ray\": \"a42973222c8f5d90-FRA\",\n[2026-09-29T07:59:41.004Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:59:41.006Z] [STDOUT] [log_86e89a] response parsed {\n[2026-09-29T07:59:41.009Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:41.012Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:41.014Z] [STDOUT]   body: X {\n[2026-09-29T07:59:41.016Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:59:41.019Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:59:41.022Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:59:41.024Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:59:41.028Z] [STDOUT]     },\n[2026-09-29T07:59:41.031Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:59:41.034Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:59:41.038Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:59:41.041Z] [STDOUT]   },\n[2026-09-29T07:59:41.043Z] [STDOUT]   durationMs: 882,\n[2026-09-29T07:59:41.048Z] [STDOUT] }\n[2026-09-29T07:59:41.275Z] [INFO] {\n[2026-09-29T07:59:41.275Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:41.275Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:41.275Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:59:41.275Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:41.275Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:41.275Z] [INFO]   \"uuid\": \"11bfe8cb-296b-4f79-968c-da6e9f8c7573\"\n[2026-09-29T07:59:41.275Z] [INFO] }\n[2026-09-29T07:59:43.132Z] [INFO] {\n[2026-09-29T07:59:43.132Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:43.132Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:43.132Z] [INFO]   \"estimated_tokens\": 270,\n[2026-09-29T07:59:43.132Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:43.132Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:43.132Z] [INFO]   \"uuid\": \"be988326-b80d-4f95-b104-f47fe5b766e3\"\n[2026-09-29T07:59:43.132Z] [INFO] }\n[2026-09-29T07:59:43.170Z] [INFO] {\n[2026-09-29T07:59:43.170Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:43.170Z] [INFO]   \"message\": {\n[2026-09-29T07:59:43.170Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:43.170Z] [INFO]     \"id\": \"msg_011CfXNqoKpnGFnJR9HkeWnd\",\n[2026-09-29T07:59:43.170Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:43.170Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:43.170Z] [INFO]     \"content\": [\n[2026-09-29T07:59:43.170Z] [INFO]       {\n[2026-09-29T07:59:43.170Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:59:43.170Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:59:43.170Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:59:43.170Z] [INFO]     ],\n[2026-09-29T07:59:43.170Z] [INFO]     \"container\": null,\n[2026-09-29T07:59:43.170Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:59:43.170Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:59:43.170Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:59:43.170Z] [INFO]     \"usage\": {\n[2026-09-29T07:59:43.170Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:59:43.170Z] [INFO]       \"cache_creation_input_tokens\": 2346,\n[2026-09-29T07:59:43.170Z] [INFO]       \"cache_read_input_tokens\": 64452,\n[2026-09-29T07:59:43.170Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:59:43.170Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:59:43.170Z] [INFO]         \"ephemeral_1h_input_tokens\": 2346\n[2026-09-29T07:59:43.170Z] [INFO]       },\n[2026-09-29T07:59:43.170Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:59:43.170Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:59:43.170Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:59:43.170Z] [INFO]     },\n[2026-09-29T07:59:43.170Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:59:43.170Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:59:43.170Z] [INFO]     \"context_management\": null\n[2026-09-29T07:59:43.170Z] [INFO]   },\n[2026-09-29T07:59:43.170Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:43.170Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:43.170Z] [INFO]   \"uuid\": \"10134cae-9f04-4869-89d7-e61ed733153f\",\n[2026-09-29T07:59:43.170Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:43.128Z\",\n[2026-09-29T07:59:43.170Z] [INFO]   \"request_id\": \"req_011CfXNqnmqQdstf66hgPALo\"\n[2026-09-29T07:59:43.170Z] [INFO] }\n[2026-09-29T07:59:43.184Z] [INFO] {\n[2026-09-29T07:59:43.184Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:43.184Z] [INFO]   \"message\": {\n[2026-09-29T07:59:43.184Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:43.184Z] [INFO]     \"id\": \"msg_011CfXNqoKpnGFnJR9HkeWnd\",\n[2026-09-29T07:59:43.184Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:43.184Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:43.184Z] [INFO]     \"content\": [\n[2026-09-29T07:59:43.184Z] [INFO]       {\n[2026-09-29T07:59:43.184Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:59:43.184Z] [INFO]         \"text\": \"`test-execution-package.sh` fails only because pinned pip dependencies aren't installed in this sandbox. It doesn't touch docs; I'll confirm by installing them. Meanwhile I'll add a README section.\"\n[2026-09-29T07:59:43.184Z] [INFO]       }\n[2026-09-29T07:59:43.184Z] [INFO]     ],\n[2026-09-29T07:59:43.184Z] [INFO]     \"container\": null,\n[2026-09-29T07:59:43.184Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:59:43.184Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:59:43.184Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:59:43.184Z] [INFO]     \"usage\": {\n[2026-09-29T07:59:43.184Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:59:43.184Z] [INFO]       \"cache_creation_input_tokens\": 2346,\n[2026-09-29T07:59:43.184Z] [INFO]       \"cache_read_input_tokens\": 64452,\n[2026-09-29T07:59:43.184Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:59:43.184Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:59:43.184Z] [INFO]         \"ephemeral_1h_input_tokens\": 2346\n[2026-09-29T07:59:43.184Z] [INFO]       },\n[2026-09-29T07:59:43.184Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:59:43.184Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:59:43.184Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:59:43.184Z] [INFO]     },\n[2026-09-29T07:59:43.184Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:59:43.184Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:59:43.184Z] [INFO]     \"context_management\": null\n[2026-09-29T07:59:43.184Z] [INFO]   },\n[2026-09-29T07:59:43.184Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:43.184Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:43.184Z] [INFO]   \"uuid\": \"0def3f8d-69f1-4790-9934-0b3c7536ad69\",\n[2026-09-29T07:59:43.184Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:43.173Z\",\n[2026-09-29T07:59:43.184Z] [INFO]   \"request_id\": \"req_011CfXNqnmqQdstf66hgPALo\"\n[2026-09-29T07:59:43.184Z] [INFO] }\n[2026-09-29T07:59:44.671Z] [INFO] {\n[2026-09-29T07:59:44.671Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:44.671Z] [INFO]   \"message\": {\n[2026-09-29T07:59:44.671Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:44.671Z] [INFO]     \"id\": \"msg_011CfXNqoKpnGFnJR9HkeWnd\",\n[2026-09-29T07:59:44.671Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:44.671Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:44.671Z] [INFO]     \"content\": [\n[2026-09-29T07:59:44.671Z] [INFO]       {\n[2026-09-29T07:59:44.671Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:59:44.671Z] [INFO]         \"id\": \"toolu_01NjeQdBtZBBmdxTkrgk8qVP\",\n[2026-09-29T07:59:44.671Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:59:44.671Z] [INFO]         \"input\": {\n[2026-09-29T07:59:44.671Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; (pip install -q -r requirements.txt >/tmp/pip.log 2>&1; bash tools/test-execution-package.sh >/tmp/tep.log 2>&1; echo \\\"exit $?\\\" >>/tmp/tep.log) & \\nsed -n 43,116p projects/ba-ai-process/README.md | grep -n 'docs\\\\|analysis\\\\|presentation'\",\n[2026-09-29T07:59:44.671Z] [INFO]           \"description\": \"Install deps in background, check README structure\"\n[2026-09-29T07:59:44.671Z] [INFO]         },\n[2026-09-29T07:59:44.671Z] [INFO]         \"caller\": {\n[2026-09-29T07:59:44.671Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:59:44.671Z] [INFO]         }\n[2026-09-29T07:59:44.671Z] [INFO]       }\n[2026-09-29T07:59:44.671Z] [INFO]     ],\n[2026-09-29T07:59:44.671Z] [INFO]     \"container\": null,\n[2026-09-29T07:59:44.671Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:59:44.671Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:59:44.671Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:59:44.671Z] [INFO]     \"usage\": {\n[2026-09-29T07:59:44.671Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:59:44.671Z] [INFO]       \"cache_creation_input_tokens\": 2346,\n[2026-09-29T07:59:44.671Z] [INFO]       \"cache_read_input_tokens\": 64452,\n[2026-09-29T07:59:44.671Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:59:44.671Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:59:44.671Z] [INFO]         \"ephemeral_1h_input_tokens\": 2346\n[2026-09-29T07:59:44.671Z] [INFO]       },\n[2026-09-29T07:59:44.671Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:59:44.671Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:59:44.671Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:59:44.671Z] [INFO]     },\n[2026-09-29T07:59:44.671Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:59:44.671Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:59:44.671Z] [INFO]     \"context_management\": null\n[2026-09-29T07:59:44.671Z] [INFO]   },\n[2026-09-29T07:59:44.671Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:44.671Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:44.671Z] [INFO]   \"uuid\": \"427ac02b-b7b0-41af-905f-4fcf2bab7ff6\",\n[2026-09-29T07:59:44.671Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:44.537Z\",\n[2026-09-29T07:59:44.671Z] [INFO]   \"request_id\": \"req_011CfXNqnmqQdstf66hgPALo\",\n[2026-09-29T07:59:44.671Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:59:44.671Z] [INFO]     \"toolu_01NjeQdBtZBBmdxTkrgk8qVP\": {\n[2026-09-29T07:59:44.671Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; (pip install -q -r requirements.txt >/tmp/pip.log 2>&1; bash tools/test-execution-package.sh >/tmp/tep.log 2>&1; echo \\\"exit $?\\\" >>/tmp/tep.log) & \\nsed -n 43,116p projects/ba-ai-process/README.md | grep -n 'docs\\\\|analysis\\\\|presentation'\",\n[2026-09-29T07:59:44.671Z] [INFO]       \"description\": \"Install deps in background, check README structure\"\n[2026-09-29T07:59:44.671Z] [INFO]     }\n[2026-09-29T07:59:44.671Z] [INFO]   }\n[2026-09-29T07:59:44.671Z] [INFO] }\n[2026-09-29T07:59:47.017Z] [INFO] {\n[2026-09-29T07:59:47.017Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:59:47.017Z] [INFO]   \"message\": {\n[2026-09-29T07:59:47.017Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:59:47.017Z] [INFO]     \"content\": [\n[2026-09-29T07:59:47.017Z] [INFO]       {\n[2026-09-29T07:59:47.017Z] [INFO]         \"tool_use_id\": \"toolu_01NjeQdBtZBBmdxTkrgk8qVP\",\n[2026-09-29T07:59:47.017Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:59:47.017Z] [INFO]         \"content\": \"37:\u0415\u0433\u043e `docs/kb/.gitkeep` \u0438 `meta-model/.gitkeep` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u044e\u0442 copy-time \u0432\u0445\u043e\u0434\u044b; \u043f\u0430\u043a\u0435\u0442\\n45:[`docs/rfc/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/docs/rfc),\\n52:[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md).\\n54:[RFC](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md);\\n62:[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n66:[RFC Working Document \u2192 Release Document](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md).\\n69:[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n71:[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0435\u0434\u0438\u043d\u043e\u0433\u043e Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 GigaCode CLI \u0438 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md)\",\n[2026-09-29T07:59:47.017Z] [INFO]         \"is_error\": false\n[2026-09-29T07:59:47.017Z] [INFO]       }\n[2026-09-29T07:59:47.017Z] [INFO]     ]\n[2026-09-29T07:59:47.017Z] [INFO]   },\n[2026-09-29T07:59:47.017Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:47.017Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:47.017Z] [INFO]   \"uuid\": \"ffeec7d7-2718-4a8c-8cb5-891663fdc4b4\",\n[2026-09-29T07:59:47.017Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:46.966Z\",\n[2026-09-29T07:59:47.017Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:59:47.017Z] [INFO]     \"stdout\": \"37:\u0415\u0433\u043e `docs/kb/.gitkeep` \u0438 `meta-model/.gitkeep` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u044e\u0442 copy-time \u0432\u0445\u043e\u0434\u044b; \u043f\u0430\u043a\u0435\u0442\\n45:[`docs/rfc/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/docs/rfc),\\n52:[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md).\\n54:[RFC](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md);\\n62:[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 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[STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:48.369Z] [STDOUT]   \"request-id\": \"req_011CfXNrL71P4oGSgdUpTeWk\",\n[2026-09-29T07:59:48.372Z] [STDOUT]   \"traceresponse\": \"00-cc91768debcac6ff080649cad69876d1-93645fd83565a724-01\",\n[2026-09-29T07:59:48.376Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:48.379Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:48.384Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:59:48.386Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:48.391Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:48.393Z] [STDOUT]   \"cf-ray\": \"a429734fff0d5d90-FRA\",\n[2026-09-29T07:59:48.397Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:59:48.403Z] [STDOUT] [log_cd59f9] response parsed {\n[2026-09-29T07:59:48.408Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:48.412Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:48.417Z] [STDOUT]   body: X {\n[2026-09-29T07:59:48.419Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:59:48.423Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:59:48.427Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:59:48.430Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:59:48.439Z] [STDOUT]     },\n[2026-09-29T07:59:48.441Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:59:48.443Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:59:48.445Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:59:48.449Z] [STDOUT]   },\n[2026-09-29T07:59:48.453Z] [STDOUT]   durationMs: 899,\n[2026-09-29T07:59:48.458Z] [STDOUT] }\n[2026-09-29T07:59:51.945Z] [INFO] {\n[2026-09-29T07:59:51.945Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:51.945Z] [INFO]   \"message\": {\n[2026-09-29T07:59:51.945Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:51.945Z] [INFO]     \"id\": \"msg_011CfXNrLfjYuEVgskscQzeq\",\n[2026-09-29T07:59:51.945Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:51.945Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:51.945Z] [INFO]     \"content\": [\n[2026-09-29T07:59:51.945Z] [INFO]       {\n[2026-09-29T07:59:51.945Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:59:51.945Z] [INFO]         \"id\": \"toolu_01MDZhx5sme2gnchYZt1SdiX\",\n[2026-09-29T07:59:51.945Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:59:51.945Z] [INFO]         \"input\": {\n[2026-09-29T07:59:51.945Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:59:51.945Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/README.md\",\n[2026-09-29T07:59:51.945Z] [INFO]           \"old_string\": \"## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\",\n[2026-09-29T07:59:51.945Z] [INFO]           \"new_string\": \"## \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\n([issue #646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)):\\n\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u0440\u043e\u0440\u044b\u0432 \u0432 \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0435\\n\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c \u043a \u0421\u0440\u0435\u0434\u0435 4.\\n\\n- [\u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md)\\n  \u2014 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438 \u0434\u043b\u044f\\n  \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439;\\n- [\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md)\\n  \u2014 \u0442\u0435\u043a\u0441\u0442 \u043f\u043e \u0442\u0435\u043c \u0436\u0435 \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e\\n  \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\"\n[2026-09-29T07:59:51.945Z] [INFO]         },\n[2026-09-29T07:59:51.945Z] [INFO]         \"caller\": {\n[2026-09-29T07:59:51.945Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:59:51.945Z] [INFO]         }\n[2026-09-29T07:59:51.945Z] [INFO]       }\n[2026-09-29T07:59:51.945Z] [INFO]     ],\n[2026-09-29T07:59:51.945Z] [INFO]     \"container\": null,\n[2026-09-29T07:59:51.945Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:59:51.945Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:59:51.945Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:59:51.945Z] [INFO]     \"usage\": {\n[2026-09-29T07:59:51.945Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:59:51.945Z] [INFO]       \"cache_creation_input_tokens\": 1135,\n[2026-09-29T07:59:51.945Z] [INFO]       \"cache_read_input_tokens\": 66798,\n[2026-09-29T07:59:51.945Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:59:51.945Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:59:51.945Z] [INFO]         \"ephemeral_1h_input_tokens\": 1135\n[2026-09-29T07:59:51.945Z] [INFO]       },\n[2026-09-29T07:59:51.945Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:59:51.945Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:59:51.945Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:59:51.945Z] [INFO]     },\n[2026-09-29T07:59:51.945Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:59:51.945Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:59:51.945Z] [INFO]     \"context_management\": null\n[2026-09-29T07:59:51.945Z] [INFO]   },\n[2026-09-29T07:59:51.945Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:51.945Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:51.945Z] [INFO]   \"uuid\": \"4d7fc3eb-209b-4b08-afac-976e1b8596ad\",\n[2026-09-29T07:59:51.945Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:51.906Z\",\n[2026-09-29T07:59:51.945Z] [INFO]   \"request_id\": \"req_011CfXNrL71P4oGSgdUpTeWk\",\n[2026-09-29T07:59:51.945Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:59:51.945Z] [INFO]     \"toolu_01MDZhx5sme2gnchYZt1SdiX\": {\n[2026-09-29T07:59:51.945Z] [INFO]       \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/README.md\",\n[2026-09-29T07:59:51.945Z] [INFO]       \"old_string\": \"## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\",\n[2026-09-29T07:59:51.945Z] [INFO]       \"new_string\": \"## \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\n([issue #646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)):\\n\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u0440\u043e\u0440\u044b\u0432 \u0432 \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0435\\n\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c \u043a \u0421\u0440\u0435\u0434\u0435 4.\\n\\n- [\u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md)\\n  \u2014 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438 \u0434\u043b\u044f\\n  \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439;\\n- [\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md)\\n  \u2014 \u0442\u0435\u043a\u0441\u0442 \u043f\u043e \u0442\u0435\u043c \u0436\u0435 \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e\\n  \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\"\n[2026-09-29T07:59:51.945Z] [INFO]     }\n[2026-09-29T07:59:51.945Z] [INFO]   }\n[2026-09-29T07:59:51.945Z] [INFO] }\n[2026-09-29T07:59:52.260Z] [INFO] {\n[2026-09-29T07:59:52.260Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:59:52.260Z] [INFO]   \"message\": {\n[2026-09-29T07:59:52.260Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:59:52.260Z] [INFO]     \"content\": [\n[2026-09-29T07:59:52.260Z] [INFO]       {\n[2026-09-29T07:59:52.260Z] [INFO]         \"tool_use_id\": \"toolu_01MDZhx5sme2gnchYZt1SdiX\",\n[2026-09-29T07:59:52.260Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:59:52.260Z] [INFO]         \"content\": \"The file /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/README.md has been updated successfully.\"\n[2026-09-29T07:59:52.260Z] [INFO]       }\n[2026-09-29T07:59:52.260Z] [INFO]     ]\n[2026-09-29T07:59:52.260Z] [INFO]   },\n[2026-09-29T07:59:52.260Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:52.260Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:52.260Z] [INFO]   \"uuid\": \"53bbcd18-7640-44dc-9b4b-6be9a2e82a00\",\n[2026-09-29T07:59:52.260Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:52.197Z\",\n[2026-09-29T07:59:52.260Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:59:52.260Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/README.md\",\n[2026-09-29T07:59:52.260Z] [INFO]     \"oldString\": \"## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\",\n[2026-09-29T07:59:52.260Z] [INFO]     \"newString\": \"## \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\n([issue #646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)):\\n\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u0440\u043e\u0440\u044b\u0432 \u0432 \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0435\\n\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c \u043a \u0421\u0440\u0435\u0434\u0435 4.\\n\\n- [\u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md)\\n  \u2014 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438 \u0434\u043b\u044f\\n  \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439;\\n- [\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md)\\n  \u2014 \u0442\u0435\u043a\u0441\u0442 \u043f\u043e \u0442\u0435\u043c \u0436\u0435 \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e\\n  \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\",\n[2026-09-29T07:59:52.260Z] [INFO]     \"originalFile\": \"---\\nstatus: canonical\\nversion: 1.6\\nupdated: 2026-09-28\\ntemperature: 0.1\\nscope: mango-only\\ntype: research\\n---\\n\\n# BA AI Process \u2014 Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 **\u00ab\u043a\u0430\u043a \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0434\u043b\u044f \u0432\u0441\u0435\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e\\n\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044f MANGO \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0445 \u0441\u0440\u0435\u0434\u0430\u0445\u00bb**: \u043a\u0430\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0440\u0430\u0431\u043e\u0442\u0443, \u043a\u0430\u043a\u0438\u043c\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u043e\u043d\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u0438 \u0432 \u043a\u0430\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0435\\n\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0430\u0433\u0435\u043d\u0442\u0443. GigaCode CLI \u2014 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0430; Cline \u0441 Mango AI\\n\u0438 Qwen Chat \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0435 \u0441\u0440\u0435\u0434\u044b \u043f\u043e\\n[issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615).\\n\\n\u042d\u0442\u043e **\u0434\u043e\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432**, \u0430 \u043d\u0435 \u043e\u0431\u0449\u0430\u044f \u0440\u0430\u043c\u043a\u0430. \u0412\u0441\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u043c\u043e\u0434\u0443\u043b\u044f \u043d\u0435\u0441\u0443\u0442\\n`scope: mango-only`. \u0417\u0434\u0435\u0441\u044c `mango-only` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 **\u0432\u0435\u0441\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c\\nMANGO** (\u0432\u0441\u0435 \u0434\u043e\u043c\u0435\u043d\u044b \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0441\u043d\u0438\u043c\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438), \u0430 \u043d\u0435 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u044b\u0439 \u0446\u0435\u043d\u0442\u0440 \u0438\u043b\u0438 \u043b\u044e\u0431\u043e\u0439\\n\u0434\u0440\u0443\u0433\u043e\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0434\u043e\u043c\u0435\u043d. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438/\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044e;\\n\u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 \u0434\u0440\u0443\u0433\u0438\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 (\u0437\u0430\u0434\u0430\u0447\u0430 `B-158`), \u0430 \u043d\u0435\\n\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n[`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md).\\n\\n## \u041f\u043e\u0447\u0435\u043c\u0443 \u043c\u043e\u0434\u0443\u043b\u0438 \u0436\u0438\u0432\u0443\u0442 \u0437\u0434\u0435\u0441\u044c\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d\u043e\\n[`standards/project-structure-inheritance.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/project-structure-inheritance.md):\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0436\u0438\u0432\u0451\u0442 \u0432 `projects/<\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435>/`, \u0430 \u043e\u0431\u0449\u0438\u0439\\n\u043a\u0430\u0442\u0430\u043b\u043e\u0433 `research/` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0439 \u0440\u0430\u043c\u043a\u043e\u0439. \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e \u0432\\n[PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572),\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0437\u0430\u0434\u0430\u0447\u0435\u0439 `B-155`\\n([#573](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/573)).\\n\\n\u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0443\\n[Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md),\\n\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0442\u0435\u0441\u0442\u044b \u0438 \u043f\u0430\u043a\u0435\u0442 \u0438\u043c\u0435\u044e\u0442 \u0444\u043e\u0440\u043c\u0443 \u0441\u0432\u043e\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432\u043b\u043e\u0436\u0435\u043d\u044b \u0432 `ba-meta-model/`: \u044d\u0442\u043e \u0447\u0430\u0441\u0442\u0438 \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435\\n\u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438.\\n\\n## \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Source\\n\\n- [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md)\\n  \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 (issue\\n  [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563),\\n  \u0432\u0435\u0440\u0441\u0438\u044f 0.2 \u2014 [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n  \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 `MM-1`\u2026`MM-4`,\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u0440\u0435\u0435\u0441\u0442\u0440 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n  `DP-1`\u2026`DP-5`, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435\u043c `LG-1`\u2026`LG-6`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n  `SKILL.md` (`SK-0`\u2026`SK-10`), \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442, Golden Set \u0438 \u043f\u043b\u0430\u043d \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n  MVP-\u0441\u0440\u0435\u0437\u0430 \u0441 \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438 `M-1`\u2026`M-5`. \u0412\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435\\n  [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/00-introduction.md)\\n  \u0438 [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md)\\n  \u0437\u0430\u0434\u0430\u044e\u0442 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e;\\n  [`product-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/product-taxonomy)\\n  \u0445\u0440\u0430\u043d\u0438\u0442 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 capabilities MANGO \u0438 \u0438\u0445 42\\n  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0439 \u0418\u0422/\u0442\u0435\u043b\u0435\u043a\u043e\u043c \u0434\u043b\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0432 Distribution.\\n- [`meta-model-guides/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/meta-model-guides/README.md)\\n  \u2014 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443: \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u0447\u0438\u0441\u0442\u043e\u0439 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB,\\n  Confluence MCP, \u0437\u0430\u043f\u0443\u0441\u043a/\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 task \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 debug.\\n- [`tests/execution-package/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/tests/execution-package/README.md)\\n  \u2014 mock-fixtures, assertions \u0438 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0433\u0440\u0430\u0444\u0430 \u0431\u0435\u0437 LLM \u0438 MCP.\\n- [`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md)\\n  \u2014 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u0441 `.gigacode/skills/`, \u044f\u0432\u043d\u044b\u043c dispatcher, debug-\u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438, \u0433\u0440\u0430\u0444\u043e\u043c, Golden Set \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c `G-mach`.\\n- [`dist/execution-package-cline-vscode/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-621-bd8c46c08849/projects/ba-ai-process/dist/execution-package-cline-vscode/README.md)\\n  \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0438\u043b\u043e\u0442 Cline \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e BCREQ Working \u2192 Release \u0441 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u043c\u0438\\n  hooks, \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c runner, CI gate, trace \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u043e\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u044f; Source\\n  \u0441\u0431\u043e\u0440\u043a\u0438 \u2014 `build/common/` \u0438 `build/adapters/cline-vscode/`.\\n- [`meta-model-guides/qwen-chat-runtime-migration-instruction.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/meta-model-guides/qwen-chat-runtime-migration-instruction.md)\\n  \u2014 \u043c\u0430\u043d\u0434\u0430\u0442 \u0434\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0430 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0443 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runtime \u043a \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u043c\u0443\\n  quick-check \u0432 Qwen Chat; \u044d\u0442\u043e \u043d\u0435 execution package.\\n\\n\u041f\u0430\u043a\u0435\u0442 \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 RRP-\u043c\u043e\u0434\u0443\u043b\u044c. \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e,\\n\u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432\\n[\u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml).\\n\u0415\u0433\u043e `docs/kb/.gitkeep` \u0438 `meta-model/.gitkeep` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u044e\u0442 copy-time \u0432\u0445\u043e\u0434\u044b; \u043f\u0430\u043a\u0435\u0442\\n\u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0432\u043e \u0432\u0440\u0435\u043c\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\nProject-scoped \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n[`decisions/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/decisions),\\nRFC \u2014 \u0432\\n[`docs/rfc/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/docs/rfc),\\n\u043e\u0442\u043b\u0430\u0434\u043a\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0438\u0437\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `experiments/`, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 Distribution \u2014\\n\u0432 `dist/`. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0430 \u0432\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md).\\n\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0434\u043b\u044f API, \u041b\u041a \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md).\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0433\u0435\u0439\u0442\u043e\u0432 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\\n[RFC](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md);\\n\u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f issue #603 \u0447\u0430\u0441\u0442\u044c \u043e \u0440\u0430\u043d\u043d\u0435\u0439 MANGO-\u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u0430 \u0432 Distribution.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u0438\u0441\u043a\u0430 \u0438 \u0434\u0432\u043e\u0439\u043d\u0430\u044f \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u043e\u043a\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n\u0434\u0435\u043b\u044c\u0442\u043e\u0439 Source.\\n\\n\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u0432\u0441\u0435\u0445 67 legacy-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u043a issue #605 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432,\\n\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b FR/UC/NFR \u0438 TM Forum binding \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f\\n\u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043e\u0442 \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e baseline \u043a \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u043e\u0439 Release-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438,\\n\u0432\u043a\u043b\u044e\u0447\u0430\u044f NFR\u2192FR, \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u043f\u0440\u0438\u043d\u044f\u0442 \u0432\\n[RFC Working Document \u2192 Release Document](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md).\\n\u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u0441\u043a\u0432\u043e\u0437\u043d\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 Source \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0435\u0434\u0438\u043d\u043e\u0433\u043e Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 GigaCode CLI \u0438 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md)\\n\u043f\u043e issue #630 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 20 \u0442\u043e\u0447\u0435\u043a \u0442\u0440\u0435\u043d\u0438\u044f \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430; \u043f\u0430\u0440\u043d\u044b\u0435 \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n\\n\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0440\u0435\u0434\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432\\n[`docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md).\\nIssue [#593](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/593)\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432 Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439\\n`mango-ba-ai-runtime-cli`.\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b **\u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f**: \u043e\u043d\u0438\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 [`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md)\\n\u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430. \u041c\u043e\u0434\u0443\u043b\u0438 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445,\\n\u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442:\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md);\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md);\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md);\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\\n- [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\\n  \u2014 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438;\\n- [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b;\\n- [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md)\\n  \u2014 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430;\\n- [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)\\n  \u2014 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e;\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n  \u2014 \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 Source, Distribution, Runtime \u0438 Feedback.\\n- [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode CLI.\\n- [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 Cline \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI.\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL), \u043a\u0430\u043a \u0438 \u0432\u043e \u0432\u0441\u0451\u043c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 `ba-requirements`.\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n`40-practice-and-cases.md`, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 P2\\n([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh)).\\n\",\n[2026-09-29T07:59:52.260Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:59:52.260Z] [INFO]       {\n[2026-09-29T07:59:52.260Z] [INFO]         \"oldStart\": 137,\n[2026-09-29T07:59:52.260Z] [INFO]         \"oldLines\": 6,\n[2026-09-29T07:59:52.260Z] [INFO]         \"newStart\": 137,\n[2026-09-29T07:59:52.260Z] [INFO]         \"newLines\": 20,\n[2026-09-29T07:59:52.260Z] [INFO]         \"lines\": [\n[2026-09-29T07:59:52.260Z] [INFO]           \" - [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\",\n[2026-09-29T07:59:52.260Z] [INFO]           \" - [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\",\n[2026-09-29T07:59:52.260Z] [INFO]           \" \",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+## \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+([issue #646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)):\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u0440\u043e\u0440\u044b\u0432 \u0432 \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0435\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c \u043a \u0421\u0440\u0435\u0434\u0435 4.\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+- [\u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md)\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+  \u2014 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438 \u0434\u043b\u044f\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+  \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439;\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+- [\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md)\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+  \u2014 \u0442\u0435\u043a\u0441\u0442 \u043f\u043e \u0442\u0435\u043c \u0436\u0435 \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+  \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\",\n[2026-09-29T07:59:52.260Z] [INFO]           \" ## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\",\n[2026-09-29T07:59:52.260Z] [INFO]           \" \",\n[2026-09-29T07:59:52.260Z] [INFO]           \" - [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\"\n[2026-09-29T07:59:52.260Z] [INFO]         ]\n[2026-09-29T07:59:52.260Z] [INFO]       }\n[2026-09-29T07:59:52.260Z] [INFO]     ],\n[2026-09-29T07:59:52.260Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:59:52.260Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:59:52.260Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:59:52.260Z] [INFO]   }\n[2026-09-29T07:59:52.260Z] [INFO] }\n[2026-09-29T07:59:53.182Z] [INFO] {\n[2026-09-29T07:59:53.182Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:53.182Z] [INFO]   \"message\": {\n[2026-09-29T07:59:53.182Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:53.182Z] [INFO]     \"id\": \"msg_011CfXNrLfjYuEVgskscQzeq\",\n[2026-09-29T07:59:53.182Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:53.182Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:53.182Z] [INFO]     \"content\": [\n[2026-09-29T07:59:53.182Z] [INFO]       {\n[2026-09-29T07:59:53.182Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:59:53.182Z] [INFO]         \"id\": \"toolu_01Mer6YwzMoidxYPXCxB5xcN\",\n[2026-09-29T07:59:53.182Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:59:53.182Z] [INFO]         \"input\": {\n[2026-09-29T07:59:53.182Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; head -30 CHANGELOG.md; grep -n 'ba-ai-process' ops/artifact-map.md | head -5; git log --oneline -5 --stat origin/main -- CHANGELOG.md ops/artifact-map.md | head -30\",\n[2026-09-29T07:59:53.182Z] [INFO]           \"description\": \"Check CHANGELOG and artifact-map conventions\"\n[2026-09-29T07:59:53.182Z] [INFO]         },\n[2026-09-29T07:59:53.182Z] [INFO]         \"caller\": {\n[2026-09-29T07:59:53.182Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:59:53.182Z] [INFO]         }\n[2026-09-29T07:59:53.182Z] [INFO]       }\n[2026-09-29T07:59:53.182Z] [INFO]     ],\n[2026-09-29T07:59:53.182Z] [INFO]     \"container\": null,\n[2026-09-29T07:59:53.182Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:59:53.182Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:59:53.182Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:59:53.182Z] [INFO]     \"usage\": {\n[2026-09-29T07:59:53.182Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:59:53.182Z] [INFO]       \"cache_creation_input_tokens\": 1135,\n[2026-09-29T07:59:53.182Z] [INFO]       \"cache_read_input_tokens\": 66798,\n[2026-09-29T07:59:53.182Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:59:53.182Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:59:53.182Z] [INFO]         \"ephemeral_1h_input_tokens\": 1135\n[2026-09-29T07:59:53.182Z] [INFO]       },\n[2026-09-29T07:59:53.182Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:59:53.182Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:59:53.182Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:59:53.182Z] [INFO]     },\n[2026-09-29T07:59:53.182Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:59:53.182Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:59:53.182Z] [INFO]     \"context_management\": null\n[2026-09-29T07:59:53.182Z] [INFO]   },\n[2026-09-29T07:59:53.182Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:53.182Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:53.182Z] [INFO]   \"uuid\": \"90ac4089-c766-4ec5-926e-b3b70a5e5522\",\n[2026-09-29T07:59:53.182Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:53.158Z\",\n[2026-09-29T07:59:53.182Z] [INFO]   \"request_id\": \"req_011CfXNrL71P4oGSgdUpTeWk\",\n[2026-09-29T07:59:53.182Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:59:53.182Z] [INFO]     \"toolu_01Mer6YwzMoidxYPXCxB5xcN\": {\n[2026-09-29T07:59:53.182Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; head -30 CHANGELOG.md; grep -n 'ba-ai-process' ops/artifact-map.md | head -5; git log --oneline -5 --stat origin/main -- CHANGELOG.md ops/artifact-map.md | head -30\",\n[2026-09-29T07:59:53.182Z] [INFO]       \"description\": \"Check CHANGELOG and artifact-map conventions\"\n[2026-09-29T07:59:53.182Z] [INFO]     }\n[2026-09-29T07:59:53.182Z] [INFO]   }\n[2026-09-29T07:59:53.182Z] [INFO] }\n[2026-09-29T07:59:55.471Z] [INFO] {\n[2026-09-29T07:59:55.471Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:59:55.471Z] [INFO]   \"message\": {\n[2026-09-29T07:59:55.471Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:59:55.471Z] [INFO]     \"content\": [\n[2026-09-29T07:59:55.471Z] [INFO]       {\n[2026-09-29T07:59:55.471Z] [INFO]         \"tool_use_id\": \"toolu_01Mer6YwzMoidxYPXCxB5xcN\",\n[2026-09-29T07:59:55.471Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:59:55.471Z] [INFO]         \"content\": \"---\\nstatus: canonical\\nversion: 2.11\\nupdated: 2026-09-28\\ntemperature: 0.1\\n---\\n\\n# Changelog\\n\\nAll notable repository governance changes are documented here.\\n\\n## Unreleased\\n\\n### Added\\n\\n- projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f GigaCode-\u043f\u0430\u043a\u0435\u0442\u0430 `junior-guide.md` \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439](projects/ba-ai-process/dist/execution-package-gigacode-cli/docs/guides/README.md) \u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443 Cline-\u043f\u0430\u043a\u0435\u0442\u0430 (issue [#638](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/638)): \u043e\u0431\u0437\u043e\u0440 \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 GigaCode CLI, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435\u043c Python \u0432\u043d\u0435 \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0431\u0430\u0437\u043e\u0439 \u0437\u043d\u0430\u043d\u0438\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 `docs/kb/`, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d `TASK-0001` \u0441 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c A-IN, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0441 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435\u043c Working \u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u043f\u043e \u0432\u0441\u0435\u043c \u0443\u0437\u043b\u0430\u043c `RG-BCREQ-v1` \u0441\u043e \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u043e\u0439 \u0444\u0440\u0430\u0437\u043e\u0439, \u0442\u0430\u0431\u043b\u0438\u0446\u0435\u0439 \u0443\u0437\u043b\u043e\u0432 \u0438 \u043e\u0442\u043a\u0430\u0437\u0430\u043c\u0438 runner. \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e Windows 10/11 (x64): \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, `README.md`, `AGENTS.md` \u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 PowerShell, \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0441 BOM, \u043a\u043b\u043e\u043d \u0441 `core.autocrlf` \u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `.git` \u0431\u043e\u043b\u044c\u0448\u0435 \u043d\u0435 \u043b\u043e\u043c\u0430\u044e\u0442 `G-mach`. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-2\u2026\u041e-10 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-219\u2026B-221; \u043d\u043e\u0432\u044b\u0439 `test_guides.py` \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0431\u043b\u043e\u043a\u0438 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u0432 Windows PowerShell 5.1 \u0438 PowerShell 7 (CI-\u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides`), \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0432\u0441\u0435\u0445 \u0431\u043b\u043e\u043a\u043e\u0432, \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n- projects: [\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0430\u043d\u0430 \u043f\u043e\u0434 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 BCREQ (issue [#636](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/636)): \u0441\u0442\u0430\u0440\u0442 \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435 \u043d\u0430 Jira \u0438\u043b\u0438 \u0442\u0435\u043a\u0441\u0442\u0443 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0443\u044e \u0444\u0440\u0430\u0437\u0443 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 Plan, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d, \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u0438 \u0431\u043b\u043e\u043a\u0438 \u00ab\u0413\u0434\u0435 / \u041a\u043e\u043c\u0430\u043d\u0434\u0430 / \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 / \u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435\u00bb, \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u0441 \u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u043c\u043e\u0434\u0435\u043b\u0438 (\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0430\u0433\u0435\u043d\u0442\u0430, \u043d\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, hooks \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043d\u0430 Windows, \u043d\u0435\u0442 skills \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0442\u043b\u0430\u0434\u043a\u0438) \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-1\u2026\u041e-5 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-198\u2026B-202; \u0442\u0435\u0441\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f.\\n- projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0435\u0433\u043e \u0411\u0410 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) (issue [#628](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/628)): \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0431\u0435\u0437 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0437\u0430\u0434\u0430\u0447, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 KB \u0438\u0437 `mango-ba-ai-runtime/docs/kb`, \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0441 \u0440\u0430\u0437\u0431\u043e\u0440\u043e\u043c trace, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0438 \u043f\u0430\u043f\u043e\u043a, \u043f\u0440\u0438\u043c\u0435\u0440 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0445 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0439. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 Windows 10/11 x64; \u043f\u0430\u043a\u0435\u0442 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d \u0438\u0437 Source.\\n- projects: \u043f\u0440\u0438\u043d\u044f\u0442\u0430 [ADR-017 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 `ba-ai-process`: Source, Distribution \u0438 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u043f\u0435\u0440\u0432\u0430\u044f \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f (issues [#595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595), [#599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599)). Source \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d \u0432 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process); project-scoped ADR \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u043d \u0432 `decisions/`, tests \u0438 experiments \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0430 GigaCode CLI Distribution \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 `dist/`. Package manifest \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 Source revision, adapter, allowlist \u0438 SHA-256 immutable-\u0432\u044b\u0445\u043e\u0434\u043e\u0432; negative gate \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442 RRP, ADR/RFC, backlog \u0438 \u043f\u0440\u043e\u0447\u0438\u0439 Source rationale. \u0412\u043d\u0435\u0448\u043d\u0435\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0438 runtime smoke test \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 B-179.\\n- projects: [\u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0441 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0435\u0439](docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md) (issue #587) \u2014 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f issue #577 \u043f\u043e \u043f\u0443\u043d\u043a\u0442\u0430\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430. \u0412\u0435\u0440\u0434\u0438\u043a\u0442 `conditional`: \u043f\u043e\u0440\u043e\u0433 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0431\u043e\u043b\u0435\u0435 80% \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430) \u043d\u0435 \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0435\u0438\u043d\u0436\u0438\u043d\u0438\u0440\u0438\u043d\u0433 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f, \u0444\u043e\u0440\u043c\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u0434\u043e\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0442\u043e\u0447\u0435\u0447\u043d\u0430\u044f. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u2014 [`exp/ba-meta-model-cross-check-587/`](research/ba-requirements/exp/ba-meta-model-cross-check-587/README.md): \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u043a\u0435\u043b\u0435\u0442\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 (\u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437 \u0447\u0435\u0442\u044b\u0440\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443), \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a `research/ai-education` \u2014 \u0434\u0432\u0430 \u043c\u043e\u0434\u0443\u043b\u044f \u0438\u0437 \u0434\u0435\u0441\u044f\u0442\u0438, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 `C-IN`/`C-OUT` \u2014 \u043d\u0430 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430\u0445, \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 1059 \u0438 975. \u0412\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 **\u0431\u0435\u0437** \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u043d\u0435\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u044d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0439 \u0437\u0430\u043f\u0440\u0435\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0438 \u0432\u043c\u0435\u0441\u0442\u043e \u0441\u0432\u0435\u0440\u043a\u0438 \u00ab\u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0441\u044f \u043b\u0438 \u0442\u043e\u0442 \u0436\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u00bb \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e, \u0433\u0434\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043e \u043b\u0438 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n- projects: [\u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432](projects/ba-ai-process/ba-meta-model/20-taxonomy.md) `ST-1-ATTACHED`, `ST-2-CORPUS`, `ST-3-PRODUCT-DOC`, `ST-4-HUMAN` \u0441 \u0444\u043e\u0440\u043c\u0430\u043c\u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 `EF-INLINE`/`EF-QUOTE`, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u043e\u043c \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f, \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u0438 `SR-1`\u2026`SR-6` \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438. \u0417\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442: \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `GT-5` \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b \u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043d\u043e \u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u043b, \u0433\u0434\u0435 \u0430\u0433\u0435\u043d\u0442 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0449\u0435\u0442, \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u043b\u0441\u044f \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 \u043e \u0444\u0430\u043a\u0442\u0435, \u043b\u0435\u0436\u0430\u0449\u0435\u043c \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u0440\u043e\u0433\u043e\u043d [`runs/bcreq-1059-routed/`](research/ba-requirements/exp/ba-meta-model-cross-check-587/README.md) \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u044d\u0444\u0444\u0435\u043a\u0442 \u043d\u0430 \u0442\u043e\u043c \u0436\u0435 \u0432\u0445\u043e\u0434\u0435: \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u043a\u043e\u0440\u043f\u0443\u0441\u0430, `S-SCOPE` \u0438 `S-SETTINGS` \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f, \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432 \u043d\u0435 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f. \u0421\u0435\u043c\u0438\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438\u0437 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 **\u0441\u0443\u0436\u0435\u043d** \u0434\u043e \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u043e, \u0442\u0440\u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u0432 `out_of_slice` \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u2014 \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u0442\u043a\u0430 \u043d\u0435\u043e\u0442\u043b\u0438\u0447\u0438\u043c\u0430 \u043e\u0442 \u0437\u0430\u0431\u044b\u0442\u043e\u0439.\\n- projects: \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f `V-CONTRACT` (\u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430) \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0430 \u043a `V-BIZ`, `V-APPROVE`, `V-DEV` **\u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f** \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445, \u043f\u043e\u043b\u0435 `projection` \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u043e \u0432 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 `C-OUT`. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439 \u0431\u044b\u043b \u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0432\u0435\u0442\u043a\u043e\u0439: \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b, \u043d\u043e \u043d\u0438 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0445 \u043d\u0435 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u043b. `V-CONTRACT` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 `S-FR` \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c\u00bb, \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u043f\u043e \u0447\u0435\u0442\u044b\u0440\u0451\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c (\u0447\u0442\u043e, \u043a\u0442\u043e, \u0433\u0434\u0435, \u043a\u043e\u0433\u0434\u0430) \u0438 \u043f\u0443\u0441\u0442\u043e\u0433\u043e `S-OPEN`.\\n- projects: \u0422\u0440\u0438 \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u044d\u0442\u0430\u043b\u043e\u043d\u0430 Golden Set (\u043e\u0447\u0435\u0440\u0435\u0434\u044c \u043f\u0440\u043e\u0442\u0438\u0432 \u0433\u0440\u0443\u043f\u043f\u044b, `SLA` \u043f\u0440\u043e\u0442\u0438\u0432 `AHT`, `IVR` \u043f\u0440\u043e\u0442\u0438\u0432 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u0430) \u2014 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e `EP-G7` \u0441\u0442\u0430\u043b\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 `validate-package.py` \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043f\u0430\u0440\u0443 `confusable_with` \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u044f \u0441 \u043d\u0430\u043b\u0438\u0447\u0438\u0435\u043c \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u043b\u0443\u0447\u0430\u044f \u0438 \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e \u043d\u0430\u0448\u043b\u0430 \u0442\u0440\u0438 \u043d\u0435\u043f\u043e\u043a\u0440\u044b\u0442\u044b\u0435 \u043f\u0430\u0440\u044b. \u041f\u0440\u0430\u0432\u0438\u043b\u043e, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u0432\u0448\u0435\u0435 \u0442\u0435\u043a\u0441\u0442\u043e\u043c, \u043d\u0430\u0447\u0430\u043b\u043e \u043b\u043e\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0435.\\n\\n- projects: [\u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f MVP BCREQ](projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md) (issue #580) \u2014 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430 `A-IN \u2192 A-CORE \u2192 A-BCREQ` \u0434\u043b\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u00bb \u0432 \u0444\u043e\u0440\u043c\u0443, \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c\u0443\u044e \u0432 \u0447\u0438\u0441\u0442\u044b\u0439 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439-\u0441\u043f\u0443\u0442\u043d\u0438\u043a \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u041f\u0430\u043a\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0438 (12 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, 10 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 33 \u043d\u0430\u0432\u044b\u043a\u0430 \u0441 \u043e\u0442\u043c\u0435\u0442\u043a\u043e\u0439 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u043d\u043e\u0441\u0442\u0438 \u0441\u0440\u0435\u0437\u0443, 4 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u0444\u0438\u043b\u044f, 8 \u0441\u043c\u0435\u0436\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432 \u0434\u043e\u043c\u0435\u043d\u0430 \u0441 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u044f); \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b `C-IN`, `C-CORE`, `C-CL`, `C-OUT`, `C-RK` \u043a\u0430\u043a JSON Schema; [\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 `RG-BCREQ-v1`](projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u0438\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0443\u0437\u043b\u043e\u0432 \u0441 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u043c \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0435\u0431\u0440\u0435 \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u043e\u0439 \u0433\u0435\u0439\u0442\u043e\u0432 fail-closed; \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c `SKILL.md` \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 \u0441\u0440\u0435\u0434\u044b `name` \u0438 `description` (`SK-0`, `SK-8`) \u0438 \u0448\u0435\u0441\u0442\u044c\u044e \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u043c\u0438 \u0425\u0430\u0431\u0430; \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 Golden Set \u0438\u0437 \u0434\u0432\u0443\u0445 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u2014 \u043a\u0440\u043e\u0441\u0441-\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u00ab\u0412\u0445\u043e\u0434\u044f\u0449\u0438\u0435\u00bb \u043f\u0440\u043e\u0442\u0438\u0432 \u00ab\u0418\u041e\u00bb, \u0433\u0434\u0435 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f **\u043e\u0442\u043a\u0430\u0437 \u0443\u0437\u043b\u0430**, \u0430 \u043d\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442; \u043c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438 `MP-1`\u2026`MP-6` \u0441 \u0444\u043e\u0440\u043c\u0443\u043b\u0430\u043c\u0438; \u0447\u0435\u043a-\u043b\u0438\u0441\u0442\u044b \u0433\u0435\u0439\u0442\u043e\u0432, \u0440\u0430\u0437\u0432\u0435\u0434\u0451\u043d\u043d\u044b\u0435 \u043f\u043e \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0443 \u00ab\u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u0430\u00bb. \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 `G-mach` \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u0441\u043a\u0440\u0438\u043f\u0442 [`validate-package.py`](projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/validate-package.py) \u0438 \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 CI \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0432\u043e\u0441\u0435\u043c\u044c\u044e \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438 [`test-execution-package.sh`](tools/test-execution-package.sh), \u043a\u0430\u0436\u0434\u0430\u044f \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043b\u043e\u043c\u0430\u0435\u0442 \u043e\u0434\u043d\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u043a\u0430\u0437\u0430: \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442, \u0433\u0435\u0439\u0442\u043e\u043c \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f (`M-2`). \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043e\u0442 \u0425\u0430\u0431\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e: \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0425\u0430\u0431\u0430 \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u043c \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438. \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432 [\u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438](projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml); \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0437\u0430\u0434\u0430\u0447\u0438 B-179\u2026B-188 (\u0421\u043f\u0440\u0438\u043d\u0442 20). \u041d\u043e\u043c\u0435\u0440 20 \u0438 \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d `B-179`\u2026`B-188`, \u0430 \u043d\u0435 19 \u0438 `B-169`\u2026`B-178`: \u043f\u0440\u0438 \u0441\u043b\u0438\u044f\u043d\u0438\u0438 \u0441 `main` \u043d\u043e\u043c\u0435\u0440 19 \u0438 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u044b `B-169`\u2026`B-174` \u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u0437\u0430\u043d\u044f\u0442\u044b \u0441\u043f\u0440\u0438\u043d\u0442\u043e\u043c \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 MVP \u043f\u043e issue [#583](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/583), \u0438 \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0430\u043d\u044f\u0442\u043e\u0433\u043e \u0441\u043f\u0440\u0438\u043d\u0442\u0430 \u043f\u043e\u0440\u0432\u0430\u043b\u0430 \u0431\u044b \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c. \u0421\u043f\u0440\u0438\u043d\u0442 19 \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439-\u0441\u043f\u0443\u0442\u043d\u0438\u043a \u043f\u043e \u0448\u0430\u0431\u043b\u043e\u043d\u0443 HTOM, \u0421\u043f\u0440\u0438\u043d\u0442 20 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u0432 \u043d\u0451\u043c \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 `B-179` \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 `B-170`.\\n- analysis: [\u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f `ai-rules/` \u0438 `ai-governance/` \u0432 \u0435\u0434\u0438\u043d\u044b\u0439 `ai/`: options analysis](docs/analysis/2026-09-15-ai-directories-consolidation-analysis.md) (issue #579, Creative) \u2014 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u0430\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u044f \u0434\u0432\u0443\u0445 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 `ai-*` \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: **\u043f\u043e\u0434\u0445\u043e\u0434 \u0410, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u0442\u044c**. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u2014 \u043f\u0440\u043e\u0441\u0442\u043e\u0442\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0432 `templates/htom/` \u2014 \u0438\u0437\u043c\u0435\u0440\u0435\u043d \u043f\u043e \u043a\u043e\u0434\u0443 \u0433\u0435\u043d\u043e\u043c\u0430 \u0438 \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0449\u0438\u043c \u043e\u0442 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0438 \u043a\u043e\u0440\u043d\u044f \u0425\u0430\u0431\u0430: HTOM-\u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043d\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 `ai-*` \u0432\u043e\u043e\u0431\u0449\u0435 (\u0433\u0435\u043d\u043e\u043c \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0442\u0440\u0438 \u043f\u043b\u043e\u0441\u043a\u0438\u0445 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0435\u0433\u043e \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0447\u0435\u0440\u0435\u0437 `resolve_one_of` \u0443\u0436\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0442\u0440\u0438 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0438, \u043d\u0438 \u043e\u0434\u0438\u043d `ai-*` \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043d\u0435 \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 `required_directories`, \u0441\u0432\u044f\u0437\u044c \u0441 \u0425\u0430\u0431\u043e\u043c \u2014 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 URL). \u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043d\u0435 \u0443\u043f\u0440\u043e\u0441\u0442\u0438\u043b\u0430 \u0431\u044b \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435, \u0430 \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0431\u044b \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u0443\u044e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u043c\u0443\u044e \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0443. \u0412\u044b\u0433\u043e\u0434\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 \u043a\u0430\u043a \u043c\u0438\u043d\u0443\u0441 \u043e\u0434\u043d\u0430 \u0437\u0430\u043f\u0438\u0441\u044c \u043a\u043e\u0440\u043d\u044f \u0438\u0437 26 (~4 %); \u0446\u0435\u043d\u0430 \u2014 658 \u0432\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u043f\u0443\u0442\u0438 \u0432 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445, \u0438\u0437 \u043d\u0438\u0445 229 \u0432 20 \u0438\u043c\u043c\u0443\u0442\u0430\u0431\u0435\u043b\u044c\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430\u0445 `docs/adr/` \u0438 `docs/rfc/`, \u0440\u0430\u0441\u0445\u043e\u0434 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 `path_migrations` \u0438 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u043e\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 `AGENTS.md` \u0432\u043e \u0432\u0441\u0435\u0445 \u0441\u043f\u0438\u0446\u0430\u0445, \u0433\u0434\u0435 \u0438\u043c\u044f `ai-rules/` \u0441\u0442\u043e\u0438\u0442 \u0432 general-\u0441\u0435\u043a\u0446\u0438\u044f\u0445 `` \u0438 ``, \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0432 \u0441\u043f\u0438\u0446\u044b \u0431\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 (ADR-012). \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0445\u043e\u0434 \u0411 \u0434\u0430\u0451\u0442 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441: \u043f\u043e\u0434\u043d\u0438\u043c\u0430\u0435\u0442 `skills/` \u0438 `commands/` \u0438\u0437 \u043f\u043e\u0434\u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0433\u0435\u043d\u0442\u0441\u043a\u0438\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 (`ai-rules/skills/`, `ai-rules/commands/`) \u0432 \u0431\u0440\u0430\u0442\u044c\u044f `rules/` \u0432\u043e\u043f\u0440\u0435\u043a\u0438 ADR-016 \u0438 \u0443\u0442\u0430\u043f\u043b\u0438\u0432\u0430\u0435\u0442 \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u2194 \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u043a\u043e\u0442\u043e\u0440\u0443\u044e ADR-007 \u0432\u0432\u0451\u043b \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043a\u043e\u0440\u043d\u044f \u0438\u043c\u0435\u043d\u043d\u043e \u043a\u0430\u043a \u0437\u0430\u0449\u0438\u0442\u0443 \u043e\u0442 \u0441\u0445\u043b\u043e\u043f\u044b\u0432\u0430\u043d\u0438\u044f \u0432 \u043e\u0434\u0438\u043d bucket. \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043d \u043d\u0435\u0439\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u043c: \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u0430 (`AGENTS.md`), \u0430 \u043d\u0435 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u043d\u044b\u0435 \u0434\u043e\u043c\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432. ADR-007 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435 \u0438 \u043d\u0435 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f `superseded`; \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0442\u0440\u0438 \u0442\u0440\u0438\u0433\u0433\u0435\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430.\\n\\n- research: \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 [\u0413\u0440\u0430\u043d\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0432\u044b\u043a\u0430 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430](research/ba-requirements/2026-09-10-skill-granularity-format-facts.md) \u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c [`measure-skill-format.py`](research/ba-requirements/exp/ba-process-taxonomy-571/measure-skill-format.py) (issue #571, [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572)) \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u0432\u0443\u0445 \u0433\u0438\u043f\u043e\u0442\u0435\u0437 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432\u043c\u0435\u0441\u0442\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435\u043c. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0441\u0440\u0435\u0434\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0430 \u0444\u0430\u043a\u0442\u0430\u043c\u0438 `GC-25`\u2013`GC-28`: \u043d\u0430\u0432\u044b\u043a \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u0447\u0435\u0440\u0435\u0437 **\u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b**, \u0430 \u043d\u0435 \u0447\u0435\u0440\u0435\u0437 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438, \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0444\u043e\u0440\u043c\u044b (\u043a\u043e\u0440\u043e\u0442\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u2014 \u043c\u0435\u0441\u0442\u043e \u0432 `AGENTS.md`) \u0438 \u0432\u0435\u0440\u0445\u043d\u044f\u044f (\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430 \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u2014 \u0430\u0433\u0435\u043d\u0442). \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 0.2 \u00ab\u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\u00bb \u043e\u043f\u043e\u0440\u044b \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u044b \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0438 \u0431\u044b\u043b\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0425\u0430\u0431\u0430, \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b. \u0417\u0430\u043c\u0435\u0440 24 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u0430 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u043b\u0438 **\u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430**, \u0430 \u043d\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044e: \u0442\u043e\u0447\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u0435\u043b\u0438\u0442 \u043a\u043e\u0440\u043f\u0443\u0441 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f (`stepwise` 10 \u0438\u0437 10, `oneshot` 0 \u0438\u0437 9, `legacy` 0 \u0438\u0437 5), \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u0447\u0438\u0441\u043b\u043e \u0448\u0430\u0433\u043e\u0432 \u043d\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u2014 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0435\u0441\u0442\u044c \u0443 9 \u0438\u0437 9 `oneshot`-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0430\u0432\u0435\u043d\u0441\u0442\u0432\u043e \u00ab`oneshot` = \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u00bb \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e. \u0412 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 `L3` \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043d\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e (2\u20137 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043d\u0430 \u043d\u0430\u0432\u044b\u043a), \u043d\u043e 21 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\u0437 31 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0442\u0440\u0435\u043c\u044f \u0438 \u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u2014 \u043e\u0442\u0431\u043e\u0440 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u043e\u0432 \u043d\u0430 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0443 \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 `B-163`.\\n- adr: [ADR-016: \u041d\u0430\u0432\u044b\u043a \u2014 \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u2014 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e](docs/adr/2026-09-adr-016-skill-form-and-contract-format.md) (issue #571, `proposed`) \u2014 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SF-1`\u2026`SF-7`: \u043d\u0430\u0432\u044b\u043a \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0438 \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 **\u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0443\u0437\u0435\u043b** \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e; \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0444\u043e\u0440\u043c\u044b \u0437\u0430\u0434\u0430\u043d\u044b \u0441\u0440\u0435\u0434\u043e\u0439 (`SF-3`, `SF-4`); \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f `interaction` (`dialog` \\\\| `single-pass`) \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u0440\u043e\u043c. \u0414\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0438\u043c\u0451\u043d `stepwise`/`oneshot`/`legacy` \u043a\u0430\u043a **\u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438** \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435 (ADR-013): ADR-016 \u043d\u0435 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0440\u0435\u0436\u0438\u043c\u044b, \u0430 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u0442\u0443 \u043e\u0441\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043e\u043d\u0438 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u043b\u0438 \u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e. \u0423\u0442\u043e\u0447\u043d\u044f\u0435\u0442 ADR-015, \u0437\u0430\u043c\u0435\u043d\u044f\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u043e `SB-1`.\\n\\n81:| `/docs/ba-meta-model-overview.md` | \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f | \u2014 | \u0427\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u043e\u0431\u0437\u043e\u0440 \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0434\u043b\u044f stakeholder alignment: \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 prompt-only \u043f\u043e\u0434\u0445\u043e\u0434\u0430, \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u043e BCREQ, GigaCode mapping, Evidence Map \u0438 \u043f\u0435\u0440\u0432\u044b\u0439 MVP. | \u2705 \u0414\u0430 | `projects/ba-ai-process/ba-meta-model/`, `docs/adr/2026-09-adr-013-run-modes-deprecation.md`, `docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md`, `tools/test-ba-meta-model-overview.sh` |\\n106:| `/docs/adr/2026-09-adr-013-run-modes-deprecation.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u0434\u043b\u044f issue #563: \u0440\u0435\u0436\u0438\u043c\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430 `stepwise`, `oneshot`, `legacy` \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u0432 `deprecated` \u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u044e\u0442\u0441\u044f \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0445\u0435\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u044e\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 (\u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 0.077), \u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e \u0440\u0435\u0436\u0438\u043c\u0443 \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f. \u0418\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043f\u0430\u0440\u0430 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f + \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u00bb; \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043d\u0435 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u2014 \u043e\u043d\u0438 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `projects/ba-ai-process/ba-meta-model/20-taxonomy.md` |\\n108:| `/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u0434\u043b\u044f issue #571: \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0411\u0410 \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0441\u044f \u0442\u043e\u0447\u0435\u0447\u043d\u043e. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 `TX-1`\u2026`TX-7`: `L0`/`L1` \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u044e\u0442\u0441\u044f \u0438\u0437 BABOK v3 \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f, `L2`/`L3` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0434\u0435\u043b\u044c\u0442\u043e\u0439 \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0441 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f, \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u2014 \u0441\u043c\u0435\u043d\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043a\u043b\u0430\u0441\u0441 \u0432\u044b\u0445\u043e\u0434\u0430 (\u0441\u043a\u043b\u0435\u0439\u043a\u0430 \u00ab\u0424\u0422/\u0422\u0417\u00bb \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u0430), \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430 \u0438 \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0432\u0441\u0451 \u0432\u0435\u0442\u0432\u044f\u0449\u0435\u0435\u0441\u044f \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0432\u043e\u0441\u0435\u043c\u044c \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 `D1`\u2026`D8` \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0430\u0445 `8cbf82a` \u0438 `15aa76f`. \u041f\u0440\u0435\u0436\u043d\u0438\u0435 \u0434\u0435\u0432\u044f\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0434\u0435\u043f\u0440\u0435\u043a\u0438\u0440\u0443\u044e\u0442\u0441\u044f, \u043d\u043e \u043d\u0435 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `projects/ba-ai-process/ba-meta-model/process-taxonomy/`, `projects/ba-ai-process/ba-meta-model/operation-taxonomy/`, `research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md` |\\n109:| `/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u043f\u043e [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572): \u043d\u0430\u0432\u044b\u043a \u2014 **\u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438** \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u0441\u0440\u0435\u0434\u0443, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 `SF-1`\u2026`SF-7`: \u043d\u0430\u0432\u044b\u043a \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0443\u0437\u0435\u043b \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e; \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0444\u043e\u0440\u043c\u044b \u2014 `AGENTS.md` (`GC-26`), \u0432\u0435\u0440\u0445\u043d\u044f\u044f \u2014 \u0430\u0433\u0435\u043d\u0442 \u0441 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 (`GC-28`); \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f `interaction` (`dialog` \\\\| `single-pass`) **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f** \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f; \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0438\u043c\u0451\u043d \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 (ADR-013) \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0442\u043e\u0447\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0434\u0435\u043b\u0438\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f (`stepwise` 10/10, `oneshot` 0/9), \u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab`oneshot` \u21d2 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\u00bb \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e (9/9 `oneshot` \u0438\u043c\u0435\u044e\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c). \u0423\u0442\u043e\u0447\u043d\u044f\u0435\u0442 ADR-015 (\u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 `SB-1`), \u0434\u043e\u043f\u043e\u043b\u043d\u044f\u0435\u0442 ADR-013. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `research/ba-requirements/2026-09-10-skill-granularity-format-facts.md`, `projects/ba-ai-process/ba-meta-model/process-taxonomy/10-theory.md` |\\n111:| `/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | Accepted ADR \u0434\u043b\u044f issues [#595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595) \u0438 [#599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599): \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 `Source \u2192 Distribution \u2192 Runtime \u2192 Feedback`, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process) \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0438 rationale, \u0447\u0438\u0441\u0442\u044b\u0435 `execution-package-` \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e allowlist \u0441 provenance, \u0430 runtime [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli) \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u0435\u043d \u043e\u0442 Source. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0432 project-scoped `decisions/`; \u043f\u0435\u0440\u0432\u0430\u044f \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f \u0432\u044b\u0434\u0435\u043b\u044f\u0435\u0442 `dist/`, `tests/` \u0438 `experiments/`. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430, \u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 `ba-meta-model` \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 `scope: mango-only` \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0432\u043e \u0432\u0442\u043e\u0440\u043e\u0439 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0438\u043b\u0438 \u0434\u043e\u043c\u0435\u043d\u0435. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | [\u0442\u0435\u043a\u0443\u0449\u0438\u0439 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process), [Research Mango](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/mango), [AI Education](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ai-education), [\u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 backlog](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md), [ADR Structure Standard](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/adr-structure-standard.md) |\\necb1d94 Merge pull request #641 from G-Ivan-A/issue-638-dea7773c503b\\neda9cac ops(backlog): renumber GigaCode guide items to B-219..B-222 in sprint 27 after merging main (#638)\\n CHANGELOG.md | 2 +-\\n 1 file changed, 1 insertion(+), 1 deletion(-)\\n1317162 ci: execute GigaCode BA guides on Windows PowerShell 5.1 and 7 (#638)\\n CHANGELOG.md | 2 +-\\n 1 file changed, 1 insertion(+), 1 deletion(-)\\n54a17a3 docs(changelog): note GigaCode guide cluster (#638)\\n CHANGELOG.md | 1 +\\n 1 file changed, 1 insertion(+)\\n397afed docs(education): explain Cline MCP and validation boundaries\\n ops/artifact-map.md | 5 +++--\\n 1 file changed, 3 insertions(+), 2 deletions(-)\",\n[2026-09-29T07:59:55.471Z] [INFO]         \"is_error\": false\n[2026-09-29T07:59:55.471Z] [INFO]       }\n[2026-09-29T07:59:55.471Z] [INFO]     ]\n[2026-09-29T07:59:55.471Z] [INFO]   },\n[2026-09-29T07:59:55.471Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:55.471Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:55.471Z] [INFO]   \"uuid\": \"301d85be-6a8e-46f9-8389-d9beacf6b757\",\n[2026-09-29T07:59:55.471Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:55.430Z\",\n[2026-09-29T07:59:55.471Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:59:55.471Z] [INFO]     \"stdout\": \"---\\nstatus: canonical\\nversion: 2.11\\nupdated: 2026-09-28\\ntemperature: 0.1\\n---\\n\\n# Changelog\\n\\nAll notable repository governance changes are documented here.\\n\\n## Unreleased\\n\\n### Added\\n\\n- projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f GigaCode-\u043f\u0430\u043a\u0435\u0442\u0430 `junior-guide.md` \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439](projects/ba-ai-process/dist/execution-package-gigacode-cli/docs/guides/README.md) \u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443 Cline-\u043f\u0430\u043a\u0435\u0442\u0430 (issue [#638](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/638)): \u043e\u0431\u0437\u043e\u0440 \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 GigaCode CLI, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435\u043c Python \u0432\u043d\u0435 \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0431\u0430\u0437\u043e\u0439 \u0437\u043d\u0430\u043d\u0438\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 `docs/kb/`, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d `TASK-0001` \u0441 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c A-IN, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0441 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435\u043c Working \u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u043f\u043e \u0432\u0441\u0435\u043c \u0443\u0437\u043b\u0430\u043c `RG-BCREQ-v1` \u0441\u043e \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u043e\u0439 \u0444\u0440\u0430\u0437\u043e\u0439, \u0442\u0430\u0431\u043b\u0438\u0446\u0435\u0439 \u0443\u0437\u043b\u043e\u0432 \u0438 \u043e\u0442\u043a\u0430\u0437\u0430\u043c\u0438 runner. \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e Windows 10/11 (x64): \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, `README.md`, `AGENTS.md` \u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 PowerShell, \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0441 BOM, \u043a\u043b\u043e\u043d \u0441 `core.autocrlf` \u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `.git` \u0431\u043e\u043b\u044c\u0448\u0435 \u043d\u0435 \u043b\u043e\u043c\u0430\u044e\u0442 `G-mach`. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-2\u2026\u041e-10 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-219\u2026B-221; \u043d\u043e\u0432\u044b\u0439 `test_guides.py` \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0431\u043b\u043e\u043a\u0438 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u0432 Windows PowerShell 5.1 \u0438 PowerShell 7 (CI-\u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides`), \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0432\u0441\u0435\u0445 \u0431\u043b\u043e\u043a\u043e\u0432, \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n- projects: [\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0430\u043d\u0430 \u043f\u043e\u0434 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 BCREQ (issue [#636](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/636)): \u0441\u0442\u0430\u0440\u0442 \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435 \u043d\u0430 Jira \u0438\u043b\u0438 \u0442\u0435\u043a\u0441\u0442\u0443 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0443\u044e \u0444\u0440\u0430\u0437\u0443 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 Plan, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d, \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u0438 \u0431\u043b\u043e\u043a\u0438 \u00ab\u0413\u0434\u0435 / \u041a\u043e\u043c\u0430\u043d\u0434\u0430 / \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 / \u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435\u00bb, \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u0441 \u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u043c\u043e\u0434\u0435\u043b\u0438 (\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0430\u0433\u0435\u043d\u0442\u0430, \u043d\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, hooks \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043d\u0430 Windows, \u043d\u0435\u0442 skills \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0442\u043b\u0430\u0434\u043a\u0438) \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-1\u2026\u041e-5 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-198\u2026B-202; \u0442\u0435\u0441\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f.\\n- projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0435\u0433\u043e \u0411\u0410 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) (issue [#628](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/628)): \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0431\u0435\u0437 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0437\u0430\u0434\u0430\u0447, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 KB \u0438\u0437 `mango-ba-ai-runtime/docs/kb`, \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0441 \u0440\u0430\u0437\u0431\u043e\u0440\u043e\u043c trace, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0438 \u043f\u0430\u043f\u043e\u043a, \u043f\u0440\u0438\u043c\u0435\u0440 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0445 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0439. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 Windows 10/11 x64; \u043f\u0430\u043a\u0435\u0442 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d \u0438\u0437 Source.\\n- projects: \u043f\u0440\u0438\u043d\u044f\u0442\u0430 [ADR-017 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 `ba-ai-process`: Source, Distribution \u0438 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u043f\u0435\u0440\u0432\u0430\u044f \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f (issues [#595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595), [#599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599)). Source \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d \u0432 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process); project-scoped ADR \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u043d \u0432 `decisions/`, tests \u0438 experiments \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0430 GigaCode CLI Distribution \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 `dist/`. Package manifest \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 Source revision, adapter, allowlist \u0438 SHA-256 immutable-\u0432\u044b\u0445\u043e\u0434\u043e\u0432; negative gate \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442 RRP, ADR/RFC, backlog \u0438 \u043f\u0440\u043e\u0447\u0438\u0439 Source rationale. \u0412\u043d\u0435\u0448\u043d\u0435\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0438 runtime smoke test \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 B-179.\\n- projects: [\u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0441 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0435\u0439](docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md) (issue #587) \u2014 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f issue #577 \u043f\u043e \u043f\u0443\u043d\u043a\u0442\u0430\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430. \u0412\u0435\u0440\u0434\u0438\u043a\u0442 `conditional`: \u043f\u043e\u0440\u043e\u0433 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0431\u043e\u043b\u0435\u0435 80% \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430) \u043d\u0435 \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0435\u0438\u043d\u0436\u0438\u043d\u0438\u0440\u0438\u043d\u0433 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f, \u0444\u043e\u0440\u043c\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u0434\u043e\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0442\u043e\u0447\u0435\u0447\u043d\u0430\u044f. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u2014 [`exp/ba-meta-model-cross-check-587/`](research/ba-requirements/exp/ba-meta-model-cross-check-587/README.md): \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u043a\u0435\u043b\u0435\u0442\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 (\u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437 \u0447\u0435\u0442\u044b\u0440\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443), \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a `research/ai-education` \u2014 \u0434\u0432\u0430 \u043c\u043e\u0434\u0443\u043b\u044f \u0438\u0437 \u0434\u0435\u0441\u044f\u0442\u0438, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 `C-IN`/`C-OUT` \u2014 \u043d\u0430 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430\u0445, \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 1059 \u0438 975. \u0412\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 **\u0431\u0435\u0437** \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u043d\u0435\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u044d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0439 \u0437\u0430\u043f\u0440\u0435\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0438 \u0432\u043c\u0435\u0441\u0442\u043e \u0441\u0432\u0435\u0440\u043a\u0438 \u00ab\u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0441\u044f \u043b\u0438 \u0442\u043e\u0442 \u0436\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u00bb \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e, \u0433\u0434\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043e \u043b\u0438 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n- projects: [\u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432](projects/ba-ai-process/ba-meta-model/20-taxonomy.md) `ST-1-ATTACHED`, `ST-2-CORPUS`, `ST-3-PRODUCT-DOC`, `ST-4-HUMAN` \u0441 \u0444\u043e\u0440\u043c\u0430\u043c\u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 `EF-INLINE`/`EF-QUOTE`, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u043e\u043c \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f, \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u0438 `SR-1`\u2026`SR-6` \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438. \u0417\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442: \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `GT-5` \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b \u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043d\u043e \u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u043b, \u0433\u0434\u0435 \u0430\u0433\u0435\u043d\u0442 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0449\u0435\u0442, \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u043b\u0441\u044f \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 \u043e \u0444\u0430\u043a\u0442\u0435, \u043b\u0435\u0436\u0430\u0449\u0435\u043c \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u0440\u043e\u0433\u043e\u043d [`runs/bcreq-1059-routed/`](research/ba-requirements/exp/ba-meta-model-cross-check-587/README.md) \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u044d\u0444\u0444\u0435\u043a\u0442 \u043d\u0430 \u0442\u043e\u043c \u0436\u0435 \u0432\u0445\u043e\u0434\u0435: \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u043a\u043e\u0440\u043f\u0443\u0441\u0430, `S-SCOPE` \u0438 `S-SETTINGS` \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f, \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432 \u043d\u0435 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f. \u0421\u0435\u043c\u0438\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438\u0437 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 **\u0441\u0443\u0436\u0435\u043d** \u0434\u043e \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u043e, \u0442\u0440\u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u0432 `out_of_slice` \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u2014 \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u0442\u043a\u0430 \u043d\u0435\u043e\u0442\u043b\u0438\u0447\u0438\u043c\u0430 \u043e\u0442 \u0437\u0430\u0431\u044b\u0442\u043e\u0439.\\n- projects: \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f `V-CONTRACT` (\u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430) \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0430 \u043a `V-BIZ`, `V-APPROVE`, `V-DEV` **\u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f** \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445, \u043f\u043e\u043b\u0435 `projection` \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u043e \u0432 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 `C-OUT`. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439 \u0431\u044b\u043b \u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0432\u0435\u0442\u043a\u043e\u0439: \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b, \u043d\u043e \u043d\u0438 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0445 \u043d\u0435 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u043b. `V-CONTRACT` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 `S-FR` \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c\u00bb, \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u043f\u043e \u0447\u0435\u0442\u044b\u0440\u0451\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c (\u0447\u0442\u043e, \u043a\u0442\u043e, \u0433\u0434\u0435, \u043a\u043e\u0433\u0434\u0430) \u0438 \u043f\u0443\u0441\u0442\u043e\u0433\u043e `S-OPEN`.\\n- projects: \u0422\u0440\u0438 \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u044d\u0442\u0430\u043b\u043e\u043d\u0430 Golden Set (\u043e\u0447\u0435\u0440\u0435\u0434\u044c \u043f\u0440\u043e\u0442\u0438\u0432 \u0433\u0440\u0443\u043f\u043f\u044b, `SLA` \u043f\u0440\u043e\u0442\u0438\u0432 `AHT`, `IVR` \u043f\u0440\u043e\u0442\u0438\u0432 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u0430) \u2014 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e `EP-G7` \u0441\u0442\u0430\u043b\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 `validate-package.py` \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043f\u0430\u0440\u0443 `confusable_with` \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u044f \u0441 \u043d\u0430\u043b\u0438\u0447\u0438\u0435\u043c \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u043b\u0443\u0447\u0430\u044f \u0438 \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e \u043d\u0430\u0448\u043b\u0430 \u0442\u0440\u0438 \u043d\u0435\u043f\u043e\u043a\u0440\u044b\u0442\u044b\u0435 \u043f\u0430\u0440\u044b. \u041f\u0440\u0430\u0432\u0438\u043b\u043e, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u0432\u0448\u0435\u0435 \u0442\u0435\u043a\u0441\u0442\u043e\u043c, \u043d\u0430\u0447\u0430\u043b\u043e \u043b\u043e\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0435.\\n\\n- projects: [\u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f MVP BCREQ](projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md) (issue #580) \u2014 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430 `A-IN \u2192 A-CORE \u2192 A-BCREQ` \u0434\u043b\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u00bb \u0432 \u0444\u043e\u0440\u043c\u0443, \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c\u0443\u044e \u0432 \u0447\u0438\u0441\u0442\u044b\u0439 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439-\u0441\u043f\u0443\u0442\u043d\u0438\u043a \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u041f\u0430\u043a\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0438 (12 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, 10 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 33 \u043d\u0430\u0432\u044b\u043a\u0430 \u0441 \u043e\u0442\u043c\u0435\u0442\u043a\u043e\u0439 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u043d\u043e\u0441\u0442\u0438 \u0441\u0440\u0435\u0437\u0443, 4 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u0444\u0438\u043b\u044f, 8 \u0441\u043c\u0435\u0436\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432 \u0434\u043e\u043c\u0435\u043d\u0430 \u0441 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u044f); \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b `C-IN`, `C-CORE`, `C-CL`, `C-OUT`, `C-RK` \u043a\u0430\u043a JSON Schema; [\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 `RG-BCREQ-v1`](projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u0438\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0443\u0437\u043b\u043e\u0432 \u0441 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u043c \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0435\u0431\u0440\u0435 \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u043e\u0439 \u0433\u0435\u0439\u0442\u043e\u0432 fail-closed; \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c `SKILL.md` \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 \u0441\u0440\u0435\u0434\u044b `name` \u0438 `description` (`SK-0`, `SK-8`) \u0438 \u0448\u0435\u0441\u0442\u044c\u044e \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u043c\u0438 \u0425\u0430\u0431\u0430; \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 Golden Set \u0438\u0437 \u0434\u0432\u0443\u0445 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u2014 \u043a\u0440\u043e\u0441\u0441-\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u00ab\u0412\u0445\u043e\u0434\u044f\u0449\u0438\u0435\u00bb \u043f\u0440\u043e\u0442\u0438\u0432 \u00ab\u0418\u041e\u00bb, \u0433\u0434\u0435 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f **\u043e\u0442\u043a\u0430\u0437 \u0443\u0437\u043b\u0430**, \u0430 \u043d\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442; \u043c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438 `MP-1`\u2026`MP-6` \u0441 \u0444\u043e\u0440\u043c\u0443\u043b\u0430\u043c\u0438; \u0447\u0435\u043a-\u043b\u0438\u0441\u0442\u044b \u0433\u0435\u0439\u0442\u043e\u0432, \u0440\u0430\u0437\u0432\u0435\u0434\u0451\u043d\u043d\u044b\u0435 \u043f\u043e \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0443 \u00ab\u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u0430\u00bb. \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 `G-mach` \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u0441\u043a\u0440\u0438\u043f\u0442 [`validate-package.py`](projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/validate-package.py) \u0438 \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 CI \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0432\u043e\u0441\u0435\u043c\u044c\u044e \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438 [`test-execution-package.sh`](tools/test-execution-package.sh), \u043a\u0430\u0436\u0434\u0430\u044f \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043b\u043e\u043c\u0430\u0435\u0442 \u043e\u0434\u043d\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u043a\u0430\u0437\u0430: \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442, \u0433\u0435\u0439\u0442\u043e\u043c \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f (`M-2`). \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043e\u0442 \u0425\u0430\u0431\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e: \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0425\u0430\u0431\u0430 \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u043c \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438. \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432 [\u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438](projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml); \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0437\u0430\u0434\u0430\u0447\u0438 B-179\u2026B-188 (\u0421\u043f\u0440\u0438\u043d\u0442 20). \u041d\u043e\u043c\u0435\u0440 20 \u0438 \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d `B-179`\u2026`B-188`, \u0430 \u043d\u0435 19 \u0438 `B-169`\u2026`B-178`: \u043f\u0440\u0438 \u0441\u043b\u0438\u044f\u043d\u0438\u0438 \u0441 `main` \u043d\u043e\u043c\u0435\u0440 19 \u0438 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u044b `B-169`\u2026`B-174` \u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u0437\u0430\u043d\u044f\u0442\u044b \u0441\u043f\u0440\u0438\u043d\u0442\u043e\u043c \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 MVP \u043f\u043e issue [#583](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/583), \u0438 \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0430\u043d\u044f\u0442\u043e\u0433\u043e \u0441\u043f\u0440\u0438\u043d\u0442\u0430 \u043f\u043e\u0440\u0432\u0430\u043b\u0430 \u0431\u044b \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c. \u0421\u043f\u0440\u0438\u043d\u0442 19 \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439-\u0441\u043f\u0443\u0442\u043d\u0438\u043a \u043f\u043e \u0448\u0430\u0431\u043b\u043e\u043d\u0443 HTOM, \u0421\u043f\u0440\u0438\u043d\u0442 20 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u0432 \u043d\u0451\u043c \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 `B-179` \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 `B-170`.\\n- analysis: [\u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f `ai-rules/` \u0438 `ai-governance/` \u0432 \u0435\u0434\u0438\u043d\u044b\u0439 `ai/`: options analysis](docs/analysis/2026-09-15-ai-directories-consolidation-analysis.md) (issue #579, Creative) \u2014 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u0430\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u044f \u0434\u0432\u0443\u0445 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 `ai-*` \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: **\u043f\u043e\u0434\u0445\u043e\u0434 \u0410, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u0442\u044c**. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u2014 \u043f\u0440\u043e\u0441\u0442\u043e\u0442\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0432 `templates/htom/` \u2014 \u0438\u0437\u043c\u0435\u0440\u0435\u043d \u043f\u043e \u043a\u043e\u0434\u0443 \u0433\u0435\u043d\u043e\u043c\u0430 \u0438 \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0449\u0438\u043c \u043e\u0442 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0438 \u043a\u043e\u0440\u043d\u044f \u0425\u0430\u0431\u0430: HTOM-\u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043d\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 `ai-*` \u0432\u043e\u043e\u0431\u0449\u0435 (\u0433\u0435\u043d\u043e\u043c \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0442\u0440\u0438 \u043f\u043b\u043e\u0441\u043a\u0438\u0445 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0435\u0433\u043e \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0447\u0435\u0440\u0435\u0437 `resolve_one_of` \u0443\u0436\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0442\u0440\u0438 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0438, \u043d\u0438 \u043e\u0434\u0438\u043d `ai-*` \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043d\u0435 \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 `required_directories`, \u0441\u0432\u044f\u0437\u044c \u0441 \u0425\u0430\u0431\u043e\u043c \u2014 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 URL). \u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043d\u0435 \u0443\u043f\u0440\u043e\u0441\u0442\u0438\u043b\u0430 \u0431\u044b \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435, \u0430 \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0431\u044b \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u0443\u044e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u043c\u0443\u044e \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0443. \u0412\u044b\u0433\u043e\u0434\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 \u043a\u0430\u043a \u043c\u0438\u043d\u0443\u0441 \u043e\u0434\u043d\u0430 \u0437\u0430\u043f\u0438\u0441\u044c \u043a\u043e\u0440\u043d\u044f \u0438\u0437 26 (~4 %); \u0446\u0435\u043d\u0430 \u2014 658 \u0432\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u043f\u0443\u0442\u0438 \u0432 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445, \u0438\u0437 \u043d\u0438\u0445 229 \u0432 20 \u0438\u043c\u043c\u0443\u0442\u0430\u0431\u0435\u043b\u044c\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430\u0445 `docs/adr/` \u0438 `docs/rfc/`, \u0440\u0430\u0441\u0445\u043e\u0434 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 `path_migrations` \u0438 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u043e\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 `AGENTS.md` \u0432\u043e \u0432\u0441\u0435\u0445 \u0441\u043f\u0438\u0446\u0430\u0445, \u0433\u0434\u0435 \u0438\u043c\u044f `ai-rules/` \u0441\u0442\u043e\u0438\u0442 \u0432 general-\u0441\u0435\u043a\u0446\u0438\u044f\u0445 `` \u0438 ``, \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0432 \u0441\u043f\u0438\u0446\u044b \u0431\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 (ADR-012). \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0445\u043e\u0434 \u0411 \u0434\u0430\u0451\u0442 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441: \u043f\u043e\u0434\u043d\u0438\u043c\u0430\u0435\u0442 `skills/` \u0438 `commands/` \u0438\u0437 \u043f\u043e\u0434\u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0433\u0435\u043d\u0442\u0441\u043a\u0438\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 (`ai-rules/skills/`, `ai-rules/commands/`) \u0432 \u0431\u0440\u0430\u0442\u044c\u044f `rules/` \u0432\u043e\u043f\u0440\u0435\u043a\u0438 ADR-016 \u0438 \u0443\u0442\u0430\u043f\u043b\u0438\u0432\u0430\u0435\u0442 \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u2194 \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u043a\u043e\u0442\u043e\u0440\u0443\u044e ADR-007 \u0432\u0432\u0451\u043b \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043a\u043e\u0440\u043d\u044f \u0438\u043c\u0435\u043d\u043d\u043e \u043a\u0430\u043a \u0437\u0430\u0449\u0438\u0442\u0443 \u043e\u0442 \u0441\u0445\u043b\u043e\u043f\u044b\u0432\u0430\u043d\u0438\u044f \u0432 \u043e\u0434\u0438\u043d bucket. \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043d \u043d\u0435\u0439\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u043c: \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u0430 (`AGENTS.md`), \u0430 \u043d\u0435 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u043d\u044b\u0435 \u0434\u043e\u043c\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432. ADR-007 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435 \u0438 \u043d\u0435 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f `superseded`; \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0442\u0440\u0438 \u0442\u0440\u0438\u0433\u0433\u0435\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430.\\n\\n- research: \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 [\u0413\u0440\u0430\u043d\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0432\u044b\u043a\u0430 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430](research/ba-requirements/2026-09-10-skill-granularity-format-facts.md) \u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c [`measure-skill-format.py`](research/ba-requirements/exp/ba-process-taxonomy-571/measure-skill-format.py) (issue #571, [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572)) \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u0432\u0443\u0445 \u0433\u0438\u043f\u043e\u0442\u0435\u0437 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432\u043c\u0435\u0441\u0442\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435\u043c. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0441\u0440\u0435\u0434\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0430 \u0444\u0430\u043a\u0442\u0430\u043c\u0438 `GC-25`\u2013`GC-28`: \u043d\u0430\u0432\u044b\u043a \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u0447\u0435\u0440\u0435\u0437 **\u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b**, \u0430 \u043d\u0435 \u0447\u0435\u0440\u0435\u0437 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438, \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0444\u043e\u0440\u043c\u044b (\u043a\u043e\u0440\u043e\u0442\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u2014 \u043c\u0435\u0441\u0442\u043e \u0432 `AGENTS.md`) \u0438 \u0432\u0435\u0440\u0445\u043d\u044f\u044f (\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430 \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u2014 \u0430\u0433\u0435\u043d\u0442). \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 0.2 \u00ab\u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\u00bb \u043e\u043f\u043e\u0440\u044b \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u044b \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0438 \u0431\u044b\u043b\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0425\u0430\u0431\u0430, \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b. \u0417\u0430\u043c\u0435\u0440 24 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u0430 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u043b\u0438 **\u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430**, \u0430 \u043d\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044e: \u0442\u043e\u0447\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u0435\u043b\u0438\u0442 \u043a\u043e\u0440\u043f\u0443\u0441 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f (`stepwise` 10 \u0438\u0437 10, `oneshot` 0 \u0438\u0437 9, `legacy` 0 \u0438\u0437 5), \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u0447\u0438\u0441\u043b\u043e \u0448\u0430\u0433\u043e\u0432 \u043d\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u2014 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0435\u0441\u0442\u044c \u0443 9 \u0438\u0437 9 `oneshot`-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0430\u0432\u0435\u043d\u0441\u0442\u0432\u043e \u00ab`oneshot` = \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u00bb \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e. \u0412 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 `L3` \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043d\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e (2\u20137 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043d\u0430 \u043d\u0430\u0432\u044b\u043a), \u043d\u043e 21 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\u0437 31 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0442\u0440\u0435\u043c\u044f \u0438 \u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u2014 \u043e\u0442\u0431\u043e\u0440 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u043e\u0432 \u043d\u0430 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0443 \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 `B-163`.\\n- adr: [ADR-016: \u041d\u0430\u0432\u044b\u043a \u2014 \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u2014 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e](docs/adr/2026-09-adr-016-skill-form-and-contract-format.md) (issue #571, `proposed`) \u2014 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SF-1`\u2026`SF-7`: \u043d\u0430\u0432\u044b\u043a \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0438 \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 **\u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0443\u0437\u0435\u043b** \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e; \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0444\u043e\u0440\u043c\u044b \u0437\u0430\u0434\u0430\u043d\u044b \u0441\u0440\u0435\u0434\u043e\u0439 (`SF-3`, `SF-4`); \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f `interaction` (`dialog` \\\\| `single-pass`) \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u0440\u043e\u043c. \u0414\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0438\u043c\u0451\u043d `stepwise`/`oneshot`/`legacy` \u043a\u0430\u043a **\u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438** \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435 (ADR-013): ADR-016 \u043d\u0435 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0440\u0435\u0436\u0438\u043c\u044b, \u0430 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u0442\u0443 \u043e\u0441\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043e\u043d\u0438 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u043b\u0438 \u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e. \u0423\u0442\u043e\u0447\u043d\u044f\u0435\u0442 ADR-015, \u0437\u0430\u043c\u0435\u043d\u044f\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u043e `SB-1`.\\n\\n81:| `/docs/ba-meta-model-overview.md` | \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f | \u2014 | \u0427\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u043e\u0431\u0437\u043e\u0440 \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0434\u043b\u044f stakeholder alignment: \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 prompt-only \u043f\u043e\u0434\u0445\u043e\u0434\u0430, \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u043e BCREQ, GigaCode mapping, Evidence Map \u0438 \u043f\u0435\u0440\u0432\u044b\u0439 MVP. | \u2705 \u0414\u0430 | `projects/ba-ai-process/ba-meta-model/`, `docs/adr/2026-09-adr-013-run-modes-deprecation.md`, `docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md`, `tools/test-ba-meta-model-overview.sh` |\\n106:| `/docs/adr/2026-09-adr-013-run-modes-deprecation.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u0434\u043b\u044f issue #563: \u0440\u0435\u0436\u0438\u043c\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430 `stepwise`, `oneshot`, `legacy` \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u0432 `deprecated` \u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u044e\u0442\u0441\u044f \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0445\u0435\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u044e\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 (\u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 0.077), \u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e \u0440\u0435\u0436\u0438\u043c\u0443 \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f. \u0418\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043f\u0430\u0440\u0430 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f + \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u00bb; \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043d\u0435 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u2014 \u043e\u043d\u0438 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `projects/ba-ai-process/ba-meta-model/20-taxonomy.md` |\\n108:| `/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u0434\u043b\u044f issue #571: \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0411\u0410 \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0441\u044f \u0442\u043e\u0447\u0435\u0447\u043d\u043e. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 `TX-1`\u2026`TX-7`: `L0`/`L1` \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u044e\u0442\u0441\u044f \u0438\u0437 BABOK v3 \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f, `L2`/`L3` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0434\u0435\u043b\u044c\u0442\u043e\u0439 \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0441 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f, \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u2014 \u0441\u043c\u0435\u043d\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043a\u043b\u0430\u0441\u0441 \u0432\u044b\u0445\u043e\u0434\u0430 (\u0441\u043a\u043b\u0435\u0439\u043a\u0430 \u00ab\u0424\u0422/\u0422\u0417\u00bb \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u0430), \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430 \u0438 \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0432\u0441\u0451 \u0432\u0435\u0442\u0432\u044f\u0449\u0435\u0435\u0441\u044f \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0432\u043e\u0441\u0435\u043c\u044c \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 `D1`\u2026`D8` \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0430\u0445 `8cbf82a` \u0438 `15aa76f`. \u041f\u0440\u0435\u0436\u043d\u0438\u0435 \u0434\u0435\u0432\u044f\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0434\u0435\u043f\u0440\u0435\u043a\u0438\u0440\u0443\u044e\u0442\u0441\u044f, \u043d\u043e \u043d\u0435 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `projects/ba-ai-process/ba-meta-model/process-taxonomy/`, `projects/ba-ai-process/ba-meta-model/operation-taxonomy/`, `research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md` |\\n109:| `/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u043f\u043e [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572): \u043d\u0430\u0432\u044b\u043a \u2014 **\u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438** \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u0441\u0440\u0435\u0434\u0443, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 `SF-1`\u2026`SF-7`: \u043d\u0430\u0432\u044b\u043a \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0443\u0437\u0435\u043b \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e; \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0444\u043e\u0440\u043c\u044b \u2014 `AGENTS.md` (`GC-26`), \u0432\u0435\u0440\u0445\u043d\u044f\u044f \u2014 \u0430\u0433\u0435\u043d\u0442 \u0441 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 (`GC-28`); \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f `interaction` (`dialog` \\\\| `single-pass`) **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f** \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f; \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0438\u043c\u0451\u043d \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 (ADR-013) \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0442\u043e\u0447\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0434\u0435\u043b\u0438\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f (`stepwise` 10/10, `oneshot` 0/9), \u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab`oneshot` \u21d2 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\u00bb \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e (9/9 `oneshot` \u0438\u043c\u0435\u044e\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c). \u0423\u0442\u043e\u0447\u043d\u044f\u0435\u0442 ADR-015 (\u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 `SB-1`), \u0434\u043e\u043f\u043e\u043b\u043d\u044f\u0435\u0442 ADR-013. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `research/ba-requirements/2026-09-10-skill-granularity-format-facts.md`, `projects/ba-ai-process/ba-meta-model/process-taxonomy/10-theory.md` |\\n111:| `/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | Accepted ADR \u0434\u043b\u044f issues [#595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595) \u0438 [#599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599): \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 `Source \u2192 Distribution \u2192 Runtime \u2192 Feedback`, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process) \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0438 rationale, \u0447\u0438\u0441\u0442\u044b\u0435 `execution-package-` \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e allowlist \u0441 provenance, \u0430 runtime [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli) \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u0435\u043d \u043e\u0442 Source. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0432 project-scoped `decisions/`; \u043f\u0435\u0440\u0432\u0430\u044f \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f \u0432\u044b\u0434\u0435\u043b\u044f\u0435\u0442 `dist/`, `tests/` \u0438 `experiments/`. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430, \u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 `ba-meta-model` \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 `scope: mango-only` \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0432\u043e \u0432\u0442\u043e\u0440\u043e\u0439 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0438\u043b\u0438 \u0434\u043e\u043c\u0435\u043d\u0435. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | [\u0442\u0435\u043a\u0443\u0449\u0438\u0439 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process), [Research Mango](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/mango), [AI Education](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ai-education), [\u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 backlog](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md), [ADR Structure Standard](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/adr-structure-standard.md) |\\necb1d94 Merge pull request #641 from G-Ivan-A/issue-638-dea7773c503b\\neda9cac ops(backlog): renumber GigaCode guide items to B-219..B-222 in sprint 27 after merging main (#638)\\n CHANGELOG.md | 2 +-\\n 1 file changed, 1 insertion(+), 1 deletion(-)\\n1317162 ci: execute GigaCode BA guides on Windows PowerShell 5.1 and 7 (#638)\\n CHANGELOG.md | 2 +-\\n 1 file changed, 1 insertion(+), 1 deletion(-)\\n54a17a3 docs(changelog): note GigaCode guide cluster (#638)\\n CHANGELOG.md | 1 +\\n 1 file changed, 1 insertion(+)\\n397afed docs(education): explain Cline MCP and validation boundaries\\n ops/artifact-map.md | 5 +++--\\n 1 file changed, 3 insertions(+), 2 deletions(-)\",\n[2026-09-29T07:59:55.471Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:59:55.471Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:59:55.471Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:59:55.471Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:59:55.471Z] [INFO]   }\n[2026-09-29T07:59:55.471Z] [INFO] }\n[2026-09-29T07:59:55.538Z] [STDOUT] [log_aab387] sending request {\n[2026-09-29T07:59:55.544Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:59:55.551Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:55.560Z] [STDOUT]   options: {\n[2026-09-29T07:59:55.563Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:59:55.567Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:59:55.573Z] [STDOUT]     body: {\n[2026-09-29T07:59:55.578Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:59:55.583Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:59:55.601Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:59:55.605Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:59:55.609Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:59:55.613Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:59:55.617Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:59:55.622Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:59:55.629Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:59:55.634Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:59:55.638Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:59:55.645Z] [STDOUT]       stream: true,\n[2026-09-29T07:59:55.658Z] [STDOUT]     },\n[2026-09-29T07:59:55.664Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:59:55.667Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:59:55.678Z] [STDOUT]       aborted: false,\n[2026-09-29T07:59:55.690Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:59:55.702Z] [STDOUT]       onabort: null,\n[2026-09-29T07:59:55.710Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:59:55.712Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:59:55.719Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:59:55.722Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:59:55.725Z] [STDOUT]     },\n[2026-09-29T07:59:55.732Z] [STDOUT]     stream: true,\n[2026-09-29T07:59:55.735Z] [STDOUT]   },\n[2026-09-29T07:59:55.745Z] [STDOUT]   headers: {\n[2026-09-29T07:59:55.752Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:59:55.756Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:59:55.763Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:59:55.770Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:59:55.777Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:59:55.784Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:59:55.790Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:59:55.796Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:59:55.800Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:59:55.806Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Edit=144;Bash=2089\",\n[2026-09-29T07:59:55.813Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:59:55.820Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:59:55.826Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:55.830Z] [STDOUT]     \"x-client-request-id\": \"efe4cb07-e887-459e-a866-f923373fdbf1\",\n[2026-09-29T07:59:55.842Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:59:55.848Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:59:55.855Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:59:55.860Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:59:55.869Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:59:55.880Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:59:55.889Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:59:55.895Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:59:55.902Z] [STDOUT]   },\n[2026-09-29T07:59:55.907Z] [STDOUT] }\n[2026-09-29T07:59:56.363Z] [STDOUT] [log_aab387, request-id: \"req_011CfXNrwor3NjCbisWoeN8D\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 824ms\n[2026-09-29T07:59:56.369Z] [STDOUT] [log_aab387] response start {\n[2026-09-29T07:59:56.381Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:56.383Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:56.385Z] [STDOUT]   headers: {\n[2026-09-29T07:59:56.387Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:56.390Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:59:56.395Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:59:56.397Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T07:59:56.403Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:59:56.410Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:59:56.417Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:59:56.425Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:59:56.430Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:59:56.434Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:59:56.441Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:59:56.445Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:56.448Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:56.452Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:56.455Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:56.459Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:56.462Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:56.467Z] [STDOUT]     \"cf-ray\": \"a42973843cc35d90-FRA\",\n[2026-09-29T07:59:56.470Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:59:56.472Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:56.475Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:56.477Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:59:56.480Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:59:56 GMT\",\n[2026-09-29T07:59:56.483Z] [STDOUT]     \"request-id\": \"req_011CfXNrwor3NjCbisWoeN8D\",\n[2026-09-29T07:59:56.486Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:59:56.489Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:59:56.492Z] [STDOUT]     traceresponse: \"00-02e3fc1062d80196fea95a95fe18ff62-a151941865364282-01\",\n[2026-09-29T07:59:56.495Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:59:56.498Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:59:56.501Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:56.504Z] [STDOUT]   },\n[2026-09-29T07:59:56.509Z] [STDOUT]   durationMs: 824,\n[2026-09-29T07:59:56.512Z] [STDOUT] }\n[2026-09-29T07:59:56.515Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:59:56.519Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:59:56 GMT\",\n[2026-09-29T07:59:56.523Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:59:56.525Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:59:56.529Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:59:56.532Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:56.536Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:59:56.540Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:56.542Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:59:56.546Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:56.551Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:59:56.555Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:56.559Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:59:56.561Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:56.564Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T07:59:56.568Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:59:56.572Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:59:56.576Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:59:56.579Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:59:56.583Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:59:56.588Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:59:56.593Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:59:56.602Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:56.605Z] [STDOUT]   \"request-id\": \"req_011CfXNrwor3NjCbisWoeN8D\",\n[2026-09-29T07:59:56.608Z] [STDOUT]   \"traceresponse\": \"00-02e3fc1062d80196fea95a95fe18ff62-a151941865364282-01\",\n[2026-09-29T07:59:56.611Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:56.615Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:56.619Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:59:56.624Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:56.628Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:56.631Z] [STDOUT]   \"cf-ray\": \"a42973843cc35d90-FRA\",\n[2026-09-29T07:59:56.634Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:59:56.636Z] [STDOUT] [log_aab387] response parsed {\n[2026-09-29T07:59:56.639Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:56.642Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:56.645Z] [STDOUT]   body: X {\n[2026-09-29T07:59:56.647Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:59:56.650Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:59:56.652Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:59:56.655Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:59:56.665Z] [STDOUT]     },\n[2026-09-29T07:59:56.668Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:59:56.673Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:59:56.674Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:59:56.676Z] [STDOUT]   },\n[2026-09-29T07:59:56.678Z] [STDOUT]   durationMs: 825,\n[2026-09-29T07:59:56.681Z] [STDOUT] }\n[2026-09-29T07:59:56.902Z] [INFO] {\n[2026-09-29T07:59:56.902Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:56.902Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:56.902Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:59:56.902Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:56.902Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:56.902Z] [INFO]   \"uuid\": \"ceb9000d-4c75-4197-8383-29b5c00f4966\"\n[2026-09-29T07:59:56.902Z] [INFO] }\n[2026-09-29T07:59:58.046Z] [INFO] {\n[2026-09-29T07:59:58.046Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:58.046Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:58.046Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:59:58.046Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:58.046Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:58.046Z] [INFO]   \"uuid\": \"77fd59d3-bacc-4b56-a986-bb0950c6200f\"\n[2026-09-29T07:59:58.046Z] [INFO] }\n[2026-09-29T07:59:59.864Z] [INFO] {\n[2026-09-29T07:59:59.864Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:59.864Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:59.864Z] [INFO]   \"estimated_tokens\": 270,\n[2026-09-29T07:59:59.864Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:59.864Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:59.864Z] [INFO]   \"uuid\": \"49525bd5-f6df-4b7f-8a78-d258d7ae38c6\"\n[2026-09-29T07:59:59.864Z] [INFO] }\n[2026-09-29T07:59:59.880Z] [INFO] {\n[2026-09-29T07:59:59.880Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:59.880Z] [INFO]   \"message\": {\n[2026-09-29T07:59:59.880Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:59.880Z] [INFO]     \"id\": \"msg_011CfXNrxDQ5SavNKEQf2c1t\",\n[2026-09-29T07:59:59.880Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:59.880Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:59.880Z] [INFO]     \"content\": [\n[2026-09-29T07:59:59.880Z] [INFO]       {\n[2026-09-29T07:59:59.880Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:59:59.880Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:59:59.880Z] [INFO]         \"signature\": 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[INFO] {\n[2026-09-29T07:59:59.948Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:59.948Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:59.948Z] [INFO]   \"estimated_tokens\": 25,\n[2026-09-29T07:59:59.948Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:59.948Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:59.948Z] [INFO]   \"uuid\": \"4f36bfaf-376f-4c8b-876e-4e7ba8418886\"\n[2026-09-29T07:59:59.948Z] [INFO] }\n[2026-09-29T07:59:59.956Z] [INFO] {\n[2026-09-29T07:59:59.956Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:59.956Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:59.956Z] [INFO]   \"estimated_tokens\": 28,\n[2026-09-29T07:59:59.956Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:59.956Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:59.956Z] [INFO]   \"uuid\": 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52,\n[2026-09-29T08:00:00.039Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:00:00.039Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:00.039Z] [INFO]   \"uuid\": \"95596abe-41c7-4efe-b408-aa646cd37067\"\n[2026-09-29T08:00:00.039Z] [INFO] }\n[2026-09-29T08:00:00.050Z] [INFO] {\n[2026-09-29T08:00:00.050Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:00.050Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:00:00.050Z] [INFO]   \"estimated_tokens\": 53,\n[2026-09-29T08:00:00.050Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:00:00.050Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:00.050Z] [INFO]   \"uuid\": \"3e64d9fd-fbc8-4569-bb9a-087e6adbbf1a\"\n[2026-09-29T08:00:00.050Z] [INFO] }\n[2026-09-29T08:00:00.061Z] [INFO] {\n[2026-09-29T08:00:00.061Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:00.061Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:00:00.061Z] [INFO]   \"estimated_tokens\": 212,\n[2026-09-29T08:00:00.061Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:00:00.061Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:00.061Z] [INFO]   \"uuid\": \"fa8996cf-c4dd-4d0d-aca9-e34ab019c8ea\"\n[2026-09-29T08:00:00.061Z] [INFO] }\n[2026-09-29T08:00:00.069Z] [INFO] {\n[2026-09-29T08:00:00.069Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:00.069Z] [INFO]   \"message\": {\n[2026-09-29T08:00:00.069Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:00.069Z] [INFO]     \"id\": \"msg_011CfXNrxDQ5SavNKEQf2c1t\",\n[2026-09-29T08:00:00.069Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:00.069Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:00.069Z] [INFO]     \"content\": [\n[2026-09-29T08:00:00.069Z] [INFO]       {\n[2026-09-29T08:00:00.069Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:00:00.069Z] [INFO]         \"thinking\": \"I'll add a CHANGELOG entry matching the existing style, leave `ops/artifact-map.md` unchanged since it doesn't index project `docs/` files, and check `docs/ba-meta-model-overview.md` for overlap.\\n\\n\",\n[2026-09-29T08:00:00.069Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T08:00:00.069Z] [INFO]     ],\n[2026-09-29T08:00:00.069Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:00.069Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:00.069Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:00.069Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:00.069Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:00.069Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:00.069Z] [INFO]       \"cache_creation_input_tokens\": 9216,\n[2026-09-29T08:00:00.069Z] [INFO]       \"cache_read_input_tokens\": 67933,\n[2026-09-29T08:00:00.069Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:00.069Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:00.069Z] [INFO]         \"ephemeral_1h_input_tokens\": 9216\n[2026-09-29T08:00:00.069Z] [INFO]       },\n[2026-09-29T08:00:00.069Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:00:00.069Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:00.069Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:00.069Z] [INFO]     },\n[2026-09-29T08:00:00.069Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:00.069Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:00.069Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:00.069Z] [INFO]   },\n[2026-09-29T08:00:00.069Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:00.069Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:00.069Z] [INFO]   \"uuid\": \"2832784a-3ae1-4e9f-b82f-5fdf528f94be\",\n[2026-09-29T08:00:00.069Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:59.906Z\",\n[2026-09-29T08:00:00.069Z] [INFO]   \"request_id\": \"req_011CfXNrwor3NjCbisWoeN8D\",\n[2026-09-29T08:00:00.069Z] [INFO]   \"narration_block_indexes\": [\n[2026-09-29T08:00:00.069Z] [INFO]     0\n[2026-09-29T08:00:00.069Z] [INFO]   ]\n[2026-09-29T08:00:00.069Z] [INFO] }\n[2026-09-29T08:00:00.499Z] [INFO] {\n[2026-09-29T08:00:00.499Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:00.499Z] [INFO]   \"message\": {\n[2026-09-29T08:00:00.499Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:00.499Z] [INFO]     \"id\": \"msg_011CfXNrxDQ5SavNKEQf2c1t\",\n[2026-09-29T08:00:00.499Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:00.499Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:00.499Z] [INFO]     \"content\": [\n[2026-09-29T08:00:00.499Z] [INFO]       {\n[2026-09-29T08:00:00.499Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:00:00.499Z] [INFO]         \"id\": \"toolu_016w14bSHfNfQhUiLJ6pbjvY\",\n[2026-09-29T08:00:00.499Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:00:00.499Z] [INFO]         \"input\": {\n[2026-09-29T08:00:00.499Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; head -12 docs/ba-meta-model-overview.md; wc -l docs/ba-meta-model-overview.md; grep -n '^#' docs/ba-meta-model-overview.md | head -20; cat /tmp/tep.log 2>/dev/null | tail -3\",\n[2026-09-29T08:00:00.499Z] [INFO]           \"description\": \"Inspect existing meta-model overview document\"\n[2026-09-29T08:00:00.499Z] [INFO]         },\n[2026-09-29T08:00:00.499Z] [INFO]         \"caller\": {\n[2026-09-29T08:00:00.499Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:00:00.499Z] [INFO]         }\n[2026-09-29T08:00:00.499Z] [INFO]       }\n[2026-09-29T08:00:00.499Z] [INFO]     ],\n[2026-09-29T08:00:00.499Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:00.499Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:00.499Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:00.499Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:00.499Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:00.499Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:00.499Z] [INFO]       \"cache_creation_input_tokens\": 9216,\n[2026-09-29T08:00:00.499Z] [INFO]       \"cache_read_input_tokens\": 67933,\n[2026-09-29T08:00:00.499Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:00.499Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:00.499Z] [INFO]         \"ephemeral_1h_input_tokens\": 9216\n[2026-09-29T08:00:00.499Z] [INFO]       },\n[2026-09-29T08:00:00.499Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:00:00.499Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:00.499Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:00.499Z] [INFO]     },\n[2026-09-29T08:00:00.499Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:00.499Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:00.499Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:00.499Z] [INFO]   },\n[2026-09-29T08:00:00.499Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:00.499Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:00.499Z] [INFO]   \"uuid\": \"bade5a4b-2b8e-4f48-abeb-a1c3d9f6706e\",\n[2026-09-29T08:00:00.499Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:00.446Z\",\n[2026-09-29T08:00:00.499Z] [INFO]   \"request_id\": \"req_011CfXNrwor3NjCbisWoeN8D\",\n[2026-09-29T08:00:00.499Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:00:00.499Z] [INFO]     \"toolu_016w14bSHfNfQhUiLJ6pbjvY\": {\n[2026-09-29T08:00:00.499Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; head -12 docs/ba-meta-model-overview.md; wc -l docs/ba-meta-model-overview.md; grep -n '^#' docs/ba-meta-model-overview.md | head -20; cat /tmp/tep.log 2>/dev/null | tail -3\",\n[2026-09-29T08:00:00.499Z] [INFO]       \"description\": \"Inspect existing meta-model overview document\"\n[2026-09-29T08:00:00.499Z] [INFO]     }\n[2026-09-29T08:00:00.499Z] [INFO]   }\n[2026-09-29T08:00:00.499Z] [INFO] }\n[2026-09-29T08:00:03.445Z] [INFO] {\n[2026-09-29T08:00:03.445Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:00:03.445Z] [INFO]   \"message\": {\n[2026-09-29T08:00:03.445Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:00:03.445Z] [INFO]     \"content\": [\n[2026-09-29T08:00:03.445Z] [INFO]       {\n[2026-09-29T08:00:03.445Z] [INFO]         \"tool_use_id\": \"toolu_016w14bSHfNfQhUiLJ6pbjvY\",\n[2026-09-29T08:00:03.445Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:00:03.445Z] [INFO]         \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-09\\ntemperature: 0.3\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u043c\u0443 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0443 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n\\n> \u041c\u0430\u0442\u0435\u0440\u0438\u0430\u043b \u0434\u043b\u044f \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u043c\u0438, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430\u043c\u0438 \u0438 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430\u043c\u0438\\n> \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u042d\u0442\u043e \u043f\u043e\u043d\u044f\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439\\n> \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a. \u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n288 docs/ba-meta-model-overview.md\\n8:# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u043c\u0443 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0443 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n15:## 1. Executive Summary\\n32:## 2. \u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u0431\u043e\u0440\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\\n52:## 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c\\n89:## 4. \u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n105:## 5. Artifact Production Model\\n138:## 6. Orchestration Model\\n164:## 7. AI Execution Model\\n182:## 8. GigaCode Mapping\\n202:## 9. Evidence Map\\n217:## 10. \u0418\u0442\u043e\u0433 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n239:## 11. \u0427\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e\\n253:## 12. \u041f\u0435\u0440\u0432\u044b\u0439 MVP\\n283:## \u041e\u0442\u0432\u0435\u0442 \u0441\u043a\u0435\u043f\u0442\u0438\u043a\u0443 \u043e\u0434\u043d\u043e\u0439 \u0444\u0440\u0430\u0437\u043e\u0439\\nProduct taxonomy compilation check passed (2 Source snapshots + 2 Distribution copies).\",\n[2026-09-29T08:00:03.445Z] [INFO]         \"is_error\": false\n[2026-09-29T08:00:03.445Z] [INFO]       }\n[2026-09-29T08:00:03.445Z] [INFO]     ]\n[2026-09-29T08:00:03.445Z] [INFO]   },\n[2026-09-29T08:00:03.445Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:03.445Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:03.445Z] [INFO]   \"uuid\": \"c9924768-a787-4aea-8ae5-47902d2cd349\",\n[2026-09-29T08:00:03.445Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:03.364Z\",\n[2026-09-29T08:00:03.445Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:00:03.445Z] [INFO]     \"stdout\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-09\\ntemperature: 0.3\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u043c\u0443 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0443 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n\\n> \u041c\u0430\u0442\u0435\u0440\u0438\u0430\u043b \u0434\u043b\u044f \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u043c\u0438, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430\u043c\u0438 \u0438 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430\u043c\u0438\\n> \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u042d\u0442\u043e \u043f\u043e\u043d\u044f\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439\\n> \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a. \u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n288 docs/ba-meta-model-overview.md\\n8:# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u043c\u0443 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0443 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n15:## 1. Executive Summary\\n32:## 2. \u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u0431\u043e\u0440\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\\n52:## 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c\\n89:## 4. \u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n105:## 5. Artifact Production Model\\n138:## 6. Orchestration Model\\n164:## 7. AI Execution Model\\n182:## 8. GigaCode Mapping\\n202:## 9. Evidence Map\\n217:## 10. \u0418\u0442\u043e\u0433 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n239:## 11. \u0427\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e\\n253:## 12. \u041f\u0435\u0440\u0432\u044b\u0439 MVP\\n283:## \u041e\u0442\u0432\u0435\u0442 \u0441\u043a\u0435\u043f\u0442\u0438\u043a\u0443 \u043e\u0434\u043d\u043e\u0439 \u0444\u0440\u0430\u0437\u043e\u0439\\nProduct taxonomy compilation check passed (2 Source snapshots + 2 Distribution copies).\",\n[2026-09-29T08:00:03.445Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:00:03.445Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:00:03.445Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:00:03.445Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:00:03.445Z] [INFO]   }\n[2026-09-29T08:00:03.445Z] [INFO] }\n[2026-09-29T08:00:04.206Z] [STDOUT] [log_d3a2a0] sending request {\n[2026-09-29T08:00:04.212Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:00:04.220Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:04.224Z] [STDOUT]   options: {\n[2026-09-29T08:00:04.234Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:00:04.239Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:00:04.261Z] [STDOUT]     body: {\n[2026-09-29T08:00:04.264Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:00:04.272Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:00:04.278Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:00:04.282Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:00:04.287Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:00:04.315Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:00:04.326Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:00:04.334Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:00:04.341Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:00:04.345Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:00:04.352Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:00:04.357Z] [STDOUT]       stream: true,\n[2026-09-29T08:00:04.364Z] [STDOUT]     },\n[2026-09-29T08:00:04.371Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:00:04.378Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:00:04.380Z] [STDOUT]       aborted: false,\n[2026-09-29T08:00:04.387Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:00:04.394Z] [STDOUT]       onabort: null,\n[2026-09-29T08:00:04.403Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:00:04.406Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:00:04.410Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:00:04.415Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:00:04.460Z] [STDOUT]     },\n[2026-09-29T08:00:04.477Z] [STDOUT]     stream: true,\n[2026-09-29T08:00:04.484Z] [STDOUT]   },\n[2026-09-29T08:00:04.489Z] [STDOUT]   headers: {\n[2026-09-29T08:00:04.495Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:00:04.514Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:00:04.543Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:00:04.548Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:00:04.569Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:00:04.571Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:00:04.574Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:00:04.578Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:00:04.584Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:00:04.587Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2505\",\n[2026-09-29T08:00:04.588Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:00:04.592Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:00:04.594Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:04.597Z] [STDOUT]     \"x-client-request-id\": \"4f234acd-07d2-43a2-9e90-ee9e86286b0a\",\n[2026-09-29T08:00:04.602Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:00:04.606Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:00:04.608Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:00:04.610Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:00:04.612Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:00:04.616Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:00:04.618Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:00:04.624Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:00:04.630Z] [STDOUT]   },\n[2026-09-29T08:00:04.633Z] [STDOUT] }\n[2026-09-29T08:00:05.433Z] [STDOUT] [log_d3a2a0, request-id: \"req_011CfXNsasnVdVAcuH3e8H25\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1226ms\n[2026-09-29T08:00:05.440Z] [STDOUT] [log_d3a2a0] response start {\n[2026-09-29T08:00:05.448Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:05.457Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:05.465Z] [STDOUT]   headers: {\n[2026-09-29T08:00:05.478Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:05.486Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:05.490Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:05.500Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:05.522Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:05.529Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:05.534Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:05.539Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:00:05.545Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:00:05.550Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:00:05.557Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:00:05.562Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:05.568Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:05.573Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:05.575Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:05.580Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:05.583Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:05.585Z] [STDOUT]     \"cf-ray\": \"a42973ba589d5d90-FRA\",\n[2026-09-29T08:00:05.589Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:00:05.591Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:05.596Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:05.598Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:05.603Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:00:05 GMT\",\n[2026-09-29T08:00:05.605Z] [STDOUT]     \"request-id\": \"req_011CfXNsasnVdVAcuH3e8H25\",\n[2026-09-29T08:00:05.609Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:00:05.612Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:05.616Z] [STDOUT]     traceresponse: \"00-ca0bd1664fb1ebb898452e5b6eac982d-1f567eeec55234c5-01\",\n[2026-09-29T08:00:05.619Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:05.624Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:00:05.626Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:05.628Z] [STDOUT]   },\n[2026-09-29T08:00:05.631Z] [STDOUT]   durationMs: 1226,\n[2026-09-29T08:00:05.635Z] [STDOUT] }\n[2026-09-29T08:00:05.637Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:00:05.642Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:00:05 GMT\",\n[2026-09-29T08:00:05.644Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:05.645Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:05.648Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:00:05.651Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:05.653Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:05.658Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:05.660Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:00:05.662Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:05.665Z] [STDOUT]   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{\n[2026-09-29T08:00:14.047Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:14.051Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:14.054Z] [STDOUT]   headers: {\n[2026-09-29T08:00:14.058Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:14.100Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:14.108Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:14.113Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:14.115Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:14.119Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:14.121Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:14.124Z] [STDOUT]     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\"cf-ray\": \"a42973f20bca5d90-FRA\",\n[2026-09-29T08:00:14.179Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:00:14.184Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:14.191Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:14.194Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:14.196Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:00:13 GMT\",\n[2026-09-29T08:00:14.198Z] [STDOUT]     \"request-id\": \"req_011CfXNtF1inCpU74Rm1a1zr\",\n[2026-09-29T08:00:14.202Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:00:14.207Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:14.216Z] [STDOUT]     traceresponse: \"00-146db61e727431a9300a245484e6b5f5-bae8a720de6ca3f1-01\",\n[2026-09-29T08:00:14.220Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:14.223Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:00:14.231Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:14.233Z] [STDOUT]   },\n[2026-09-29T08:00:14.237Z] [STDOUT]   durationMs: 902,\n[2026-09-29T08:00:14.240Z] [STDOUT] }\n[2026-09-29T08:00:14.243Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:00:14.249Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:00:13 GMT\",\n[2026-09-29T08:00:14.256Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:14.263Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:14.297Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:00:14.313Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:14.316Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:14.332Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:14.357Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:00:14.378Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:14.389Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:14.395Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:14.400Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:00:14.409Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:14.415Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:14.425Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:14.442Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:14.460Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:14.466Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:14.470Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:00:14.476Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:00:14.482Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:00:14.492Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:14.501Z] [STDOUT]   \"request-id\": \"req_011CfXNtF1inCpU74Rm1a1zr\",\n[2026-09-29T08:00:14.504Z] [STDOUT]   \"traceresponse\": \"00-146db61e727431a9300a245484e6b5f5-bae8a720de6ca3f1-01\",\n[2026-09-29T08:00:14.510Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:14.513Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:14.516Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:00:14.521Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:14.524Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:14.528Z] [STDOUT]   \"cf-ray\": \"a42973f20bca5d90-FRA\",\n[2026-09-29T08:00:14.530Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:00:14.532Z] [STDOUT] [log_5021fc] response parsed {\n[2026-09-29T08:00:14.534Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:14.695Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:14.701Z] [STDOUT]   body: X {\n[2026-09-29T08:00:14.708Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:00:14.713Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:00:14.724Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:00:14.729Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:00:14.731Z] [STDOUT]     },\n[2026-09-29T08:00:14.733Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:00:14.738Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:00:14.741Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:00:14.744Z] [STDOUT]   },\n[2026-09-29T08:00:14.747Z] [STDOUT]   durationMs: 902,\n[2026-09-29T08:00:14.749Z] [STDOUT] }\n[2026-09-29T08:00:21.634Z] [INFO] {\n[2026-09-29T08:00:21.634Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:21.634Z] [INFO]   \"message\": {\n[2026-09-29T08:00:21.634Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:21.634Z] [INFO]     \"id\": \"msg_011CfXNtFZhZetnV3AtjRHLA\",\n[2026-09-29T08:00:21.634Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:21.634Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:21.634Z] [INFO]     \"content\": [\n[2026-09-29T08:00:21.634Z] [INFO]       {\n[2026-09-29T08:00:21.634Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:00:21.634Z] [INFO]         \"id\": \"toolu_01LjGDZtyDjizYHtmDahqXdG\",\n[2026-09-29T08:00:21.634Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:00:21.634Z] [INFO]         \"input\": {\n[2026-09-29T08:00:21.634Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md'\\nt=open(p).read()\\na='  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\\\nrelated_issues:'\\nb='  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/ba-meta-model-overview.md\\\"\\\\nrelated_issues:'\\nassert a in t; open(p,'w').write(t.replace(a,b,1))\\nc='CHANGELOG.md'; t=open(c).read()\\nentry='''- projects: [\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md) (issue [#646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)) \u2014 \u043f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432: \u0448\u0430\u0431\u043b\u043e\u043d \u0438\u0437 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence (\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f Midjourney/DALL-E) \u0438 [\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md) \u0441 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435\u043c \u00ab\u043f\u043e\u0447\u0435\u043c\u0443\u00bb \u0438 \u00ab\u043a\u0430\u043a\u00bb, \u043c\u043e\u0441\u0442\u0438\u043a\u0430\u043c\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u0430\u043c\u0438 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f. \u0421\u044e\u0436\u0435\u0442 \u2014 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 `mango_ba_prompts` (69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430) \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u00ab\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb, \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432 5 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0441 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435\u043c \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0443 \u0438 fail-closed, \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441 \u0447\u0435\u0441\u0442\u043d\u043e\u0439 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c (GigaCode CLI, Cline) \u043a \u0421\u0440\u0435\u0434\u0435 4 \u0441 \u0437\u0430\u0440\u0430\u043d\u0435\u0435 \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f. \u0412\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0444\u0430\u043a\u0442\u043e\u0432 `research/ba-requirements` \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0441\u0440\u0435\u0434 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u043d\u0435\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435 (\u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439, \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0431\u043e\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d, \u0433\u0440\u0430\u043d\u0438\u0446\u0430 MCP \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb) \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c.\\n'''\\nanchor='### Added\\\\n\\\\n'\\nassert anchor in t; open(c,'w').write(t.replace(anchor,anchor+entry,1))\\nEOF\\ngit rm -q .gitkeep; git status --short; tail -3 /tmp/tep.log\",\n[2026-09-29T08:00:21.634Z] [INFO]           \"description\": \"Add related link, CHANGELOG entry, remove .gitkeep\"\n[2026-09-29T08:00:21.634Z] [INFO]         },\n[2026-09-29T08:00:21.634Z] [INFO]         \"caller\": {\n[2026-09-29T08:00:21.634Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:00:21.634Z] [INFO]         }\n[2026-09-29T08:00:21.634Z] [INFO]       }\n[2026-09-29T08:00:21.634Z] [INFO]     ],\n[2026-09-29T08:00:21.634Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:21.634Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:21.634Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:21.634Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:21.634Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:21.634Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:21.634Z] [INFO]       \"cache_creation_input_tokens\": 1031,\n[2026-09-29T08:00:21.634Z] [INFO]       \"cache_read_input_tokens\": 78068,\n[2026-09-29T08:00:21.634Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:21.634Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:21.634Z] [INFO]         \"ephemeral_1h_input_tokens\": 1031\n[2026-09-29T08:00:21.634Z] [INFO]       },\n[2026-09-29T08:00:21.634Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T08:00:21.634Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:21.634Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:21.634Z] [INFO]     },\n[2026-09-29T08:00:21.634Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:21.634Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:21.634Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:21.634Z] [INFO]   },\n[2026-09-29T08:00:21.634Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:21.634Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:21.634Z] [INFO]   \"uuid\": \"c23dd261-ee9e-489b-a288-6c4210183f2d\",\n[2026-09-29T08:00:21.634Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:21.592Z\",\n[2026-09-29T08:00:21.634Z] [INFO]   \"request_id\": \"req_011CfXNtF1inCpU74Rm1a1zr\",\n[2026-09-29T08:00:21.634Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:00:21.634Z] [INFO]     \"toolu_01LjGDZtyDjizYHtmDahqXdG\": {\n[2026-09-29T08:00:21.634Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md'\\nt=open(p).read()\\na='  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\\\nrelated_issues:'\\nb='  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/ba-meta-model-overview.md\\\"\\\\nrelated_issues:'\\nassert a in t; open(p,'w').write(t.replace(a,b,1))\\nc='CHANGELOG.md'; t=open(c).read()\\nentry='''- projects: [\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md) (issue [#646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)) \u2014 \u043f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432: \u0448\u0430\u0431\u043b\u043e\u043d \u0438\u0437 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence (\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f Midjourney/DALL-E) \u0438 [\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md) \u0441 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435\u043c \u00ab\u043f\u043e\u0447\u0435\u043c\u0443\u00bb \u0438 \u00ab\u043a\u0430\u043a\u00bb, \u043c\u043e\u0441\u0442\u0438\u043a\u0430\u043c\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u0430\u043c\u0438 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f. \u0421\u044e\u0436\u0435\u0442 \u2014 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 `mango_ba_prompts` (69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430) \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u00ab\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb, \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432 5 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0441 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435\u043c \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0443 \u0438 fail-closed, \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441 \u0447\u0435\u0441\u0442\u043d\u043e\u0439 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c (GigaCode CLI, Cline) \u043a \u0421\u0440\u0435\u0434\u0435 4 \u0441 \u0437\u0430\u0440\u0430\u043d\u0435\u0435 \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f. \u0412\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0444\u0430\u043a\u0442\u043e\u0432 `research/ba-requirements` \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0441\u0440\u0435\u0434 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u043d\u0435\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435 (\u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439, \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0431\u043e\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d, \u0433\u0440\u0430\u043d\u0438\u0446\u0430 MCP \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb) \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c.\\n'''\\nanchor='### Added\\\\n\\\\n'\\nassert anchor in t; open(c,'w').write(t.replace(anchor,anchor+entry,1))\\nEOF\\ngit rm -q .gitkeep; git status --short; tail -3 /tmp/tep.log\",\n[2026-09-29T08:00:21.634Z] [INFO]       \"description\": \"Add related link, CHANGELOG entry, remove .gitkeep\"\n[2026-09-29T08:00:21.634Z] [INFO]     }\n[2026-09-29T08:00:21.634Z] [INFO]   }\n[2026-09-29T08:00:21.634Z] [INFO] }\n[2026-09-29T08:00:24.946Z] [INFO] {\n[2026-09-29T08:00:24.946Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"task_id\": \"barsd0bi0\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"tool_use_id\": \"toolu_01LjGDZtyDjizYHtmDahqXdG\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"description\": \"Add related link, CHANGELOG entry, remove .gitkeep\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T08:00:24.946Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"uuid\": \"344b39a0-c5a3-4e0f-8c71-2f66c6228f8a\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:00:24.946Z] [INFO] }\n[2026-09-29T08:00:25.476Z] [INFO] {\n[2026-09-29T08:00:25.476Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"task_id\": \"barsd0bi0\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"tool_use_id\": \"toolu_01LjGDZtyDjizYHtmDahqXdG\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"summary\": \"Add related link, CHANGELOG entry, remove .gitkeep\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"uuid\": \"f1164701-a1aa-4486-82b1-9c0e5a324df2\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:00:25.476Z] [INFO] }\n[2026-09-29T08:00:26.111Z] [INFO] {\n[2026-09-29T08:00:26.111Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:00:26.111Z] [INFO]   \"message\": {\n[2026-09-29T08:00:26.111Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:00:26.111Z] [INFO]     \"content\": [\n[2026-09-29T08:00:26.111Z] [INFO]       {\n[2026-09-29T08:00:26.111Z] [INFO]         \"tool_use_id\": \"toolu_01LjGDZtyDjizYHtmDahqXdG\",\n[2026-09-29T08:00:26.111Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:00:26.111Z] [INFO]         \"content\": \"D  .gitkeep\\n M CHANGELOG.md\\n M projects/ba-ai-process/README.md\\n?? projects/ba-ai-process/docs/presentation/\\nProduct taxonomy compilation check passed (2 Source snapshots + 2 Distribution copies).\",\n[2026-09-29T08:00:26.111Z] [INFO]         \"is_error\": false\n[2026-09-29T08:00:26.111Z] [INFO]       }\n[2026-09-29T08:00:26.111Z] [INFO]     ]\n[2026-09-29T08:00:26.111Z] [INFO]   },\n[2026-09-29T08:00:26.111Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:26.111Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:26.111Z] [INFO]   \"uuid\": \"1fb65b72-12d8-47c1-975b-e205eb4bd2b7\",\n[2026-09-29T08:00:26.111Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:26.049Z\",\n[2026-09-29T08:00:26.111Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:00:26.111Z] [INFO]     \"stdout\": \"D  .gitkeep\\n M CHANGELOG.md\\n M projects/ba-ai-process/README.md\\n?? projects/ba-ai-process/docs/presentation/\\nProduct taxonomy compilation check passed (2 Source snapshots + 2 Distribution copies).\",\n[2026-09-29T08:00:26.111Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:00:26.111Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:00:26.111Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:00:26.111Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:00:26.111Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T08:00:26.111Z] [INFO]       \"files\": [\n[2026-09-29T08:00:26.111Z] [INFO]         {\n[2026-09-29T08:00:26.111Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T08:00:26.111Z] [INFO]           \"hunks\": [\n[2026-09-29T08:00:26.111Z] [INFO]             {\n[2026-09-29T08:00:26.111Z] [INFO]               \"oldStart\": 12,\n[2026-09-29T08:00:26.111Z] [INFO]               \"oldLines\": 6,\n[2026-09-29T08:00:26.111Z] [INFO]               \"newStart\": 12,\n[2026-09-29T08:00:26.111Z] [INFO]               \"newLines\": 7,\n[2026-09-29T08:00:26.111Z] [INFO]               \"lines\": [\n[2026-09-29T08:00:26.111Z] [INFO]                 \"   - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \"   - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\\"\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \"   - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \"+  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/ba-meta-model-overview.md\\\"\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" related_issues:\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \"   - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" ---\"\n[2026-09-29T08:00:26.111Z] [INFO]               ]\n[2026-09-29T08:00:26.111Z] [INFO]             }\n[2026-09-29T08:00:26.111Z] [INFO]           ]\n[2026-09-29T08:00:26.111Z] [INFO]         },\n[2026-09-29T08:00:26.111Z] [INFO]         {\n[2026-09-29T08:00:26.111Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/CHANGELOG.md\",\n[2026-09-29T08:00:26.111Z] [INFO]           \"hunks\": [\n[2026-09-29T08:00:26.111Z] [INFO]             {\n[2026-09-29T08:00:26.111Z] [INFO]               \"oldStart\": 13,\n[2026-09-29T08:00:26.111Z] [INFO]               \"oldLines\": 6,\n[2026-09-29T08:00:26.111Z] [INFO]               \"newStart\": 13,\n[2026-09-29T08:00:26.111Z] [INFO]               \"newLines\": 7,\n[2026-09-29T08:00:26.111Z] [INFO]               \"lines\": [\n[2026-09-29T08:00:26.111Z] [INFO]                 \" \",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" ### Added\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" \",\n[2026-09-29T08:00:26.111Z] [INFO]                 \"+- projects: [\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md) (issue [#646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)) \u2014 \u043f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432: \u0448\u0430\u0431\u043b\u043e\u043d \u0438\u0437 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence (\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f Midjourney/DALL-E) \u0438 [\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md) \u0441 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435\u043c \u00ab\u043f\u043e\u0447\u0435\u043c\u0443\u00bb \u0438 \u00ab\u043a\u0430\u043a\u00bb, \u043c\u043e\u0441\u0442\u0438\u043a\u0430\u043c\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u0430\u043c\u0438 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f. \u0421\u044e\u0436\u0435\u0442 \u2014 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 `mango_ba_prompts` (69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430) \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u00ab\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb, \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432 5 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0441 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435\u043c \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0443 \u0438 fail-closed, \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441 \u0447\u0435\u0441\u0442\u043d\u043e\u0439 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c (GigaCode CLI, Cline) \u043a \u0421\u0440\u0435\u0434\u0435 4 \u0441 \u0437\u0430\u0440\u0430\u043d\u0435\u0435 \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f. \u0412\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0444\u0430\u043a\u0442\u043e\u0432 `research/ba-requirements` \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0441\u0440\u0435\u0434 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u043d\u0435\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435 (\u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439, \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0431\u043e\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d, \u0433\u0440\u0430\u043d\u0438\u0446\u0430 MCP \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb) \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c.\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" - projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f GigaCode-\u043f\u0430\u043a\u0435\u0442\u0430 `junior-guide.md` \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439](projects/ba-ai-process/dist/execution-package-gigacode-cli/docs/guides/README.md) \u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443 Cline-\u043f\u0430\u043a\u0435\u0442\u0430 (issue [#638](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/638)): \u043e\u0431\u0437\u043e\u0440 \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 GigaCode CLI, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435\u043c Python \u0432\u043d\u0435 \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0431\u0430\u0437\u043e\u0439 \u0437\u043d\u0430\u043d\u0438\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 `docs/kb/`, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d `TASK-0001` \u0441 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c A-IN, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0441 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435\u043c Working \u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u043f\u043e \u0432\u0441\u0435\u043c \u0443\u0437\u043b\u0430\u043c `RG-BCREQ-v1` \u0441\u043e \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u043e\u0439 \u0444\u0440\u0430\u0437\u043e\u0439, \u0442\u0430\u0431\u043b\u0438\u0446\u0435\u0439 \u0443\u0437\u043b\u043e\u0432 \u0438 \u043e\u0442\u043a\u0430\u0437\u0430\u043c\u0438 runner. \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e Windows 10/11 (x64): \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, `README.md`, `AGENTS.md` \u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 PowerShell, \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0441 BOM, \u043a\u043b\u043e\u043d \u0441 `core.autocrlf` \u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `.git` \u0431\u043e\u043b\u044c\u0448\u0435 \u043d\u0435 \u043b\u043e\u043c\u0430\u044e\u0442 `G-mach`. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-2\u2026\u041e-10 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-219\u2026B-221; \u043d\u043e\u0432\u044b\u0439 `test_guides.py` \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0431\u043b\u043e\u043a\u0438 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u0432 Windows PowerShell 5.1 \u0438 PowerShell 7 (CI-\u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides`), \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0432\u0441\u0435\u0445 \u0431\u043b\u043e\u043a\u043e\u0432, \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" - projects: [\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0430\u043d\u0430 \u043f\u043e\u0434 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 BCREQ (issue [#636](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/636)): \u0441\u0442\u0430\u0440\u0442 \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435 \u043d\u0430 Jira \u0438\u043b\u0438 \u0442\u0435\u043a\u0441\u0442\u0443 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0443\u044e \u0444\u0440\u0430\u0437\u0443 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 Plan, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d, \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u0438 \u0431\u043b\u043e\u043a\u0438 \u00ab\u0413\u0434\u0435 / \u041a\u043e\u043c\u0430\u043d\u0434\u0430 / \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 / \u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435\u00bb, \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u0441 \u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u043c\u043e\u0434\u0435\u043b\u0438 (\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0430\u0433\u0435\u043d\u0442\u0430, \u043d\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, hooks \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043d\u0430 Windows, \u043d\u0435\u0442 skills \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0442\u043b\u0430\u0434\u043a\u0438) \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-1\u2026\u041e-5 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-198\u2026B-202; \u0442\u0435\u0441\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f.\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" - projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0435\u0433\u043e \u0411\u0410 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) (issue [#628](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/628)): \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0431\u0435\u0437 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0437\u0430\u0434\u0430\u0447, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 KB \u0438\u0437 `mango-ba-ai-runtime/docs/kb`, \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0441 \u0440\u0430\u0437\u0431\u043e\u0440\u043e\u043c trace, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0438 \u043f\u0430\u043f\u043e\u043a, \u043f\u0440\u0438\u043c\u0435\u0440 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0445 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0439. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 Windows 10/11 x64; \u043f\u0430\u043a\u0435\u0442 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d \u0438\u0437 Source.\"\n[2026-09-29T08:00:26.111Z] [INFO]               ]\n[2026-09-29T08:00:26.111Z] [INFO]             }\n[2026-09-29T08:00:26.111Z] [INFO]           ]\n[2026-09-29T08:00:26.111Z] [INFO]         },\n[2026-09-29T08:00:26.111Z] [INFO]         {\n[2026-09-29T08:00:26.111Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/.gitkeep\",\n[2026-09-29T08:00:26.111Z] [INFO]           \"hunks\": [\n[2026-09-29T08:00:26.111Z] [INFO]             {\n[2026-09-29T08:00:26.111Z] [INFO]               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{\n[2026-09-29T08:00:26.224Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:00:26.226Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:00:26.231Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:00:26.237Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:00:26.240Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:00:26.243Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:00:26.249Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:00:26.251Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:00:26.254Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:00:26.257Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:00:26.261Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:00:26.264Z] [STDOUT]       stream: true,\n[2026-09-29T08:00:26.267Z] [STDOUT]     },\n[2026-09-29T08:00:26.271Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:00:26.274Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:00:26.279Z] [STDOUT]       aborted: false,\n[2026-09-29T08:00:26.282Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:00:26.284Z] [STDOUT]       onabort: null,\n[2026-09-29T08:00:26.288Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:00:26.291Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:00:26.295Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:00:26.298Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:00:26.303Z] [STDOUT]     },\n[2026-09-29T08:00:26.305Z] [STDOUT]     stream: true,\n[2026-09-29T08:00:26.307Z] [STDOUT]   },\n[2026-09-29T08:00:26.313Z] [STDOUT]   headers: {\n[2026-09-29T08:00:26.315Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:00:26.318Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:00:26.321Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:00:26.323Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:00:26.326Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:00:26.331Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:00:26.335Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:00:26.338Z] [STDOUT]     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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:00:26.371Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:00:26.373Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:00:26.376Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:00:26.378Z] [STDOUT]   },\n[2026-09-29T08:00:26.380Z] [STDOUT] }\n[2026-09-29T08:00:27.097Z] [STDOUT] [log_825e4f, request-id: \"req_011CfXNuCnZDDrysAnTmezeZ\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 913ms\n[2026-09-29T08:00:27.102Z] [STDOUT] [log_825e4f] response start {\n[2026-09-29T08:00:27.106Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:27.109Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:27.111Z] [STDOUT]   headers: {\n[2026-09-29T08:00:27.113Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:27.116Z] [STDOUT]     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\"rejected\",\n[2026-09-29T08:00:27.170Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:27.175Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:27.181Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:27.183Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:27.188Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:27.194Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:27.199Z] [STDOUT]     \"cf-ray\": \"a4297443aba45d90-FRA\",\n[2026-09-29T08:00:27.203Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:00:27.206Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:27.209Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:27.214Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:27.217Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:00:27 GMT\",\n[2026-09-29T08:00:27.222Z] [STDOUT]     \"request-id\": \"req_011CfXNuCnZDDrysAnTmezeZ\",\n[2026-09-29T08:00:27.232Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:00:27.235Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:27.240Z] [STDOUT]     traceresponse: \"00-71bd620fbd4066e8ce6f1703cf501fb6-3d19cf75dbdac7e3-01\",\n[2026-09-29T08:00:27.246Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:27.251Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:00:27.254Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:27.257Z] [STDOUT]   },\n[2026-09-29T08:00:27.264Z] [STDOUT]   durationMs: 913,\n[2026-09-29T08:00:27.270Z] [STDOUT] }\n[2026-09-29T08:00:27.275Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:00:27.279Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:00:27 GMT\",\n[2026-09-29T08:00:27.285Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:27.288Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:27.291Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:00:27.294Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:27.298Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:27.301Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:27.304Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:00:27.307Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:27.310Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:27.314Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:27.317Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:00:27.323Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:27.329Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:27.346Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:27.351Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:27.357Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:27.361Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:27.367Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:00:27.372Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:00:27.379Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:00:27.382Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:27.386Z] [STDOUT]   \"request-id\": \"req_011CfXNuCnZDDrysAnTmezeZ\",\n[2026-09-29T08:00:27.389Z] [STDOUT]   \"traceresponse\": \"00-71bd620fbd4066e8ce6f1703cf501fb6-3d19cf75dbdac7e3-01\",\n[2026-09-29T08:00:27.393Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:27.398Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:27.403Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:00:27.409Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:27.413Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:27.418Z] [STDOUT]   \"cf-ray\": \"a4297443aba45d90-FRA\",\n[2026-09-29T08:00:27.421Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:00:27.428Z] [STDOUT] [log_825e4f] response parsed {\n[2026-09-29T08:00:27.432Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:27.436Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:27.439Z] [STDOUT]   body: X {\n[2026-09-29T08:00:27.444Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:00:27.450Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:00:27.452Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:00:27.454Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:00:27.459Z] [STDOUT]     },\n[2026-09-29T08:00:27.462Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:00:27.468Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:00:27.470Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:00:27.472Z] [STDOUT]   },\n[2026-09-29T08:00:27.476Z] [STDOUT]   durationMs: 914,\n[2026-09-29T08:00:27.479Z] [STDOUT] }\n[2026-09-29T08:00:27.639Z] [INFO] {\n[2026-09-29T08:00:27.639Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:27.639Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:00:27.639Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T08:00:27.639Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:00:27.639Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:27.639Z] [INFO]   \"uuid\": \"1295f8b5-2c01-42a2-afa8-1ee29a31cead\"\n[2026-09-29T08:00:27.639Z] [INFO] }\n[2026-09-29T08:00:28.224Z] [INFO] {\n[2026-09-29T08:00:28.224Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:28.224Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:00:28.224Z] [INFO]   \"estimated_tokens\": 186,\n[2026-09-29T08:00:28.224Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:00:28.224Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:28.224Z] [INFO]   \"uuid\": \"d3262608-0c71-4d0a-9e11-fd031d4187a6\"\n[2026-09-29T08:00:28.224Z] [INFO] }\n[2026-09-29T08:00:28.238Z] [INFO] {\n[2026-09-29T08:00:28.238Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:28.238Z] [INFO]   \"message\": {\n[2026-09-29T08:00:28.238Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:28.238Z] [INFO]     \"id\": \"msg_011CfXNuDLY6LU4hu8pUacii\",\n[2026-09-29T08:00:28.238Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:28.238Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:28.238Z] [INFO]     \"content\": [\n[2026-09-29T08:00:28.238Z] [INFO]       {\n[2026-09-29T08:00:28.238Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:00:28.238Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:00:28.238Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T08:00:28.238Z] [INFO]     ],\n[2026-09-29T08:00:28.238Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:28.238Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:28.238Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:28.238Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:28.238Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:28.238Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:28.238Z] [INFO]       \"cache_creation_input_tokens\": 1135,\n[2026-09-29T08:00:28.238Z] [INFO]       \"cache_read_input_tokens\": 79099,\n[2026-09-29T08:00:28.238Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:28.238Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:28.238Z] [INFO]         \"ephemeral_1h_input_tokens\": 1135\n[2026-09-29T08:00:28.238Z] [INFO]       },\n[2026-09-29T08:00:28.238Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:00:28.238Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:28.238Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:28.238Z] [INFO]     },\n[2026-09-29T08:00:28.238Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:28.238Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:28.238Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:28.238Z] [INFO]   },\n[2026-09-29T08:00:28.238Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:28.238Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:28.238Z] [INFO]   \"uuid\": \"b5407547-bc5a-4a49-9ee2-a5a2972a5658\",\n[2026-09-29T08:00:28.238Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:28.223Z\",\n[2026-09-29T08:00:28.238Z] [INFO]   \"request_id\": \"req_011CfXNuCnZDDrysAnTmezeZ\"\n[2026-09-29T08:00:28.238Z] [INFO] }\n[2026-09-29T08:00:29.288Z] [INFO] {\n[2026-09-29T08:00:29.288Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:29.288Z] [INFO]   \"message\": {\n[2026-09-29T08:00:29.288Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:29.288Z] [INFO]     \"id\": \"msg_011CfXNuDLY6LU4hu8pUacii\",\n[2026-09-29T08:00:29.288Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:29.288Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:29.288Z] [INFO]     \"content\": [\n[2026-09-29T08:00:29.288Z] [INFO]       {\n[2026-09-29T08:00:29.288Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:00:29.288Z] [INFO]         \"id\": \"toolu_01PEpXsmS7stnAmrANBhE5xy\",\n[2026-09-29T08:00:29.288Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:00:29.288Z] [INFO]         \"input\": {\n[2026-09-29T08:00:29.288Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git log -3 --format='%h %s' -p origin/main -- CHANGELOG.md | grep -E '^[+-](version|updated)|^[0-9a-f]{7} '; git log -1 --format=%h -S'version: 2.11' -- CHANGELOG.md\",\n[2026-09-29T08:00:29.288Z] [INFO]           \"description\": \"Check CHANGELOG version bump convention\"\n[2026-09-29T08:00:29.288Z] [INFO]         },\n[2026-09-29T08:00:29.288Z] [INFO]         \"caller\": {\n[2026-09-29T08:00:29.288Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:00:29.288Z] [INFO]         }\n[2026-09-29T08:00:29.288Z] [INFO]       }\n[2026-09-29T08:00:29.288Z] [INFO]     ],\n[2026-09-29T08:00:29.288Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:29.288Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:29.288Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:29.288Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:29.288Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:29.288Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:29.288Z] [INFO]       \"cache_creation_input_tokens\": 1135,\n[2026-09-29T08:00:29.288Z] [INFO]       \"cache_read_input_tokens\": 79099,\n[2026-09-29T08:00:29.288Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:29.288Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:29.288Z] [INFO]         \"ephemeral_1h_input_tokens\": 1135\n[2026-09-29T08:00:29.288Z] [INFO]       },\n[2026-09-29T08:00:29.288Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:00:29.288Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:29.288Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:29.288Z] [INFO]     },\n[2026-09-29T08:00:29.288Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:29.288Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:29.288Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:29.288Z] [INFO]   },\n[2026-09-29T08:00:29.288Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:29.288Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:29.288Z] [INFO]   \"uuid\": \"b4c43d57-ea68-4d0c-a60a-b963352cf777\",\n[2026-09-29T08:00:29.288Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:29.246Z\",\n[2026-09-29T08:00:29.288Z] [INFO]   \"request_id\": \"req_011CfXNuCnZDDrysAnTmezeZ\",\n[2026-09-29T08:00:29.288Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:00:29.288Z] [INFO]     \"toolu_01PEpXsmS7stnAmrANBhE5xy\": {\n[2026-09-29T08:00:29.288Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git log -3 --format='%h %s' -p origin/main -- CHANGELOG.md | grep -E '^[+-](version|updated)|^[0-9a-f]{7} '; git log -1 --format=%h -S'version: 2.11' -- CHANGELOG.md\",\n[2026-09-29T08:00:29.288Z] [INFO]       \"description\": \"Check CHANGELOG version bump convention\"\n[2026-09-29T08:00:29.288Z] [INFO]     }\n[2026-09-29T08:00:29.288Z] [INFO]   }\n[2026-09-29T08:00:29.288Z] [INFO] }\n[2026-09-29T08:00:32.580Z] [INFO] {\n[2026-09-29T08:00:32.580Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"task_id\": \"bnig0ilt7\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"tool_use_id\": \"toolu_01PEpXsmS7stnAmrANBhE5xy\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"description\": \"Check CHANGELOG version bump convention\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T08:00:32.580Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"uuid\": \"fab2d4e9-cdf8-4d5e-814e-ecd7db06fe02\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:00:32.580Z] [INFO] }\n[2026-09-29T08:00:33.408Z] [INFO] {\n[2026-09-29T08:00:33.408Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"task_id\": \"bnig0ilt7\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"tool_use_id\": \"toolu_01PEpXsmS7stnAmrANBhE5xy\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"summary\": \"Check CHANGELOG version bump convention\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"uuid\": \"bd4c638f-9b99-4265-9006-843d9b11fb1f\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:00:33.408Z] [INFO] }\n[2026-09-29T08:00:33.481Z] [INFO] {\n[2026-09-29T08:00:33.481Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:00:33.481Z] [INFO]   \"message\": {\n[2026-09-29T08:00:33.481Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:00:33.481Z] [INFO]     \"content\": [\n[2026-09-29T08:00:33.481Z] [INFO]       {\n[2026-09-29T08:00:33.481Z] [INFO]         \"tool_use_id\": \"toolu_01PEpXsmS7stnAmrANBhE5xy\",\n[2026-09-29T08:00:33.481Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:00:33.481Z] [INFO]         \"content\": \"eda9cac ops(backlog): renumber GigaCode guide items to B-219..B-222 in sprint 27 after merging main (#638)\\n1317162 ci: execute GigaCode BA guides on Windows PowerShell 5.1 and 7 (#638)\\n54a17a3 docs(changelog): note GigaCode guide cluster (#638)\\nd40aeac\",\n[2026-09-29T08:00:33.481Z] [INFO]         \"is_error\": false\n[2026-09-29T08:00:33.481Z] [INFO]       }\n[2026-09-29T08:00:33.481Z] [INFO]     ]\n[2026-09-29T08:00:33.481Z] [INFO]   },\n[2026-09-29T08:00:33.481Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:33.481Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:33.481Z] [INFO]   \"uuid\": \"020724a3-7de2-4b63-919d-90de60d6f713\",\n[2026-09-29T08:00:33.481Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:33.465Z\",\n[2026-09-29T08:00:33.481Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:00:33.481Z] [INFO]     \"stdout\": \"eda9cac ops(backlog): renumber GigaCode guide items to B-219..B-222 in sprint 27 after merging main (#638)\\n1317162 ci: execute GigaCode BA guides on Windows PowerShell 5.1 and 7 (#638)\\n54a17a3 docs(changelog): note GigaCode guide cluster (#638)\\nd40aeac\",\n[2026-09-29T08:00:33.481Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:00:33.481Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:00:33.481Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:00:33.481Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:00:33.481Z] [INFO]   }\n[2026-09-29T08:00:33.481Z] [INFO] }\n[2026-09-29T08:00:33.538Z] [STDOUT] [log_df2fb8] sending request {\n[2026-09-29T08:00:33.541Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:00:33.558Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:33.580Z] [STDOUT]   options: {\n[2026-09-29T08:00:33.591Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:00:33.604Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:00:33.620Z] [STDOUT]     body: {\n[2026-09-29T08:00:33.628Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:00:33.646Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:00:33.662Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:00:33.671Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:00:33.679Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:00:33.686Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:00:33.692Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:00:33.699Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:00:33.705Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:00:33.711Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:00:33.716Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:00:33.722Z] [STDOUT]       stream: true,\n[2026-09-29T08:00:33.779Z] [STDOUT]     },\n[2026-09-29T08:00:33.791Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:00:33.800Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:00:33.809Z] [STDOUT]       aborted: false,\n[2026-09-29T08:00:33.816Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:00:33.822Z] [STDOUT]       onabort: null,\n[2026-09-29T08:00:33.834Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:00:33.842Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:00:33.848Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:00:33.854Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:00:33.857Z] [STDOUT]     },\n[2026-09-29T08:00:33.862Z] [STDOUT]     stream: true,\n[2026-09-29T08:00:33.870Z] [STDOUT]   },\n[2026-09-29T08:00:33.894Z] [STDOUT]   headers: {\n[2026-09-29T08:00:33.896Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:00:33.899Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:00:33.905Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:00:33.908Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:00:33.913Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:00:33.917Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:00:33.924Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:00:33.927Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:00:33.932Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:00:33.934Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=3939\",\n[2026-09-29T08:00:33.939Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:00:33.945Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:00:33.953Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:33.960Z] [STDOUT]     \"x-client-request-id\": \"b5909bb3-1511-445b-b1e3-1dc7e64042f9\",\n[2026-09-29T08:00:33.966Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:00:33.970Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:00:33.976Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:00:33.980Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:00:33.984Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:00:33.989Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:00:33.992Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:00:33.997Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:00:33.999Z] [STDOUT]   },\n[2026-09-29T08:00:34.005Z] [STDOUT] }\n[2026-09-29T08:00:34.391Z] [STDOUT] [log_df2fb8, request-id: \"req_011CfXNukHsdsUKC5JQavDaK\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 857ms\n[2026-09-29T08:00:34.398Z] [STDOUT] [log_df2fb8] response start {\n[2026-09-29T08:00:34.400Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:34.404Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:34.406Z] [STDOUT]   headers: {\n[2026-09-29T08:00:34.412Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:34.416Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:34.418Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:34.422Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:34.425Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:34.427Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:34.432Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:34.435Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:00:34.437Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:00:34.439Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:00:34.442Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:00:34.446Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:34.450Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:34.453Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:34.456Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:34.458Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:34.462Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:34.465Z] [STDOUT]     \"cf-ray\": \"a4297471985c5d90-FRA\",\n[2026-09-29T08:00:34.468Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:00:34.470Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:34.475Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:34.477Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:34.484Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:00:34 GMT\",\n[2026-09-29T08:00:34.487Z] [STDOUT]     \"request-id\": \"req_011CfXNukHsdsUKC5JQavDaK\",\n[2026-09-29T08:00:34.491Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:00:34.493Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:34.496Z] [STDOUT]     traceresponse: \"00-deb4e7a78492cf93f6760bfa1db1653f-a442784439b2f3dd-01\",\n[2026-09-29T08:00:34.500Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:34.502Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:00:34.524Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:34.530Z] [STDOUT]   },\n[2026-09-29T08:00:34.534Z] [STDOUT]   durationMs: 857,\n[2026-09-29T08:00:34.540Z] [STDOUT] }\n[2026-09-29T08:00:34.544Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:00:34.549Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:00:34 GMT\",\n[2026-09-29T08:00:34.551Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:34.555Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:34.559Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:00:34.564Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:34.567Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:34.570Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:34.573Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:00:34.577Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:34.583Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:34.594Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:34.600Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:00:34.606Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:34.613Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:34.624Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:34.642Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:34.645Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:34.650Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:34.653Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:00:34.665Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:00:34.674Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:00:34.686Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:34.693Z] [STDOUT]   \"request-id\": \"req_011CfXNukHsdsUKC5JQavDaK\",\n[2026-09-29T08:00:34.704Z] [STDOUT]   \"traceresponse\": \"00-deb4e7a78492cf93f6760bfa1db1653f-a442784439b2f3dd-01\",\n[2026-09-29T08:00:34.710Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:34.721Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:34.739Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:00:34.751Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:34.758Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:34.762Z] [STDOUT]   \"cf-ray\": \"a4297471985c5d90-FRA\",\n[2026-09-29T08:00:34.769Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:00:34.776Z] [STDOUT] [log_df2fb8] response parsed {\n[2026-09-29T08:00:34.781Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:34.788Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:34.801Z] [STDOUT]   body: X {\n[2026-09-29T08:00:34.807Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:00:34.824Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:00:34.841Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:00:34.850Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:00:34.872Z] [STDOUT]     },\n[2026-09-29T08:00:34.876Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:00:34.883Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:00:34.886Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:00:34.888Z] [STDOUT]   },\n[2026-09-29T08:00:34.891Z] [STDOUT]   durationMs: 857,\n[2026-09-29T08:00:34.894Z] [STDOUT] }\n[2026-09-29T08:00:35.285Z] [INFO] {\n[2026-09-29T08:00:35.285Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:35.285Z] [INFO]   \"message\": {\n[2026-09-29T08:00:35.285Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:35.285Z] [INFO]     \"id\": \"msg_011CfXNukjAdztjqc7HDNobE\",\n[2026-09-29T08:00:35.285Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:35.285Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:35.285Z] [INFO]     \"content\": [\n[2026-09-29T08:00:35.285Z] [INFO]       {\n[2026-09-29T08:00:35.285Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:00:35.285Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:00:35.285Z] [INFO]         \"signature\": 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}\n[2026-09-29T08:00:35.285Z] [INFO]     ],\n[2026-09-29T08:00:35.285Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:35.285Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:35.285Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:35.285Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:35.285Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:35.285Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:35.285Z] [INFO]       \"cache_creation_input_tokens\": 415,\n[2026-09-29T08:00:35.285Z] [INFO]       \"cache_read_input_tokens\": 80234,\n[2026-09-29T08:00:35.285Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:35.285Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:35.285Z] [INFO]         \"ephemeral_1h_input_tokens\": 415\n[2026-09-29T08:00:35.285Z] [INFO]       },\n[2026-09-29T08:00:35.285Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T08:00:35.285Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:35.285Z] [INFO]      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\"claude-opus-5-5\",\n[2026-09-29T08:00:35.297Z] [INFO]     \"id\": \"msg_011CfXNukjAdztjqc7HDNobE\",\n[2026-09-29T08:00:35.297Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:35.297Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:35.297Z] [INFO]     \"content\": [\n[2026-09-29T08:00:35.297Z] [INFO]       {\n[2026-09-29T08:00:35.297Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:00:35.297Z] [INFO]         \"text\": \"Recent entries don't bump the CHANGELOG version, so I'll leave it. Re-running the validators, then committing:\"\n[2026-09-29T08:00:35.297Z] [INFO]       }\n[2026-09-29T08:00:35.297Z] [INFO]     ],\n[2026-09-29T08:00:35.297Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:35.297Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:35.297Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:35.297Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:35.297Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:35.297Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:35.297Z] [INFO]       \"cache_creation_input_tokens\": 415,\n[2026-09-29T08:00:35.297Z] [INFO]       \"cache_read_input_tokens\": 80234,\n[2026-09-29T08:00:35.297Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:35.297Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:35.297Z] [INFO]         \"ephemeral_1h_input_tokens\": 415\n[2026-09-29T08:00:35.297Z] [INFO]       },\n[2026-09-29T08:00:35.297Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T08:00:35.297Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:35.297Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:35.297Z] [INFO]     },\n[2026-09-29T08:00:35.297Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:35.297Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:35.297Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:35.297Z] [INFO]   },\n[2026-09-29T08:00:35.297Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:35.297Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:35.297Z] [INFO]   \"uuid\": \"6bb91cd9-b642-4d28-a771-43e364b0db50\",\n[2026-09-29T08:00:35.297Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:35.282Z\",\n[2026-09-29T08:00:35.297Z] [INFO]   \"request_id\": \"req_011CfXNukHsdsUKC5JQavDaK\"\n[2026-09-29T08:00:35.297Z] [INFO] }\n[2026-09-29T08:00:36.985Z] [INFO] {\n[2026-09-29T08:00:36.985Z] [INFO]   \"type\": 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tools/generate-manifest.py --check\\\" \\\"bash tools/test-validate-rrp-links.sh\\\"; do $v >/tmp/v.log 2>&1 && echo \\\"PASS $v\\\" || { echo \\\"FAIL $v\\\"; tail -8 /tmp/v.log; }; done; cat /tmp/tep.log | tail -4\",\n[2026-09-29T08:00:36.985Z] [INFO]           \"description\": \"Re-run validators after edits\"\n[2026-09-29T08:00:36.985Z] [INFO]         },\n[2026-09-29T08:00:36.985Z] [INFO]         \"caller\": {\n[2026-09-29T08:00:36.985Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:00:36.985Z] [INFO]         }\n[2026-09-29T08:00:36.985Z] [INFO]       }\n[2026-09-29T08:00:36.985Z] [INFO]     ],\n[2026-09-29T08:00:36.985Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:36.985Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:36.985Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:36.985Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:36.985Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:36.985Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:36.985Z] [INFO]       \"cache_creation_input_tokens\": 415,\n[2026-09-29T08:00:36.985Z] [INFO]       \"cache_read_input_tokens\": 80234,\n[2026-09-29T08:00:36.985Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:36.985Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:36.985Z] [INFO]         \"ephemeral_1h_input_tokens\": 415\n[2026-09-29T08:00:36.985Z] [INFO]       },\n[2026-09-29T08:00:36.985Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T08:00:36.985Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:36.985Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:36.985Z] [INFO]     },\n[2026-09-29T08:00:36.985Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:36.985Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:36.985Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:36.985Z] [INFO]   },\n[2026-09-29T08:00:36.985Z] [INFO]   \"parent_tool_use_id\": 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}\n[2026-09-29T08:01:07.044Z] [INFO] {\n[2026-09-29T08:01:07.044Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T08:01:07.044Z] [INFO]   \"tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B-heartbeat-0\",\n[2026-09-29T08:01:07.044Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T08:01:07.044Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B\",\n[2026-09-29T08:01:07.044Z] [INFO]   \"elapsed_time_seconds\": 30,\n[2026-09-29T08:01:07.044Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T08:01:07.044Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:01:07.044Z] [INFO]   \"uuid\": \"6f177b27-cede-4bae-b5aa-d58916e0a327\"\n[2026-09-29T08:01:07.044Z] [INFO] }\n[2026-09-29T08:01:37.013Z] [INFO] {\n[2026-09-29T08:01:37.013Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T08:01:37.013Z] [INFO]   \"tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B-heartbeat-1\",\n[2026-09-29T08:01:37.013Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T08:01:37.013Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B\",\n[2026-09-29T08:01:37.013Z] [INFO]   \"elapsed_time_seconds\": 60,\n[2026-09-29T08:01:37.013Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T08:01:37.013Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:01:37.013Z] [INFO]   \"uuid\": \"7c937bc1-58ad-44a9-a4bd-1ed14f1aaaca\"\n[2026-09-29T08:01:37.013Z] [INFO] }\n[2026-09-29T08:02:04.303Z] [INFO] {\n[2026-09-29T08:02:04.303Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"task_id\": \"b7pz11o1n\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"summary\": \"Re-run validators after edits\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"uuid\": \"f86755a5-85ff-4d7e-aa0f-1626bbb37717\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:02:04.303Z] [INFO] }\n[2026-09-29T08:02:04.553Z] [INFO] {\n[2026-09-29T08:02:04.553Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:02:04.553Z] [INFO]   \"message\": {\n[2026-09-29T08:02:04.553Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:02:04.553Z] [INFO]     \"content\": [\n[2026-09-29T08:02:04.553Z] [INFO]       {\n[2026-09-29T08:02:04.553Z] [INFO]         \"tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B\",\n[2026-09-29T08:02:04.553Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:02:04.553Z] [INFO]         \"content\": \"PASS ./tools/validate-frontmatter.sh .\\nPASS ./tools/validate-file-naming.sh\\nPASS ./tools/validate-repository-structure.sh\\nPASS ./tools/validate-rrp-links.sh\\nPASS python3 tools/generate-manifest.py --check\\nPASS bash tools/test-validate-rrp-links.sh\\n\\nOK\\nERROR: install pinned dependencies with pip install -r requirements.txt\\nexit 2\",\n[2026-09-29T08:02:04.553Z] [INFO]         \"is_error\": false\n[2026-09-29T08:02:04.553Z] [INFO]       }\n[2026-09-29T08:02:04.553Z] [INFO]     ]\n[2026-09-29T08:02:04.553Z] [INFO]   },\n[2026-09-29T08:02:04.553Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:04.553Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:04.553Z] [INFO]   \"uuid\": \"7fb300bd-46d3-4d31-8d22-94af77f5d418\",\n[2026-09-29T08:02:04.553Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:04.499Z\",\n[2026-09-29T08:02:04.553Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:02:04.553Z] [INFO]     \"stdout\": \"PASS ./tools/validate-frontmatter.sh .\\nPASS ./tools/validate-file-naming.sh\\nPASS ./tools/validate-repository-structure.sh\\nPASS ./tools/validate-rrp-links.sh\\nPASS python3 tools/generate-manifest.py --check\\nPASS bash tools/test-validate-rrp-links.sh\\n\\nOK\\nERROR: install pinned dependencies with pip install -r requirements.txt\\nexit 2\",\n[2026-09-29T08:02:04.553Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:02:04.553Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:02:04.553Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:02:04.553Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:02:04.553Z] [INFO]   }\n[2026-09-29T08:02:04.553Z] [INFO] }\n[2026-09-29T08:02:05.230Z] [STDOUT] [log_08adca] sending request {\n[2026-09-29T08:02:05.235Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:02:05.242Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:05.255Z] [STDOUT]   options: {\n[2026-09-29T08:02:05.262Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:02:05.266Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:02:05.277Z] [STDOUT]     body: {\n[2026-09-29T08:02:05.279Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:02:05.282Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:02:05.287Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:02:05.290Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:02:05.295Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:02:05.315Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:02:05.322Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:02:05.329Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:02:05.345Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:02:05.350Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:02:05.356Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:02:05.362Z] [STDOUT]       stream: true,\n[2026-09-29T08:02:05.371Z] [STDOUT]     },\n[2026-09-29T08:02:05.375Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:02:05.379Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:02:05.383Z] [STDOUT]       aborted: false,\n[2026-09-29T08:02:05.385Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:02:05.406Z] [STDOUT]       onabort: null,\n[2026-09-29T08:02:05.409Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:02:05.412Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:02:05.416Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:02:05.419Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:02:05.426Z] [STDOUT]     },\n[2026-09-29T08:02:05.441Z] [STDOUT]     stream: true,\n[2026-09-29T08:02:05.449Z] [STDOUT]   },\n[2026-09-29T08:02:05.461Z] [STDOUT]   headers: {\n[2026-09-29T08:02:05.464Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:02:05.470Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:02:05.476Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:02:05.480Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:02:05.487Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:02:05.496Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:02:05.500Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:02:05.503Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:02:05.508Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:02:05.511Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=87448\",\n[2026-09-29T08:02:05.514Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:02:05.516Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:02:05.518Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:05.520Z] [STDOUT]     \"x-client-request-id\": \"04059fd8-2287-49e8-96e1-ca8f008c9dee\",\n[2026-09-29T08:02:05.523Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:02:05.530Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:02:05.532Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:02:05.538Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:02:05.540Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:02:05.543Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:02:05.545Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:02:05.547Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:02:05.554Z] [STDOUT]   },\n[2026-09-29T08:02:05.556Z] [STDOUT] }\n[2026-09-29T08:02:06.168Z] [STDOUT] [log_08adca, request-id: \"req_011CfXP2WPA4ow2nTFBzdLdZ\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 958ms\n[2026-09-29T08:02:06.173Z] [STDOUT] [log_08adca] response start {\n[2026-09-29T08:02:06.177Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:06.185Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:06.193Z] [STDOUT]   headers: {\n[2026-09-29T08:02:06.200Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:06.204Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:06.208Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:06.214Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.45\",\n[2026-09-29T08:02:06.252Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:06.256Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:06.258Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:06.261Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:06.263Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:06.266Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:06.276Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:06.284Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:06.287Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:06.291Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:06.293Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:06.295Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:06.296Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:06.299Z] [STDOUT]     \"cf-ray\": \"a42976aee8535d90-FRA\",\n[2026-09-29T08:02:06.301Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:02:06.303Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:06.304Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:06.306Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:06.313Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:02:06 GMT\",\n[2026-09-29T08:02:06.315Z] [STDOUT]     \"request-id\": \"req_011CfXP2WPA4ow2nTFBzdLdZ\",\n[2026-09-29T08:02:06.318Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:02:06.320Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:06.322Z] [STDOUT]     traceresponse: \"00-b476b110f1f5faacc0123d57231e78e6-6ce84413478ea198-01\",\n[2026-09-29T08:02:06.323Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:06.326Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:02:06.327Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:06.329Z] [STDOUT]   },\n[2026-09-29T08:02:06.332Z] [STDOUT]   durationMs: 958,\n[2026-09-29T08:02:06.334Z] [STDOUT] }\n[2026-09-29T08:02:06.336Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:02:06.338Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:02:06 GMT\",\n[2026-09-29T08:02:06.340Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:06.342Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:06.344Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:02:06.345Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:06.347Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:06.354Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:06.358Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:02:06.360Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:06.363Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:06.366Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:06.370Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:06.372Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:06.375Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.45\",\n[2026-09-29T08:02:06.377Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:06.379Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:06.381Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:06.383Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:06.387Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:06.389Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:06.391Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:06.393Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:06.396Z] [STDOUT]   \"request-id\": \"req_011CfXP2WPA4ow2nTFBzdLdZ\",\n[2026-09-29T08:02:06.398Z] [STDOUT]   \"traceresponse\": \"00-b476b110f1f5faacc0123d57231e78e6-6ce84413478ea198-01\",\n[2026-09-29T08:02:06.401Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:06.403Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:06.406Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:02:06.408Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:06.411Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:06.413Z] [STDOUT]   \"cf-ray\": \"a42976aee8535d90-FRA\",\n[2026-09-29T08:02:06.417Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:02:06.420Z] [STDOUT] [log_08adca] response parsed {\n[2026-09-29T08:02:06.423Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:06.425Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:06.427Z] [STDOUT]   body: X {\n[2026-09-29T08:02:06.429Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:06.432Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:06.434Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:06.438Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:06.443Z] [STDOUT]     },\n[2026-09-29T08:02:06.453Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:06.455Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:06.458Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:06.460Z] [STDOUT]   },\n[2026-09-29T08:02:06.461Z] [STDOUT]   durationMs: 967,\n[2026-09-29T08:02:06.463Z] [STDOUT] }\n[2026-09-29T08:02:07.517Z] [INFO] {\n[2026-09-29T08:02:07.517Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:07.517Z] [INFO]   \"message\": {\n[2026-09-29T08:02:07.517Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:07.517Z] [INFO]     \"id\": \"msg_011CfXP2WoxQF47raVcK11kP\",\n[2026-09-29T08:02:07.517Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:07.517Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:07.517Z] [INFO]     \"content\": [\n[2026-09-29T08:02:07.517Z] [INFO]       {\n[2026-09-29T08:02:07.517Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:02:07.517Z] [INFO]         \"id\": \"toolu_01QfhgpQtTZB6TyJMd5p7aAQ\",\n[2026-09-29T08:02:07.517Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:02:07.517Z] [INFO]         \"input\": {\n[2026-09-29T08:02:07.517Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; tail -5 /tmp/pip.log; cat requirements.txt; grep -n 'install pinned' -r tools/*.sh projects/ba-ai-process/dist/*/tools/*.py 2>/dev/null | head -3\",\n[2026-09-29T08:02:07.517Z] [INFO]           \"description\": \"Check why dependencies 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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:11.740Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:11.743Z] [STDOUT]   body: X {\n[2026-09-29T08:02:11.747Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:11.749Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:11.752Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:11.754Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:11.756Z] [STDOUT]     },\n[2026-09-29T08:02:11.759Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:11.761Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:11.770Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:11.773Z] [STDOUT]   },\n[2026-09-29T08:02:11.779Z] [STDOUT]   durationMs: 875,\n[2026-09-29T08:02:11.785Z] [STDOUT] }\n[2026-09-29T08:02:12.345Z] [INFO] {\n[2026-09-29T08:02:12.345Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:12.345Z] [INFO] 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\"content\": [\n[2026-09-29T08:02:12.493Z] [INFO]       {\n[2026-09-29T08:02:12.493Z] [INFO]         \"tool_use_id\": \"toolu_01UHkgRF2UyKgcXL6pYGEfZq\",\n[2026-09-29T08:02:12.493Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:02:12.493Z] [INFO]         \"content\": \"Command running in background with ID: bciyyo5i9. Output is being written to: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bciyyo5i9.output. You will be notified when it completes. To check interim output, use Read on that file path.\\nSession cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\",\n[2026-09-29T08:02:12.493Z] [INFO]         \"is_error\": false\n[2026-09-29T08:02:12.493Z] [INFO]       }\n[2026-09-29T08:02:12.493Z] [INFO]     ]\n[2026-09-29T08:02:12.493Z] [INFO]   },\n[2026-09-29T08:02:12.493Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:12.493Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:12.493Z] [INFO]   \"uuid\": \"4a609197-0826-4031-807b-16ae0da21db8\",\n[2026-09-29T08:02:12.493Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:12.480Z\",\n[2026-09-29T08:02:12.493Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:02:12.493Z] [INFO]     \"stdout\": \"\",\n[2026-09-29T08:02:12.493Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:02:12.493Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:02:12.493Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:02:12.493Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:02:12.493Z] [INFO]     \"backgroundTaskId\": \"bciyyo5i9\",\n[2026-09-29T08:02:12.493Z] [INFO]     \"backgroundCwdHint\": \"Session cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\"\n[2026-09-29T08:02:12.493Z] [INFO]   }\n[2026-09-29T08:02:12.493Z] [INFO] }\n[2026-09-29T08:02:14.453Z] [INFO] {\n[2026-09-29T08:02:14.453Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:14.453Z] [INFO]   \"message\": {\n[2026-09-29T08:02:14.453Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:14.453Z] [INFO]     \"id\": \"msg_011CfXP2pHw62t2mvx5ZZy7H\",\n[2026-09-29T08:02:14.453Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:14.453Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:14.453Z] [INFO]     \"content\": [\n[2026-09-29T08:02:14.453Z] [INFO]       {\n[2026-09-29T08:02:14.453Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:02:14.453Z] [INFO]         \"id\": \"toolu_01SKgeKdkqgzf6NtYHhEuGaH\",\n[2026-09-29T08:02:14.453Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:02:14.453Z] [INFO]         \"input\": {\n[2026-09-29T08:02:14.453Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git add -A && git commit -q -m \\\"docs(ba-ai-process): add meta-model presentation slides and speaker script (#646)\\n\\nTwo linked documents for the Head of AI development at Mango, synced by\\nslide number: a 10-slide Assertion-Evidence template with image prompts\\nand absolute source links, and a speaker script with bridges and a Q&A\\nbank for a technical audience. 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[STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:20.541Z] [STDOUT]   \"request-id\": \"req_011CfXP3XnmnPiBAY9XSbXtR\",\n[2026-09-29T08:02:20.544Z] [STDOUT]   \"traceresponse\": \"00-7eb13a9a527d0442eddccb4b23abb40c-f70ed75d36529798-01\",\n[2026-09-29T08:02:20.548Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:20.550Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:20.553Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:02:20.556Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:20.558Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:20.560Z] [STDOUT]   \"cf-ray\": \"a4297705cbc25d90-FRA\",\n[2026-09-29T08:02:20.563Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:02:20.566Z] [STDOUT] [log_609179] response parsed {\n[2026-09-29T08:02:20.568Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:20.571Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:20.573Z] [STDOUT]   body: X {\n[2026-09-29T08:02:20.576Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:20.578Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:20.580Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:20.583Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:20.585Z] [STDOUT]     },\n[2026-09-29T08:02:20.587Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:20.589Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:20.596Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:20.601Z] [STDOUT]   },\n[2026-09-29T08:02:20.604Z] [STDOUT]   durationMs: 1179,\n[2026-09-29T08:02:20.609Z] [STDOUT] }\n[2026-09-29T08:02:20.613Z] [INFO] {\n[2026-09-29T08:02:20.613Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:20.613Z] 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#646.\\n\\n### \ud83d\udccb Issue Reference\\nFixes #646\\n\\n### \ud83d\udea7 Status\\n**Work in Progress** - The AI assistant is currently analyzing and implementing the solution draft.\\n\\n### \ud83d\udcdd Implementation Details\\n_Details will be added as the solution draft is developed..._\\n\\n---\\n*This PR was created automatically by the AI issue solver*\",\n[2026-09-29T08:02:28.278Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:02:28.278Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:02:28.278Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:02:28.278Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:02:28.278Z] [INFO]   }\n[2026-09-29T08:02:28.278Z] [INFO] }\n[2026-09-29T08:02:28.357Z] [STDOUT] [log_266a87] sending request {\n[2026-09-29T08:02:28.360Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:02:28.369Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:28.371Z] [STDOUT]   options: {\n[2026-09-29T08:02:28.374Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:02:28.377Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:02:28.381Z] [STDOUT]     body: {\n[2026-09-29T08:02:28.392Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:02:28.396Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:02:28.401Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:02:28.405Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:02:28.408Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:02:28.412Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:02:28.416Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:02:28.418Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:02:28.422Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:02:28.425Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:02:28.427Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:02:28.430Z] [STDOUT]       stream: true,\n[2026-09-29T08:02:28.434Z] [STDOUT]     },\n[2026-09-29T08:02:28.437Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:02:28.439Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:02:28.442Z] [STDOUT]       aborted: false,\n[2026-09-29T08:02:28.446Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:02:28.449Z] [STDOUT]       onabort: null,\n[2026-09-29T08:02:28.451Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:02:28.454Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:02:28.456Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:02:28.458Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:02:28.461Z] [STDOUT]     },\n[2026-09-29T08:02:28.464Z] [STDOUT]     stream: true,\n[2026-09-29T08:02:28.466Z] [STDOUT]   },\n[2026-09-29T08:02:28.468Z] [STDOUT]   headers: {\n[2026-09-29T08:02:28.470Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:02:28.472Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:02:28.475Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:02:28.478Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:02:28.481Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:02:28.483Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:02:28.486Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:02:28.488Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:02:28.490Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:02:28.492Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=5286\",\n[2026-09-29T08:02:28.494Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:02:28.496Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:02:28.500Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:28.503Z] [STDOUT]     \"x-client-request-id\": \"3f21db13-0e70-45c3-8540-6defadedec90\",\n[2026-09-29T08:02:28.505Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:02:28.507Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:02:28.509Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:02:28.511Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:02:28.513Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:02:28.516Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:02:28.518Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:02:28.524Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:02:28.526Z] [STDOUT]   },\n[2026-09-29T08:02:28.529Z] [STDOUT] }\n[2026-09-29T08:02:29.096Z] [STDOUT] [log_266a87, request-id: \"req_011CfXP4D6AJBzSJguEVzoBb\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 740ms\n[2026-09-29T08:02:29.101Z] [STDOUT] [log_266a87] response start {\n[2026-09-29T08:02:29.111Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:29.127Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:29.131Z] [STDOUT]   headers: {\n[2026-09-29T08:02:29.137Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:29.139Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:29.142Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:29.146Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:29.150Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:29.153Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:29.160Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:29.166Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:29.174Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:29.181Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:29.187Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:29.193Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:29.195Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:29.201Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:29.205Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:29.207Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:29.209Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:29.216Z] [STDOUT]     \"cf-ray\": \"a429773f4d7d5d90-FRA\",\n[2026-09-29T08:02:29.219Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:02:29.222Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:29.227Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:29.232Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:29.237Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:02:29 GMT\",\n[2026-09-29T08:02:29.242Z] [STDOUT]     \"request-id\": \"req_011CfXP4D6AJBzSJguEVzoBb\",\n[2026-09-29T08:02:29.247Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:02:29.250Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:29.255Z] [STDOUT]     traceresponse: \"00-35f698f0fb3f618e14f4edc68b1669af-426f0f848ab27e9d-01\",\n[2026-09-29T08:02:29.258Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:29.260Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:02:29.263Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:29.268Z] [STDOUT]   },\n[2026-09-29T08:02:29.272Z] [STDOUT]   durationMs: 740,\n[2026-09-29T08:02:29.276Z] [STDOUT] }\n[2026-09-29T08:02:29.279Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:02:29.288Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:02:29 GMT\",\n[2026-09-29T08:02:29.294Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:29.300Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:29.303Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:02:29.306Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:29.310Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:29.314Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:29.316Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:02:29.318Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:29.323Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:29.325Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:29.327Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:29.330Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:29.332Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:29.335Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:29.338Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:29.340Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:29.343Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:29.346Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:29.349Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:29.350Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:29.352Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:29.354Z] [STDOUT]   \"request-id\": \"req_011CfXP4D6AJBzSJguEVzoBb\",\n[2026-09-29T08:02:29.357Z] [STDOUT]   \"traceresponse\": \"00-35f698f0fb3f618e14f4edc68b1669af-426f0f848ab27e9d-01\",\n[2026-09-29T08:02:29.361Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:29.364Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:29.368Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:02:29.370Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:29.372Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:29.375Z] [STDOUT]   \"cf-ray\": \"a429773f4d7d5d90-FRA\",\n[2026-09-29T08:02:29.377Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:02:29.379Z] [STDOUT] [log_266a87] response parsed {\n[2026-09-29T08:02:29.385Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:29.389Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:29.391Z] [STDOUT]   body: X {\n[2026-09-29T08:02:29.393Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:29.397Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:29.399Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:29.403Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:29.406Z] [STDOUT]     },\n[2026-09-29T08:02:29.410Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:29.415Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:29.420Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:29.424Z] [STDOUT]   },\n[2026-09-29T08:02:29.426Z] [STDOUT]   durationMs: 741,\n[2026-09-29T08:02:29.430Z] [STDOUT] }\n[2026-09-29T08:02:29.858Z] [INFO] {\n[2026-09-29T08:02:29.858Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:29.858Z] [INFO]   \"message\": {\n[2026-09-29T08:02:29.858Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:29.858Z] [INFO]     \"id\": \"msg_011CfXP4DXhgFUMJfjBYJLKY\",\n[2026-09-29T08:02:29.858Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:29.858Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:29.858Z] [INFO]     \"content\": [\n[2026-09-29T08:02:29.858Z] [INFO]       {\n[2026-09-29T08:02:29.858Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:02:29.858Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:02:29.858Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T08:02:29.858Z] [INFO]       }\n[2026-09-29T08:02:29.858Z] [INFO]     ],\n[2026-09-29T08:02:29.858Z] [INFO]     \"container\": null,\n[2026-09-29T08:02:29.858Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:02:29.858Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:02:29.858Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:02:29.858Z] [INFO]     \"usage\": {\n[2026-09-29T08:02:29.858Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:02:29.858Z] [INFO]       \"cache_creation_input_tokens\": 626,\n[2026-09-29T08:02:29.858Z] [INFO]       \"cache_read_input_tokens\": 82402,\n[2026-09-29T08:02:29.858Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:02:29.858Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:02:29.858Z] [INFO]         \"ephemeral_1h_input_tokens\": 626\n[2026-09-29T08:02:29.858Z] [INFO]       },\n[2026-09-29T08:02:29.858Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T08:02:29.858Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:02:29.858Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:02:29.858Z] [INFO]     },\n[2026-09-29T08:02:29.858Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:02:29.858Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:02:29.858Z] [INFO]     \"context_management\": null\n[2026-09-29T08:02:29.858Z] [INFO]   },\n[2026-09-29T08:02:29.858Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:29.858Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:29.858Z] [INFO]   \"uuid\": \"a56ef021-89d9-4c20-b9b3-489006baaa14\",\n[2026-09-29T08:02:29.858Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:29.847Z\",\n[2026-09-29T08:02:29.858Z] [INFO]   \"request_id\": \"req_011CfXP4D6AJBzSJguEVzoBb\"\n[2026-09-29T08:02:29.858Z] [INFO] }\n[2026-09-29T08:02:29.868Z] [INFO] {\n[2026-09-29T08:02:29.868Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:29.868Z] [INFO]   \"message\": {\n[2026-09-29T08:02:29.868Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:29.868Z] [INFO]     \"id\": \"msg_011CfXP4DXhgFUMJfjBYJLKY\",\n[2026-09-29T08:02:29.868Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:29.868Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:29.868Z] [INFO]     \"content\": [\n[2026-09-29T08:02:29.868Z] [INFO]       {\n[2026-09-29T08:02:29.868Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:02:29.868Z] [INFO]         \"text\": \"There are no new comments and main hasn't moved. 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#628/#636. \u042d\u0442\u043e \u0442\u0435 \u0436\u0435 \u0441\u0435\u043c\u044c \u0444\u0430\u0439\u043b\u043e\u0432, \u0442\u0435 \u0436\u0435 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0438 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0447\u0442\u0435\u043d\u0438\u044f, \u0431\u043b\u043e\u043a\u0438 \u00ab\u0413\u0434\u0435 / \u041a\u043e\u043c\u0430\u043d\u0434\u0430 / \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 / \u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435\u00bb, \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f \u0432\u043d\u0438\u0437\u0443 \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u0441 \u044f\u043a\u043e\u0440\u044f\u043c\u0438 `#term-\u2026`.\\n\\n**\u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e Windows 10/11 (x64)**, \u043f\u043e [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/641). \u041a\u043e\u043c\u0430\u043d\u0434\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u2014 Windows PowerShell 5.1 \u0438\u043b\u0438 PowerShell 7, Python 3.10+ \u0441 python.org, Git for Windows. \u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0434\u0451\u0442 \u0432 \u0434\u0432\u0443\u0445 \u043e\u043a\u043d\u0430\u0445 PowerShell: A \u2014 \u0434\u0438\u0430\u043b\u043e\u0433 \u0441 GigaCode, B \u2014 runner `python tools/run-task.py`.\\n- \u0412\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, `README.md`, `AGENTS.md` \u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u0431\u043b\u043e\u043a\u0438 `powershell`. \u041f\u0443\u0442\u0438 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 `$env:USERPROFILE\\\\bcreq-pilot\\\\\u2026`. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f `python` (\u043d\u0435 `python3`) \u0438 `python tools/run-task.py` / `python tools/validate-package.py` \u0432\u043c\u0435\u0441\u0442\u043e sh-\u043e\u0431\u0451\u0440\u0442\u043e\u043a. \u041e\u0431\u0451\u0440\u0442\u043a\u0438 `tools/run-task` \u0438 `tools/validate-package.sh` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f CI \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f-\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430.\\n- \u0412 `02-install.md` \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0449\u0438\u043a\u0438 Git for Windows \u0438 Python (\u00abAdd python.exe to PATH\u00bb) \u0438 \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438 Windows: \u0437\u0430\u0433\u043b\u0443\u0448\u043a\u0430 Microsoft Store, ExecutionPolicy \u0434\u043b\u044f `gigacode`, \u00ab\u043d\u0435 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u043d\u043e \u043a\u0430\u043a \u0438\u043c\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043b\u0435\u0442\u0430\u00bb.\\n- \u0412 `03-deploy-package.md` \u043f\u0430\u043a\u0435\u0442 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043a\u043b\u043e\u043d\u043e\u043c \u0438\u043b\u0438 \u043a\u043e\u043f\u0438\u0435\u0439 `Copy-Item`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0441\u0442\u0430\u0432\u044f\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 `python -m pip`. \u0422\u0430\u043c \u0436\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u044b KB \u0432 `kb-source\\\\`, `.gigacode\\\\settings.json` \u0447\u0435\u0440\u0435\u0437 `notepad` \u0438 `$env:CONFLUENCE_TOKEN`.\\n- \u0412 `05-commands-reference.md` \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 Working \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u043a\u0430\u043a here-string `@'\u2026'@ | python -`, \u0447\u0442\u0435\u043d\u0438\u0435 trace \u2014 \u0447\u0435\u0440\u0435\u0437 `Get-Content -Encoding UTF8 -Tail 1`. \u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014 `git -C source-lab pull` \u043f\u043b\u044e\u0441 `Copy-Item -Recurse -Force`; \u044d\u0442\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u0438 \u0441\u043a\u0440\u044b\u0442\u0443\u044e \u043f\u0430\u043f\u043a\u0443 `.gigacode`.\\n\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0430\u043a\u0435\u0442\u0430, \u0431\u0435\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u043d\u0430 Windows \u043d\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442. \u041a\u0430\u0436\u0434\u043e\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e \u0442\u0435\u0441\u0442\u043e\u043c \u043d\u0430 Windows-\u0443\u0441\u043b\u043e\u0432\u0438\u044f\u0445:\\n- `.gitattributes` (`* -text`) \u0432 \u043f\u0430\u043a\u0435\u0442\u0435. \u0411\u0435\u0437 \u043d\u0435\u0433\u043e Git for Windows (`core.autocrlf=true`) \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 LF \u0432 CRLF, \u0438 `G-mach` \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442 \u043a\u043b\u043e\u043d \u043f\u043e \u0445\u044d\u0448\u0430\u043c \u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0430.\\n- `validate-package.py` \u0438 `bcreq_pipeline.py` \u0447\u0438\u0442\u0430\u044e\u0442 \u0444\u0430\u0439\u043b\u044b \u043a\u0430\u043a `utf-8-sig`. Windows PowerShell 5.1 (`Set-Content -Encoding UTF8`) \u0438 \u0411\u043b\u043e\u043a\u043d\u043e\u0442 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 BOM.\\n- `validate-package.py` \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `.git/` \u043a\u043b\u043e\u043d\u0430 runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.\\n- `run-task.py` \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `G-mach` \u0441 `PYTHONIOENCODING=utf-8`. `validate-package.py`, `bcreq_pipeline.py` \u0438 `run-task.py` \u043f\u0440\u0438 \u0432\u044b\u0432\u043e\u0434\u0435 \u0432 \u043a\u0430\u043d\u0430\u043b \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0441\u0438\u043c\u0432\u043e\u043b\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u0435\u0442 \u0432 ANSI-\u043a\u043e\u0434\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435, \u043d\u0430 escape-\u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438, \u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u044e\u0442 \u0441 `UnicodeEncodeError`. \u042d\u0442\u043e \u043d\u0430\u0448\u043b\u0430 CI-\u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides`: \u0442\u0430\u043c \u0441\u0442\u043e\u0438\u0442 cp1252.\\n\\nGigaCode-\u043f\u0430\u043a\u0435\u0442 \u043d\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0438\u0437 Source, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0430\u0432\u043a\u0438 \u0432\u043d\u0435\u0441\u0435\u043d\u044b \u043f\u0440\u044f\u043c\u043e \u0432 `dist/`. `outputs.hashes` \u0432 `package-manifest.yaml` \u043f\u0435\u0440\u0435\u0441\u0447\u0438\u0442\u0430\u043d \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u043c `experiments/issue_638_update_manifest_hashes.py`.\\n\\n| \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | \u0427\u0442\u043e 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\u043c\u0435\u0442\u0440\u0438\u043a\u0438, \u0441\u0431\u0440\u043e\u0441 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n| `05-commands-reference.md` | \u041a\u043e\u043c\u0430\u043d\u0434\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u044f\u0437\u044b\u043a\u043e\u043c, \u00ab\u0417\u0430\u043f\u0435\u0447\u0430\u0442\u0430\u0442\u044c Working\u00bb, \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430, \u0447\u0442\u0435\u043d\u0438\u0435 trace, \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430, \u0440\u0435\u0436\u0438\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0447\u0435\u0433\u043e \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0435\u0442 |\\n| `06-working-with-gigacode.md` | \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f 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Windows-\u0443\u0441\u043b\u043e\u0432\u0438\u0439 runner |\\n| `.github/workflows/validate.yml` | \u041d\u043e\u0432\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides` (`windows-latest`, \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `powershell` / `pwsh`); \u0432 \u043f\u0440\u0435\u0436\u043d\u0435\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 `validate` \u0437\u0430\u0434\u0430\u043d `GUIDE_SHELL: pwsh`, \u0447\u0442\u043e\u0431\u044b \u0442\u0435\u0441\u0442 \u043d\u0435 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u043b\u0441\u044f |\\n| `ops/backlog.md` | \u0421\u043f\u0440\u0438\u043d\u0442 27, \u0437\u0430\u0434\u0430\u0447\u0438 B-219\u2026B-221 (TODO) \u0438 B-222 (DONE \u0434\u043b\u044f Windows 10/11); \u0432\u0435\u0440\u0441\u0438\u044f 1.68 \u0438 \u0435\u0451 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0432 `validate-repository-structure.sh` |\\n\\n\u041d\u0430\u0439\u0434\u0435\u043d\u043e \u043f\u0440\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435 \u0438 \u0443\u0447\u0442\u0435\u043d\u043e \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438:\\n- \u0435\u0441\u043b\u0438 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c KB \u0438\u0437 runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 `docs/kb/` \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0430\u0434\u0430\u0435\u0442: \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442, \u0430 `index.md` \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 KB \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0440\u044f\u0434\u043e\u043c \u0441 \u043f\u0430\u043a\u0435\u0442\u043e\u043c, \u0430 \u0432 `docs/kb/` \u043a\u043b\u0430\u0434\u0443\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0442\u0430\u0442\u044c\u0438;\\n- \u0447\u0435\u0440\u0435\u0437 `!` \u0432 GigaCode \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0441 G-human \u043d\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 (`human gate requires an interactive terminal`), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 runner \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432 \u043e\u043a\u043d\u0435 B;\\n- \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 runner \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0432 `blocked`, \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u2014 \u043e\u0442\u0441\u044e\u0434\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb.\\n\\n## \u0420\u0430\u0437\u0440\u044b\u0432\u044b\\n| \u2116 | \u0420\u0430\u0437\u0440\u044b\u0432 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 |\\n|---|---|---|\\n| ~~\u041e-1~~ | ~~\u041a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 Linux~~ | **\u0421\u043d\u044f\u0442 \u0432 \u044d\u0442\u043e\u043c PR** (B-222 DONE): \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u2014 Windows 10/11, \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 PowerShell \u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0432 CI \u043d\u0430 Windows PowerShell 5.1 \u0438 PowerShell 7. \u041d\u043e\u043c\u0435\u0440 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f |\\n| \u041e-2 | GigaCode \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430\u043c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 GitVerse \u0441 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u043c GigaCode | \u2014 (\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0435) |\\n| \u041e-3 | `rg-bcreq-v1-dispatcher` \u0432\u0435\u0434\u0451\u0442 \u0440\u0443\u0447\u043d\u043e\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 runner | B-221 |\\n| \u041e-4 | \u0412 \u043f\u0430\u043a\u0435\u0442\u0435 \u043d\u0435\u0442 \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 A-IN \u0434\u043b\u044f `TASK-0001`; \u043e\u043d \u0434\u0430\u043d \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u0432 `04` | B-220 |\\n| \u041e-5 | G-human \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u2014 (\u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e runner, \u0442\u0430\u043a \u0437\u0430\u0434\u0443\u043c\u0430\u043d\u043e; \u0432 Windows \u044d\u0442\u043e \u043e\u0431\u044b\u0447\u043d\u043e\u0435 \u043e\u043a\u043d\u043e PowerShell) |\\n| \u041e-6 | \u041e\u0442\u043a\u0430\u0437 runner \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | \u2014 (\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0442 \u041e\u0421 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442; \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e \u043d\u0430 Windows \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0442\u0435\u0441\u0442\u043e\u043c) |\\n| \u041e-7 | \u041f\u043e\u043b\u043d\u0430\u044f \u043a\u043e\u043f\u0438\u044f KB \u0432 `docs/kb/` \u043b\u043e\u043c\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0430\u043a\u0435\u0442\u0430 | \u2014 (\u043e\u0431\u0445\u043e\u0434 \u0432 `03`) |\\n| \u041e-8 | \u041d\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f Working; \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 \u0431\u043b\u043e\u043a PowerShell \u0432 `05` | B-219 (\u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 B-199 \u0434\u043b\u044f Cline) |\\n| \u041e-9 | \u041d\u0435\u0442 \u043d\u0430\u0432\u044b\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u0435\u0434\u0451\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043f\u043e \u0443\u0437\u043b\u0430\u043c; \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0430\u044f \u0444\u0440\u0430\u0437\u0430 | B-221 |\\n| \u041e-10 | \u041d\u0430\u0432\u044b\u043a\u0438 \u0443\u0437\u043b\u043e\u0432 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 Markdown, \u0430 runner \u043d\u0430 `n12`/`n13` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 JSON Working/Release | B-220 |\\n\\nB-200 (hooks Cline \u043d\u0430 Windows, \u041e-3 Cline-\u043f\u0430\u043a\u0435\u0442\u0430) \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\u043c Cline (#636). \u041f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043e\u043d\u0438 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u044d\u0442\u043e\u043c PR B-200 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f.\\n\\n\u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0438 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u0432 \u0442\u0435\u043a\u0441\u0442\u0435:\\n- \u0441\u0430\u043c GigaCode CLI \u0432 CI \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f: \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438 \u0440\u0435\u0436\u0438\u043c\u044b \u0441\u0432\u0435\u0440\u0435\u043d\u044b \u0441 [\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 GitVerse](https://gitverse.ru/docs/ai/ai-assistant-gigacode/gigacode-cli/commands); `/context` \u0438 `/copy` \u0443\u0431\u0440\u0430\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u0438\u0445 \u043d\u0435 \u0443\u0434\u0430\u043b\u043e\u0441\u044c;\\n- \u043c\u043e\u0436\u0435\u0442 \u043b\u0438 GigaCode \u0447\u0438\u0442\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0432\u043d\u0435 \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 (\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043f\u0440\u043e\u0441\u0438\u0442 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0432 `runs\\\\TASK-ID\\\\evidence\\\\sources\\\\`);\\n- \u043e\u0442\u0432\u0435\u0442 GigaCode \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e\u0431 `AGENTS.md` \u0432 `03` \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0443 \u0444\u0430\u0439\u043b\u0430, \u043d\u043e \u0442\u043e, \u0447\u0442\u043e GigaCode \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442 `AGENTS.md` \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438, \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e.\",\n[2026-09-29T08:02:33.256Z] [INFO]         \"is_error\": false\n[2026-09-29T08:02:33.256Z] [INFO]       }\n[2026-09-29T08:02:33.256Z] [INFO]     ]\n[2026-09-29T08:02:33.256Z] [INFO]   },\n[2026-09-29T08:02:33.256Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:33.256Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:33.256Z] [INFO]   \"uuid\": \"78def214-01d9-4086-a9e8-f6ec0d5d60c5\",\n[2026-09-29T08:02:33.256Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:33.181Z\",\n[2026-09-29T08:02:33.256Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:02:33.256Z] [INFO]     \"stdout\": \"[docs] GigaCode CLI: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0411\u0410 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 \u043a\u043b\u0430\u0441\u0442\u0435\u0440 docs/guides \u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443 Cline\\nCloses #638\\n\\n## \u0427\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u043d\u043e\\n\u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f GigaCode-\u043f\u0430\u043a\u0435\u0442\u0430 `junior-guide.md` (\u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430) \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 \u043a\u043b\u0430\u0441\u0442\u0435\u0440 `docs/guides/` \u0441 \u0442\u043e\u0439 \u0436\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439, \u0447\u0442\u043e \u0443 Cline-\u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u043e\u0441\u043b\u0435 #628/#636. \u042d\u0442\u043e \u0442\u0435 \u0436\u0435 \u0441\u0435\u043c\u044c \u0444\u0430\u0439\u043b\u043e\u0432, \u0442\u0435 \u0436\u0435 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0438 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0447\u0442\u0435\u043d\u0438\u044f, \u0431\u043b\u043e\u043a\u0438 \u00ab\u0413\u0434\u0435 / \u041a\u043e\u043c\u0430\u043d\u0434\u0430 / \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 / \u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435\u00bb, \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f \u0432\u043d\u0438\u0437\u0443 \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u0441 \u044f\u043a\u043e\u0440\u044f\u043c\u0438 `#term-\u2026`.\\n\\n**\u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e Windows 10/11 (x64)**, \u043f\u043e [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/641). \u041a\u043e\u043c\u0430\u043d\u0434\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u2014 Windows PowerShell 5.1 \u0438\u043b\u0438 PowerShell 7, Python 3.10+ \u0441 python.org, Git for Windows. \u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0434\u0451\u0442 \u0432 \u0434\u0432\u0443\u0445 \u043e\u043a\u043d\u0430\u0445 PowerShell: A \u2014 \u0434\u0438\u0430\u043b\u043e\u0433 \u0441 GigaCode, B \u2014 runner `python tools/run-task.py`.\\n- \u0412\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, `README.md`, `AGENTS.md` \u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a 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\u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438 Windows: \u0437\u0430\u0433\u043b\u0443\u0448\u043a\u0430 Microsoft Store, ExecutionPolicy \u0434\u043b\u044f `gigacode`, \u00ab\u043d\u0435 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u043d\u043e \u043a\u0430\u043a \u0438\u043c\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043b\u0435\u0442\u0430\u00bb.\\n- \u0412 `03-deploy-package.md` \u043f\u0430\u043a\u0435\u0442 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043a\u043b\u043e\u043d\u043e\u043c \u0438\u043b\u0438 \u043a\u043e\u043f\u0438\u0435\u0439 `Copy-Item`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0441\u0442\u0430\u0432\u044f\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 `python -m pip`. \u0422\u0430\u043c \u0436\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u044b KB \u0432 `kb-source\\\\`, `.gigacode\\\\settings.json` \u0447\u0435\u0440\u0435\u0437 `notepad` \u0438 `$env:CONFLUENCE_TOKEN`.\\n- \u0412 `05-commands-reference.md` \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 Working \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u043a\u0430\u043a here-string `@'\u2026'@ | python -`, \u0447\u0442\u0435\u043d\u0438\u0435 trace \u2014 \u0447\u0435\u0440\u0435\u0437 `Get-Content -Encoding UTF8 -Tail 1`. \u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014 `git -C source-lab pull` \u043f\u043b\u044e\u0441 `Copy-Item -Recurse -Force`; \u044d\u0442\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u0438 \u0441\u043a\u0440\u044b\u0442\u0443\u044e \u043f\u0430\u043f\u043a\u0443 `.gigacode`.\\n\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0430\u043a\u0435\u0442\u0430, \u0431\u0435\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 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Windows PowerShell 5.1 (`Set-Content -Encoding UTF8`) \u0438 \u0411\u043b\u043e\u043a\u043d\u043e\u0442 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 BOM.\\n- `validate-package.py` \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `.git/` \u043a\u043b\u043e\u043d\u0430 runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.\\n- `run-task.py` \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `G-mach` \u0441 `PYTHONIOENCODING=utf-8`. `validate-package.py`, `bcreq_pipeline.py` \u0438 `run-task.py` \u043f\u0440\u0438 \u0432\u044b\u0432\u043e\u0434\u0435 \u0432 \u043a\u0430\u043d\u0430\u043b \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0441\u0438\u043c\u0432\u043e\u043b\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u0435\u0442 \u0432 ANSI-\u043a\u043e\u0434\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435, \u043d\u0430 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\u0437\u0430\u0434\u0430\u0447\u0430 \u043e\u0442 TASK ID \u0434\u043e \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0430\u044f \u0444\u0440\u0430\u0437\u0430, \u0432\u0445\u043e\u0434\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 A-IN, \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u0443\u0437\u043b\u043e\u0432 (\u043d\u0430\u0432\u044b\u043a, \u0444\u0430\u0439\u043b, \u0444\u043e\u0440\u043c\u0430\u0442, `--to`, G-human), \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 Working, \u0441\u0431\u043e\u0440\u043a\u0430 Release, \u0432\u044b\u0445\u043e\u0434; \u0440\u0435\u0436\u0438\u043c\u044b \u0438 \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b GigaCode, \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0435 \u043e\u0442\u043a\u0430\u0437\u044b runner (20 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439 `BLOCKED`) |\\n| `README.md`, `AGENTS.md`, \u043d\u0430\u0432\u044b\u043a\u0438, `package-manifest.yaml` | \u041a\u043e\u043c\u0430\u043d\u0434\u044b PowerShell, \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0432\u043c\u0435\u0441\u0442\u043e `junior-guide.md`; `package_version: \\\"5.1\\\"`; \u0445\u044d\u0448\u0438 \u043f\u0435\u0440\u0435\u0441\u0447\u0438\u0442\u0430\u043d\u044b |\\n| `tools/*.py`, `.gitattributes` | \u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f Windows (\u0441\u043c. \u0432\u044b\u0448\u0435) |\\n| `tests/execution-package/tests/test_guides.py`, `test_runner.py` | \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u0432 PowerShell; \u0442\u0435\u0441\u0442\u044b Windows-\u0443\u0441\u043b\u043e\u0432\u0438\u0439 runner |\\n| `.github/workflows/validate.yml` | \u041d\u043e\u0432\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides` (`windows-latest`, \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `powershell` / `pwsh`); \u0432 \u043f\u0440\u0435\u0436\u043d\u0435\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 `validate` \u0437\u0430\u0434\u0430\u043d `GUIDE_SHELL: pwsh`, \u0447\u0442\u043e\u0431\u044b \u0442\u0435\u0441\u0442 \u043d\u0435 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u043b\u0441\u044f |\\n| `ops/backlog.md` | \u0421\u043f\u0440\u0438\u043d\u0442 27, \u0437\u0430\u0434\u0430\u0447\u0438 B-219\u2026B-221 (TODO) \u0438 B-222 (DONE \u0434\u043b\u044f Windows 10/11); \u0432\u0435\u0440\u0441\u0438\u044f 1.68 \u0438 \u0435\u0451 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0432 `validate-repository-structure.sh` |\\n\\n\u041d\u0430\u0439\u0434\u0435\u043d\u043e \u043f\u0440\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435 \u0438 \u0443\u0447\u0442\u0435\u043d\u043e \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438:\\n- \u0435\u0441\u043b\u0438 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c KB \u0438\u0437 runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 `docs/kb/` \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0430\u0434\u0430\u0435\u0442: \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442, \u0430 `index.md` \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 KB \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0440\u044f\u0434\u043e\u043c \u0441 \u043f\u0430\u043a\u0435\u0442\u043e\u043c, \u0430 \u0432 `docs/kb/` \u043a\u043b\u0430\u0434\u0443\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0442\u0430\u0442\u044c\u0438;\\n- \u0447\u0435\u0440\u0435\u0437 `!` \u0432 GigaCode \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0441 G-human \u043d\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 (`human gate requires an interactive terminal`), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 runner \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432 \u043e\u043a\u043d\u0435 B;\\n- \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 runner \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0432 `blocked`, \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u2014 \u043e\u0442\u0441\u044e\u0434\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb.\\n\\n## \u0420\u0430\u0437\u0440\u044b\u0432\u044b\\n| \u2116 | \u0420\u0430\u0437\u0440\u044b\u0432 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 |\\n|---|---|---|\\n| ~~\u041e-1~~ | ~~\u041a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 Linux~~ | **\u0421\u043d\u044f\u0442 \u0432 \u044d\u0442\u043e\u043c PR** (B-222 DONE): \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u2014 Windows 10/11, \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 PowerShell \u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0432 CI \u043d\u0430 Windows PowerShell 5.1 \u0438 PowerShell 7. \u041d\u043e\u043c\u0435\u0440 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f |\\n| \u041e-2 | GigaCode \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430\u043c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 GitVerse \u0441 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u043c GigaCode | \u2014 (\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0435) |\\n| \u041e-3 | `rg-bcreq-v1-dispatcher` \u0432\u0435\u0434\u0451\u0442 \u0440\u0443\u0447\u043d\u043e\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 runner | B-221 |\\n| \u041e-4 | \u0412 \u043f\u0430\u043a\u0435\u0442\u0435 \u043d\u0435\u0442 \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 A-IN \u0434\u043b\u044f `TASK-0001`; \u043e\u043d \u0434\u0430\u043d \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u0432 `04` | B-220 |\\n| \u041e-5 | G-human \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u2014 (\u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e runner, \u0442\u0430\u043a \u0437\u0430\u0434\u0443\u043c\u0430\u043d\u043e; \u0432 Windows \u044d\u0442\u043e \u043e\u0431\u044b\u0447\u043d\u043e\u0435 \u043e\u043a\u043d\u043e PowerShell) |\\n| \u041e-6 | \u041e\u0442\u043a\u0430\u0437 runner \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | \u2014 (\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0442 \u041e\u0421 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442; \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e \u043d\u0430 Windows \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0442\u0435\u0441\u0442\u043e\u043c) |\\n| \u041e-7 | \u041f\u043e\u043b\u043d\u0430\u044f \u043a\u043e\u043f\u0438\u044f KB \u0432 `docs/kb/` \u043b\u043e\u043c\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0430\u043a\u0435\u0442\u0430 | \u2014 (\u043e\u0431\u0445\u043e\u0434 \u0432 `03`) |\\n| \u041e-8 | \u041d\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f Working; \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 \u0431\u043b\u043e\u043a PowerShell \u0432 `05` | B-219 (\u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 B-199 \u0434\u043b\u044f Cline) |\\n| \u041e-9 | \u041d\u0435\u0442 \u043d\u0430\u0432\u044b\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u0435\u0434\u0451\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043f\u043e \u0443\u0437\u043b\u0430\u043c; \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0430\u044f \u0444\u0440\u0430\u0437\u0430 | B-221 |\\n| \u041e-10 | \u041d\u0430\u0432\u044b\u043a\u0438 \u0443\u0437\u043b\u043e\u0432 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 Markdown, \u0430 runner \u043d\u0430 `n12`/`n13` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 JSON Working/Release | B-220 |\\n\\nB-200 (hooks Cline \u043d\u0430 Windows, \u041e-3 Cline-\u043f\u0430\u043a\u0435\u0442\u0430) \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\u043c Cline (#636). \u041f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043e\u043d\u0438 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u044d\u0442\u043e\u043c PR B-200 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f.\\n\\n\u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0438 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u0432 \u0442\u0435\u043a\u0441\u0442\u0435:\\n- \u0441\u0430\u043c GigaCode CLI \u0432 CI \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f: \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438 \u0440\u0435\u0436\u0438\u043c\u044b \u0441\u0432\u0435\u0440\u0435\u043d\u044b \u0441 [\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 GitVerse](https://gitverse.ru/docs/ai/ai-assistant-gigacode/gigacode-cli/commands); `/context` \u0438 `/copy` \u0443\u0431\u0440\u0430\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u0438\u0445 \u043d\u0435 \u0443\u0434\u0430\u043b\u043e\u0441\u044c;\\n- \u043c\u043e\u0436\u0435\u0442 \u043b\u0438 GigaCode \u0447\u0438\u0442\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0432\u043d\u0435 \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 (\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043f\u0440\u043e\u0441\u0438\u0442 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0432 `runs\\\\TASK-ID\\\\evidence\\\\sources\\\\`);\\n- \u043e\u0442\u0432\u0435\u0442 GigaCode \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e\u0431 `AGENTS.md` \u0432 `03` \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0443 \u0444\u0430\u0439\u043b\u0430, \u043d\u043e \u0442\u043e, \u0447\u0442\u043e GigaCode \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442 `AGENTS.md` \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438, \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e.\",\n[2026-09-29T08:02:33.256Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:02:33.256Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:02:33.256Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:02:33.256Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:02:33.256Z] [INFO]   }\n[2026-09-29T08:02:33.256Z] [INFO] }\n[2026-09-29T08:02:33.353Z] [STDOUT] [log_135a26] sending request {\n[2026-09-29T08:02:33.359Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:02:33.369Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:33.372Z] [STDOUT]   options: {\n[2026-09-29T08:02:33.375Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:02:33.378Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:02:33.380Z] [STDOUT]     body: {\n[2026-09-29T08:02:33.384Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:02:33.386Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:02:33.389Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:02:33.392Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:02:33.396Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:02:33.400Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:02:33.403Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:02:33.406Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:02:33.408Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:02:33.415Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:02:33.418Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:02:33.425Z] [STDOUT]       stream: true,\n[2026-09-29T08:02:33.431Z] [STDOUT]     },\n[2026-09-29T08:02:33.437Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:02:33.446Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:02:33.449Z] [STDOUT]       aborted: false,\n[2026-09-29T08:02:33.455Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:02:33.461Z] [STDOUT]       onabort: null,\n[2026-09-29T08:02:33.468Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:02:33.473Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:02:33.477Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:02:33.482Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:02:33.485Z] [STDOUT]     },\n[2026-09-29T08:02:33.490Z] [STDOUT]     stream: true,\n[2026-09-29T08:02:33.492Z] [STDOUT]   },\n[2026-09-29T08:02:33.498Z] [STDOUT]   headers: {\n[2026-09-29T08:02:33.506Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:02:33.510Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:02:33.515Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:02:33.518Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:02:33.525Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:02:33.527Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:02:33.532Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:02:33.535Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:02:33.552Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:02:33.566Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2382\",\n[2026-09-29T08:02:33.572Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:02:33.613Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:02:33.615Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:33.620Z] [STDOUT]     \"x-client-request-id\": \"3273d902-4c86-4d38-9a30-480940ceb0ae\",\n[2026-09-29T08:02:33.636Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:02:33.638Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:02:33.641Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:02:33.643Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:02:33.647Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:02:33.649Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:02:33.651Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:02:33.655Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:02:33.664Z] [STDOUT]   },\n[2026-09-29T08:02:33.666Z] [STDOUT] }\n[2026-09-29T08:02:34.243Z] [STDOUT] [log_135a26, request-id: \"req_011CfXP4aXkgh2uU7cGxAUu2\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 893ms\n[2026-09-29T08:02:34.250Z] [STDOUT] [log_135a26] response start {\n[2026-09-29T08:02:34.254Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:34.256Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:34.259Z] [STDOUT]   headers: {\n[2026-09-29T08:02:34.264Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:34.268Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:34.273Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:34.277Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:34.280Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:34.285Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:34.287Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:34.290Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:34.293Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:34.296Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:34.299Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:34.303Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:34.305Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:34.309Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:34.311Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:34.314Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:34.317Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:34.319Z] [STDOUT]     \"cf-ray\": \"a429775e8bcd5d90-FRA\",\n[2026-09-29T08:02:34.322Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:02:34.324Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:34.326Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:34.329Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:34.331Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:02:34 GMT\",\n[2026-09-29T08:02:34.334Z] [STDOUT]     \"request-id\": \"req_011CfXP4aXkgh2uU7cGxAUu2\",\n[2026-09-29T08:02:34.338Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:02:34.340Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:34.345Z] [STDOUT]     traceresponse: \"00-9f10720e043efdb724f2d1bdb1279ee3-ae24ed8fc2f03316-01\",\n[2026-09-29T08:02:34.347Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:34.349Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:02:34.351Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:34.354Z] [STDOUT]   },\n[2026-09-29T08:02:34.356Z] [STDOUT]   durationMs: 893,\n[2026-09-29T08:02:34.358Z] [STDOUT] }\n[2026-09-29T08:02:34.361Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:02:34.365Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:02:34 GMT\",\n[2026-09-29T08:02:34.370Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:34.373Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:34.379Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:02:34.386Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:34.388Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:34.390Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:34.393Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:02:34.395Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:34.397Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:34.399Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:34.404Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:34.407Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:34.411Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:34.415Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:34.418Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:34.420Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:34.423Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:34.427Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:34.430Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:34.433Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:34.437Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:34.440Z] [STDOUT]   \"request-id\": \"req_011CfXP4aXkgh2uU7cGxAUu2\",\n[2026-09-29T08:02:34.443Z] [STDOUT]   \"traceresponse\": \"00-9f10720e043efdb724f2d1bdb1279ee3-ae24ed8fc2f03316-01\",\n[2026-09-29T08:02:34.456Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:34.460Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:34.463Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:02:34.466Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:34.469Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:34.471Z] [STDOUT]   \"cf-ray\": \"a429775e8bcd5d90-FRA\",\n[2026-09-29T08:02:34.474Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:02:34.477Z] [STDOUT] [log_135a26] response parsed {\n[2026-09-29T08:02:34.480Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:34.483Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:34.486Z] [STDOUT]   body: X {\n[2026-09-29T08:02:34.489Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:34.492Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:34.495Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:34.497Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:34.500Z] [STDOUT]     },\n[2026-09-29T08:02:34.502Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:34.505Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:34.507Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:34.511Z] [STDOUT]   },\n[2026-09-29T08:02:34.513Z] [STDOUT]   durationMs: 894,\n[2026-09-29T08:02:34.517Z] [STDOUT] }\n[2026-09-29T08:02:35.489Z] [INFO] {\n[2026-09-29T08:02:35.489Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:35.489Z] [INFO]   \"message\": {\n[2026-09-29T08:02:35.489Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:35.489Z] [INFO]     \"id\": \"msg_011CfXP4b3m1scjRxR4kzviw\",\n[2026-09-29T08:02:35.489Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:35.489Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:35.489Z] [INFO]     \"content\": [\n[2026-09-29T08:02:35.489Z] [INFO]       {\n[2026-09-29T08:02:35.489Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:02:35.489Z] [INFO]         \"id\": \"toolu_01BiNF4Pt8etidyczS8ygNz7\",\n[2026-09-29T08:02:35.489Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:02:35.489Z] [INFO]         \"input\": {\n[2026-09-29T08:02:35.489Z] [INFO]           \"command\": \"cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bciyyo5i9.output | tail -5\",\n[2026-09-29T08:02:35.489Z] [INFO]           \"description\": \"Check execution-package test result\"\n[2026-09-29T08:02:35.489Z] [INFO]         },\n[2026-09-29T08:02:35.489Z] [INFO]         \"caller\": {\n[2026-09-29T08:02:35.489Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:02:35.489Z] [INFO]         }\n[2026-09-29T08:02:35.489Z] [INFO]       }\n[2026-09-29T08:02:35.489Z] [INFO]     ],\n[2026-09-29T08:02:35.489Z] [INFO]     \"container\": null,\n[2026-09-29T08:02:35.489Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:02:35.489Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:02:35.489Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:02:35.489Z] [INFO]     \"usage\": {\n[2026-09-29T08:02:35.489Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:02:35.489Z] [INFO]       \"cache_creation_input_tokens\": 3755,\n[2026-09-29T08:02:35.489Z] [INFO]       \"cache_read_input_tokens\": 83028,\n[2026-09-29T08:02:35.489Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:02:35.489Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:02:35.489Z] [INFO]         \"ephemeral_1h_input_tokens\": 3755\n[2026-09-29T08:02:35.489Z] [INFO]       },\n[2026-09-29T08:02:35.489Z] [INFO]       \"output_tokens\": 17,\n[2026-09-29T08:02:35.489Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:02:35.489Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:02:35.489Z] [INFO]     },\n[2026-09-29T08:02:35.489Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:02:35.489Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:02:35.489Z] [INFO]     \"context_management\": null\n[2026-09-29T08:02:35.489Z] [INFO]   },\n[2026-09-29T08:02:35.489Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:35.489Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:35.489Z] [INFO]   \"uuid\": \"607461cf-0469-4336-ad81-eff167abcbf1\",\n[2026-09-29T08:02:35.489Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:35.473Z\",\n[2026-09-29T08:02:35.489Z] [INFO]   \"request_id\": \"req_011CfXP4aXkgh2uU7cGxAUu2\",\n[2026-09-29T08:02:35.489Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:02:35.489Z] [INFO]     \"toolu_01BiNF4Pt8etidyczS8ygNz7\": {\n[2026-09-29T08:02:35.489Z] [INFO]       \"command\": \"cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bciyyo5i9.output | tail -5\",\n[2026-09-29T08:02:35.489Z] [INFO]       \"description\": \"Check execution-package test result\"\n[2026-09-29T08:02:35.489Z] [INFO]     }\n[2026-09-29T08:02:35.489Z] [INFO]   }\n[2026-09-29T08:02:35.489Z] [INFO] }\n[2026-09-29T08:02:37.865Z] [INFO] {\n[2026-09-29T08:02:37.865Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:02:37.865Z] [INFO]   \"message\": {\n[2026-09-29T08:02:37.865Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:02:37.865Z] [INFO]     \"content\": [\n[2026-09-29T08:02:37.865Z] [INFO]       {\n[2026-09-29T08:02:37.865Z] [INFO]         \"tool_use_id\": \"toolu_01BiNF4Pt8etidyczS8ygNz7\",\n[2026-09-29T08:02:37.865Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:02:37.865Z] [INFO]         \"content\": \"PyYAML==6.0.3\\njsonschema==4.26.0\",\n[2026-09-29T08:02:37.865Z] [INFO]         \"is_error\": false\n[2026-09-29T08:02:37.865Z] [INFO]       }\n[2026-09-29T08:02:37.865Z] [INFO]     ]\n[2026-09-29T08:02:37.865Z] [INFO]   },\n[2026-09-29T08:02:37.865Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:37.865Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:37.865Z] [INFO]   \"uuid\": \"c54e6136-921f-45fa-b8a4-a208c78d2d7f\",\n[2026-09-29T08:02:37.865Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:37.856Z\",\n[2026-09-29T08:02:37.865Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:02:37.865Z] [INFO]     \"stdout\": \"PyYAML==6.0.3\\njsonschema==4.26.0\",\n[2026-09-29T08:02:37.865Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:02:37.865Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:02:37.865Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:02:37.865Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:02:37.865Z] [INFO]   }\n[2026-09-29T08:02:37.865Z] [INFO] }\n[2026-09-29T08:02:37.948Z] [STDOUT] [log_54f062] sending request {\n[2026-09-29T08:02:37.957Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:02:37.962Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:37.964Z] [STDOUT]   options: {\n[2026-09-29T08:02:37.972Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:02:37.974Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:02:37.979Z] [STDOUT]     body: {\n[2026-09-29T08:02:37.986Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:02:37.990Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:02:37.994Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:02:37.999Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:02:38.002Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:02:38.008Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:02:38.013Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:02:38.020Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:02:38.024Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:02:38.035Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:02:38.040Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:02:38.055Z] [STDOUT]       stream: true,\n[2026-09-29T08:02:38.060Z] [STDOUT]     },\n[2026-09-29T08:02:38.065Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:02:38.070Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:02:38.080Z] [STDOUT]       aborted: false,\n[2026-09-29T08:02:38.088Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:02:38.091Z] [STDOUT]       onabort: null,\n[2026-09-29T08:02:38.098Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:02:38.106Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:02:38.120Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:02:38.127Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:02:38.133Z] [STDOUT]     },\n[2026-09-29T08:02:38.142Z] [STDOUT]     stream: true,\n[2026-09-29T08:02:38.146Z] [STDOUT]   },\n[2026-09-29T08:02:38.160Z] [STDOUT]   headers: {\n[2026-09-29T08:02:38.163Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:02:38.171Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:02:38.182Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:02:38.199Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:02:38.207Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:02:38.278Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:02:38.288Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:02:38.312Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:02:38.319Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:02:38.322Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2293\",\n[2026-09-29T08:02:38.330Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:02:38.335Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:02:38.340Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:38.346Z] [STDOUT]     \"x-client-request-id\": \"c39ebb10-e715-4717-94b0-93ba3f965b5f\",\n[2026-09-29T08:02:38.349Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:02:38.355Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:02:38.360Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:02:38.376Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:02:38.383Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:02:38.394Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:02:38.398Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:02:38.402Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:02:38.409Z] [STDOUT]   },\n[2026-09-29T08:02:38.413Z] [STDOUT] }\n[2026-09-29T08:02:39.049Z] [STDOUT] [log_54f062, request-id: \"req_011CfXP4v9DXyawg9sgKmcX1\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1071ms\n[2026-09-29T08:02:39.057Z] [STDOUT] [log_54f062] response start {\n[2026-09-29T08:02:39.071Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:39.074Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:39.080Z] [STDOUT]   headers: {\n[2026-09-29T08:02:39.088Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:39.098Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:39.105Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:39.110Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:39.114Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:39.121Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:39.133Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:39.138Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:39.162Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:39.167Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:39.170Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:39.172Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:39.181Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:39.186Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:39.191Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:39.195Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:39.202Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:39.205Z] [STDOUT]     \"cf-ray\": \"a429777b3f5a5d90-FRA\",\n[2026-09-29T08:02:39.207Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:02:39.209Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:39.212Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:39.215Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:39.217Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:02:38 GMT\",\n[2026-09-29T08:02:39.219Z] [STDOUT]     \"request-id\": \"req_011CfXP4v9DXyawg9sgKmcX1\",\n[2026-09-29T08:02:39.221Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:02:39.223Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:39.227Z] [STDOUT]     traceresponse: \"00-4beea3c1df9ffd90f7b953dff6109c90-df09fdd070ddb3d8-01\",\n[2026-09-29T08:02:39.229Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:39.231Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:02:39.234Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:39.236Z] [STDOUT]   },\n[2026-09-29T08:02:39.238Z] [STDOUT]   durationMs: 1071,\n[2026-09-29T08:02:39.240Z] [STDOUT] }\n[2026-09-29T08:02:39.242Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:02:39.244Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:02:38 GMT\",\n[2026-09-29T08:02:39.247Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:39.249Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:39.251Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:02:39.254Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:39.256Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:39.258Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:39.261Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:02:39.265Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:39.267Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:39.283Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:39.287Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:39.290Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:39.293Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:39.295Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:39.297Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:39.299Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:39.301Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:39.303Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:39.306Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:39.310Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:39.314Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:39.316Z] [STDOUT]   \"request-id\": \"req_011CfXP4v9DXyawg9sgKmcX1\",\n[2026-09-29T08:02:39.318Z] [STDOUT]   \"traceresponse\": \"00-4beea3c1df9ffd90f7b953dff6109c90-df09fdd070ddb3d8-01\",\n[2026-09-29T08:02:39.320Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:39.322Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:39.324Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:02:39.327Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:39.329Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:39.330Z] [STDOUT]   \"cf-ray\": \"a429777b3f5a5d90-FRA\",\n[2026-09-29T08:02:39.332Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:02:39.335Z] [STDOUT] [log_54f062] response parsed {\n[2026-09-29T08:02:39.338Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:39.340Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:39.341Z] [STDOUT]   body: X {\n[2026-09-29T08:02:39.344Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:39.348Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:39.354Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:39.356Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:39.362Z] [STDOUT]     },\n[2026-09-29T08:02:39.366Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:39.372Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:39.382Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:39.387Z] [STDOUT]   },\n[2026-09-29T08:02:39.395Z] [STDOUT]   durationMs: 1076,\n[2026-09-29T08:02:39.404Z] [STDOUT] }\n[2026-09-29T08:02:39.409Z] [INFO] {\n[2026-09-29T08:02:39.409Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:39.409Z] [INFO]   \"message\": {\n[2026-09-29T08:02:39.409Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:39.409Z] [INFO]     \"id\": \"msg_011CfXP4vfxWYfkGcbiq69PK\",\n[2026-09-29T08:02:39.409Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:39.409Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:39.409Z] [INFO]     \"content\": [\n[2026-09-29T08:02:39.409Z] [INFO]       {\n[2026-09-29T08:02:39.409Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:02:39.409Z] [INFO]         \"text\": \"Still running. I'll write the PR body in the meantime.\"\n[2026-09-29T08:02:39.409Z] [INFO]       }\n[2026-09-29T08:02:39.409Z] [INFO]     ],\n[2026-09-29T08:02:39.409Z] [INFO]     \"container\": null,\n[2026-09-29T08:02:39.409Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:02:39.409Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:02:39.409Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:02:39.409Z] [INFO]     \"usage\": {\n[2026-09-29T08:02:39.409Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:02:39.409Z] [INFO]       \"cache_creation_input_tokens\": 206,\n[2026-09-29T08:02:39.409Z] [INFO]       \"cache_read_input_tokens\": 86783,\n[2026-09-29T08:02:39.409Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:02:39.409Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:02:39.409Z] [INFO]         \"ephemeral_1h_input_tokens\": 206\n[2026-09-29T08:02:39.409Z] [INFO]       },\n[2026-09-29T08:02:39.409Z] [INFO]       \"output_tokens\": 39,\n[2026-09-29T08:02:39.409Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:02:39.409Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:02:39.409Z] [INFO]     },\n[2026-09-29T08:02:39.409Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:02:39.409Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:02:39.409Z] [INFO]     \"context_management\": null\n[2026-09-29T08:02:39.409Z] [INFO]   },\n[2026-09-29T08:02:39.409Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:39.409Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:39.409Z] [INFO]   \"uuid\": \"4477c6dc-b8e9-4e73-a4ab-bf2453c9e18e\",\n[2026-09-29T08:02:39.409Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:39.070Z\",\n[2026-09-29T08:02:39.409Z] [INFO]   \"request_id\": \"req_011CfXP4v9DXyawg9sgKmcX1\"\n[2026-09-29T08:02:39.409Z] [INFO] }\n[2026-09-29T08:02:59.326Z] [INFO] {\n[2026-09-29T08:02:59.326Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:59.326Z] [INFO]   \"message\": {\n[2026-09-29T08:02:59.326Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:59.326Z] [INFO]     \"id\": \"msg_011CfXP4vfxWYfkGcbiq69PK\",\n[2026-09-29T08:02:59.326Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:59.326Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:59.326Z] [INFO]     \"content\": [\n[2026-09-29T08:02:59.326Z] [INFO]       {\n[2026-09-29T08:02:59.326Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:02:59.326Z] [INFO]         \"id\": \"toolu_01DxJV4RKMs5j38NpyhiBq19\",\n[2026-09-29T08:02:59.326Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:02:59.326Z] [INFO]         \"input\": {\n[2026-09-29T08:02:59.326Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; B=https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-646-497e337ac092; cat > /tmp/pr-body.md < /tmp/pr-body.md < \\\\*\\\\*' *slides.md | head -3; cat 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    \"cache_read_input_tokens\": 86989,\n[2026-09-29T08:03:06.317Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:06.317Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:06.317Z] [INFO]         \"ephemeral_1h_input_tokens\": 2485\n[2026-09-29T08:03:06.317Z] [INFO]       },\n[2026-09-29T08:03:06.317Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:03:06.317Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:06.317Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:06.317Z] [INFO]     },\n[2026-09-29T08:03:06.317Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:06.317Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:06.317Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:06.317Z] [INFO]   },\n[2026-09-29T08:03:06.317Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:06.317Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:06.317Z] [INFO]   \"uuid\": \"782c2671-98a2-45cf-8d2d-ab2103d7cae4\",\n[2026-09-29T08:03:06.317Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:06.309Z\",\n[2026-09-29T08:03:06.317Z] [INFO]   \"request_id\": \"req_011CfXP6ec8JKtDRGzjZmu8z\",\n[2026-09-29T08:03:06.317Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:06.317Z] [INFO]     \"toolu_01NYR5Jq7ivZVV468KFJcJYe\": {\n[2026-09-29T08:03:06.317Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation; awk '/^## \u041e\u0442\u0432\u0435\u0442\u044b/{f=1} f&&/^### /{n++} END{print \\\"qa\\\",n}' *speaker*.md; grep -c '\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e' *slides.md; grep -c '\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f' *slides.md; grep -n -i '\u0432\u044b\u0434\u0435\u043b\u0435\u043d\\\\|> \\\\*\\\\*' *slides.md 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\"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:08.416Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:08.420Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:08.423Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:08.426Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:08.431Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:08.437Z] [STDOUT]     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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:08.493Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:08.496Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:08.499Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:08.501Z] [STDOUT]   },\n[2026-09-29T08:03:08.503Z] [STDOUT] }\n[2026-09-29T08:03:09.138Z] [STDOUT] [log_0a58bf, request-id: \"req_011CfXP79j6F6njqnKfuYGAv\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 885ms\n[2026-09-29T08:03:09.144Z] [STDOUT] [log_0a58bf] response start {\n[2026-09-29T08:03:09.153Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:09.157Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:09.161Z] [STDOUT]   headers: {\n[2026-09-29T08:03:09.168Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:09.174Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:09.183Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:09.192Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:09.203Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:09.208Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:09.217Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:09.232Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:09.241Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:09.258Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:09.261Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:09.265Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:09.272Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:09.278Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:09.288Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:09.292Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:09.295Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:09.301Z] [STDOUT]     \"cf-ray\": \"a4297838a8b35d90-FRA\",\n[2026-09-29T08:03:09.310Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:09.390Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:09.413Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:09.449Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:09.458Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:09 GMT\",\n[2026-09-29T08:03:09.463Z] [STDOUT]     \"request-id\": \"req_011CfXP79j6F6njqnKfuYGAv\",\n[2026-09-29T08:03:09.466Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:09.497Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:09.540Z] [STDOUT]     traceresponse: \"00-834e485cda53c0c40f9d9d25f0ba364c-560d3004f41cd15b-01\",\n[2026-09-29T08:03:09.557Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:09.567Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:09.574Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:09.582Z] [STDOUT]   },\n[2026-09-29T08:03:09.613Z] [STDOUT]   durationMs: 885,\n[2026-09-29T08:03:09.625Z] [STDOUT] }\n[2026-09-29T08:03:09.635Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:09.637Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:09 GMT\",\n[2026-09-29T08:03:09.657Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:09.667Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:09.672Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:09.676Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:09.678Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:09.681Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:09.684Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:09.686Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:09.690Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:09.693Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:09.697Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:09.701Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:09.705Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:09.708Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:09.722Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:09.725Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:09.729Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:09.738Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:09.756Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:09.774Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:09.780Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:09.784Z] [STDOUT]   \"request-id\": \"req_011CfXP79j6F6njqnKfuYGAv\",\n[2026-09-29T08:03:09.786Z] [STDOUT]   \"traceresponse\": \"00-834e485cda53c0c40f9d9d25f0ba364c-560d3004f41cd15b-01\",\n[2026-09-29T08:03:09.792Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:09.800Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:09.803Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:09.808Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:09.812Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:09.817Z] [STDOUT]   \"cf-ray\": \"a4297838a8b35d90-FRA\",\n[2026-09-29T08:03:09.821Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:09.855Z] [STDOUT] [log_0a58bf] response parsed {\n[2026-09-29T08:03:09.862Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:09.866Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:09.870Z] [STDOUT]   body: X {\n[2026-09-29T08:03:09.877Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:09.880Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:09.881Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:09.883Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:09.886Z] [STDOUT]     },\n[2026-09-29T08:03:09.889Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:09.893Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:09.899Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:09.902Z] [STDOUT]   },\n[2026-09-29T08:03:09.908Z] [STDOUT]   durationMs: 886,\n[2026-09-29T08:03:09.913Z] [STDOUT] }\n[2026-09-29T08:03:09.921Z] [INFO] {\n[2026-09-29T08:03:09.921Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:09.921Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:09.921Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T08:03:09.921Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:09.921Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:09.921Z] [INFO]   \"uuid\": \"c787b512-b7f3-4a02-bc40-c8c1123f80d5\"\n[2026-09-29T08:03:09.921Z] [INFO] }\n[2026-09-29T08:03:10.106Z] [INFO] {\n[2026-09-29T08:03:10.106Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:10.106Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:10.106Z] [INFO]   \"estimated_tokens\": 199,\n[2026-09-29T08:03:10.106Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:10.106Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:10.106Z] [INFO]   \"uuid\": \"3bb1f265-71f7-4b7a-bcd3-eb25941f6d77\"\n[2026-09-29T08:03:10.106Z] [INFO] }\n[2026-09-29T08:03:10.124Z] [INFO] {\n[2026-09-29T08:03:10.124Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:10.124Z] [INFO]   \"message\": {\n[2026-09-29T08:03:10.124Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:10.124Z] [INFO]     \"id\": \"msg_011CfXP7ACch9WVUtPVy7fMH\",\n[2026-09-29T08:03:10.124Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:10.124Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:10.124Z] [INFO]     \"content\": [\n[2026-09-29T08:03:10.124Z] [INFO]       {\n[2026-09-29T08:03:10.124Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:03:10.124Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:03:10.124Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T08:03:10.124Z] [INFO]     ],\n[2026-09-29T08:03:10.124Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:10.124Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:10.124Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:10.124Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:10.124Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:10.124Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:10.124Z] [INFO]       \"cache_creation_input_tokens\": 679,\n[2026-09-29T08:03:10.124Z] [INFO]       \"cache_read_input_tokens\": 89474,\n[2026-09-29T08:03:10.124Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:10.124Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:10.124Z] [INFO]         \"ephemeral_1h_input_tokens\": 679\n[2026-09-29T08:03:10.124Z] [INFO]       },\n[2026-09-29T08:03:10.124Z] [INFO]       \"output_tokens\": 10,\n[2026-09-29T08:03:10.124Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:10.124Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:10.124Z] [INFO]     },\n[2026-09-29T08:03:10.124Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:10.124Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:10.124Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:10.124Z] [INFO]   },\n[2026-09-29T08:03:10.124Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:10.124Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:10.124Z] [INFO]   \"uuid\": \"284df500-8144-4815-ac4d-03dee591e04c\",\n[2026-09-29T08:03:10.124Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:10.104Z\",\n[2026-09-29T08:03:10.124Z] [INFO]   \"request_id\": \"req_011CfXP79j6F6njqnKfuYGAv\"\n[2026-09-29T08:03:10.124Z] [INFO] }\n[2026-09-29T08:03:10.189Z] [INFO] {\n[2026-09-29T08:03:10.189Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:10.189Z] [INFO]   \"message\": {\n[2026-09-29T08:03:10.189Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:10.189Z] [INFO]     \"id\": \"msg_011CfXP7ACch9WVUtPVy7fMH\",\n[2026-09-29T08:03:10.189Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:10.189Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:10.189Z] [INFO]     \"content\": [\n[2026-09-29T08:03:10.189Z] [INFO]       {\n[2026-09-29T08:03:10.189Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:03:10.189Z] [INFO]         \"text\": \"Only 7 of 10 slides have a \\\"visual evidence\\\" line, so I'm removing that claim from the PR body before updating the PR.\"\n[2026-09-29T08:03:10.189Z] [INFO]       }\n[2026-09-29T08:03:10.189Z] [INFO]     ],\n[2026-09-29T08:03:10.189Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:10.189Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:10.189Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:10.189Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:10.189Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:10.189Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:10.189Z] [INFO]       \"cache_creation_input_tokens\": 679,\n[2026-09-29T08:03:10.189Z] [INFO]       \"cache_read_input_tokens\": 89474,\n[2026-09-29T08:03:10.189Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:10.189Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:10.189Z] [INFO]         \"ephemeral_1h_input_tokens\": 679\n[2026-09-29T08:03:10.189Z] [INFO]       },\n[2026-09-29T08:03:10.189Z] [INFO]       \"output_tokens\": 10,\n[2026-09-29T08:03:10.189Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:10.189Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:10.189Z] [INFO]     },\n[2026-09-29T08:03:10.189Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:10.189Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:10.189Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:10.189Z] [INFO]   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{\n[2026-09-29T08:03:11.805Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:03:11.805Z] [INFO]         \"id\": \"toolu_01Xhu9dUuLN3uuQf5nnHD9pv\",\n[2026-09-29T08:03:11.805Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:03:11.805Z] [INFO]         \"input\": {\n[2026-09-29T08:03:11.805Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -i 's/\u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u043f\u0440\u043e\u043c\u043f\u0442/\u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u043f\u0440\u043e\u043c\u043f\u0442/' /tmp/pr-body.md; grep -c '\u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e' /tmp/pr-body.md; gh pr edit 648 --title \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\" --body-file /tmp/pr-body.md >/dev/null && echo updated\",\n[2026-09-29T08:03:11.805Z] [INFO]           \"description\": \"Update PR title and body\"\n[2026-09-29T08:03:11.805Z] [INFO]         },\n[2026-09-29T08:03:11.805Z] [INFO]         \"caller\": {\n[2026-09-29T08:03:11.805Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:03:11.805Z] [INFO]         }\n[2026-09-29T08:03:11.805Z] [INFO]       }\n[2026-09-29T08:03:11.805Z] [INFO]     ],\n[2026-09-29T08:03:11.805Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:11.805Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:11.805Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:11.805Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:11.805Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:11.805Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:11.805Z] [INFO]       \"cache_creation_input_tokens\": 679,\n[2026-09-29T08:03:11.805Z] [INFO]       \"cache_read_input_tokens\": 89474,\n[2026-09-29T08:03:11.805Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:11.805Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:11.805Z] [INFO]         \"ephemeral_1h_input_tokens\": 679\n[2026-09-29T08:03:11.805Z] [INFO]       },\n[2026-09-29T08:03:11.805Z] [INFO]       \"output_tokens\": 10,\n[2026-09-29T08:03:11.805Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:11.805Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:11.805Z] [INFO]     },\n[2026-09-29T08:03:11.805Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:11.805Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:11.805Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:11.805Z] [INFO]   },\n[2026-09-29T08:03:11.805Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:11.805Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:11.805Z] [INFO]   \"uuid\": \"1576574e-978c-4243-85ae-278aa1b096ba\",\n[2026-09-29T08:03:11.805Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:11.798Z\",\n[2026-09-29T08:03:11.805Z] [INFO]   \"request_id\": \"req_011CfXP79j6F6njqnKfuYGAv\",\n[2026-09-29T08:03:11.805Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:11.805Z] [INFO]     \"toolu_01Xhu9dUuLN3uuQf5nnHD9pv\": {\n[2026-09-29T08:03:11.805Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -i 's/\u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u043f\u0440\u043e\u043c\u043f\u0442/\u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u043f\u0440\u043e\u043c\u043f\u0442/' /tmp/pr-body.md; grep -c '\u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e' /tmp/pr-body.md; gh pr edit 648 --title \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:16.378Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:16.383Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:16.389Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:16.395Z] [STDOUT]   },\n[2026-09-29T08:03:16.400Z] [STDOUT] }\n[2026-09-29T08:03:17.238Z] [STDOUT] [log_ceb8d3, request-id: \"req_011CfXP7jExje1VWimWWSy66\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1145ms\n[2026-09-29T08:03:17.249Z] [STDOUT] [log_ceb8d3] response start {\n[2026-09-29T08:03:17.253Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:17.256Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:17.269Z] [STDOUT]   headers: {\n[2026-09-29T08:03:17.280Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:17.282Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:17.286Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:17.289Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:17.292Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:17.298Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:17.301Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:17.304Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:17.307Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:17.309Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:17.311Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:17.314Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:17.316Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:17.318Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:17.320Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:17.322Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:17.324Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:17.326Z] [STDOUT]     \"cf-ray\": \"a4297869af535d90-FRA\",\n[2026-09-29T08:03:17.329Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:17.333Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:17.336Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:17.338Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:17.340Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:17 GMT\",\n[2026-09-29T08:03:17.344Z] [STDOUT]     \"request-id\": \"req_011CfXP7jExje1VWimWWSy66\",\n[2026-09-29T08:03:17.347Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:17.349Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:17.351Z] [STDOUT]     traceresponse: \"00-6a0a769aed904a837c81e901cc2900d4-9204f4fb9e2e362c-01\",\n[2026-09-29T08:03:17.355Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:17.358Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:17.360Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:17.362Z] [STDOUT]   },\n[2026-09-29T08:03:17.364Z] [STDOUT]   durationMs: 1145,\n[2026-09-29T08:03:17.366Z] [STDOUT] }\n[2026-09-29T08:03:17.368Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:17.371Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:17 GMT\",\n[2026-09-29T08:03:17.374Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:17.380Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:17.384Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:17.387Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:17.389Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:17.391Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:17.394Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:17.396Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:17.398Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:17.402Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:17.405Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:17.410Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:17.413Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:17.415Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:17.418Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:17.420Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:17.423Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:17.427Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:17.430Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:17.433Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:17.437Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:17.442Z] [STDOUT]   \"request-id\": \"req_011CfXP7jExje1VWimWWSy66\",\n[2026-09-29T08:03:17.448Z] [STDOUT]   \"traceresponse\": \"00-6a0a769aed904a837c81e901cc2900d4-9204f4fb9e2e362c-01\",\n[2026-09-29T08:03:17.455Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:17.465Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:17.473Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:17.478Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:17.481Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:17.490Z] [STDOUT]   \"cf-ray\": \"a4297869af535d90-FRA\",\n[2026-09-29T08:03:17.494Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:17.503Z] [STDOUT] [log_ceb8d3] response parsed {\n[2026-09-29T08:03:17.511Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:17.513Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:17.516Z] [STDOUT]   body: X {\n[2026-09-29T08:03:17.521Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:17.525Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:17.529Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:17.534Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:17.538Z] [STDOUT]     },\n[2026-09-29T08:03:17.544Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:17.549Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:17.556Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:17.562Z] [STDOUT]   },\n[2026-09-29T08:03:17.569Z] [STDOUT]   durationMs: 1146,\n[2026-09-29T08:03:17.575Z] [STDOUT] }\n[2026-09-29T08:03:19.166Z] [INFO] {\n[2026-09-29T08:03:19.166Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:19.166Z] [INFO]   \"message\": {\n[2026-09-29T08:03:19.166Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:19.166Z] [INFO]     \"id\": \"msg_011CfXP7jhEpqKzW2DVX41hF\",\n[2026-09-29T08:03:19.166Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:19.166Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:19.166Z] [INFO]     \"content\": [\n[2026-09-29T08:03:19.166Z] [INFO]       {\n[2026-09-29T08:03:19.166Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:03:19.166Z] [INFO]         \"id\": \"toolu_01HyeMHWMaeYCbx8iWh1h8R5\",\n[2026-09-29T08:03:19.166Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:03:19.166Z] [INFO]         \"input\": {\n[2026-09-29T08:03:19.166Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --limit 5 --json databaseId,conclusion,status,createdAt,headSha,name; cat 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\"cache_read_input_tokens\": 90153,\n[2026-09-29T08:03:19.166Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:19.166Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:19.166Z] [INFO]         \"ephemeral_1h_input_tokens\": 477\n[2026-09-29T08:03:19.166Z] [INFO]       },\n[2026-09-29T08:03:19.166Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T08:03:19.166Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:19.166Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:19.166Z] [INFO]     },\n[2026-09-29T08:03:19.166Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:19.166Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:19.166Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:19.166Z] [INFO]   },\n[2026-09-29T08:03:19.166Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:19.166Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:19.166Z] [INFO]   \"uuid\": \"2e1be437-a334-4caf-bf45-d5679916ab84\",\n[2026-09-29T08:03:19.166Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:19.156Z\",\n[2026-09-29T08:03:19.166Z] [INFO]   \"request_id\": \"req_011CfXP7jExje1VWimWWSy66\",\n[2026-09-29T08:03:19.166Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:19.166Z] [INFO]     \"toolu_01HyeMHWMaeYCbx8iWh1h8R5\": {\n[2026-09-29T08:03:19.166Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --limit 5 --json databaseId,conclusion,status,createdAt,headSha,name; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bciyyo5i9.output | tail -3\",\n[2026-09-29T08:03:19.166Z] [INFO]       \"description\": \"List CI runs for the branch\"\n[2026-09-29T08:03:19.166Z] [INFO]     }\n[2026-09-29T08:03:19.166Z] [INFO]   }\n[2026-09-29T08:03:19.166Z] [INFO] }\n[2026-09-29T08:03:21.279Z] [INFO] {\n[2026-09-29T08:03:21.279Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:03:21.279Z] [INFO]   \"message\": {\n[2026-09-29T08:03:21.279Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:03:21.279Z] [INFO]     \"content\": [\n[2026-09-29T08:03:21.279Z] [INFO]       {\n[2026-09-29T08:03:21.279Z] [INFO]         \"tool_use_id\": \"toolu_01HyeMHWMaeYCbx8iWh1h8R5\",\n[2026-09-29T08:03:21.279Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:03:21.279Z] [INFO]         \"content\": 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[INFO]         \"is_error\": false\n[2026-09-29T08:03:21.279Z] [INFO]       }\n[2026-09-29T08:03:21.279Z] [INFO]     ]\n[2026-09-29T08:03:21.279Z] [INFO]   },\n[2026-09-29T08:03:21.279Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:21.279Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:21.279Z] [INFO]   \"uuid\": \"9665f873-4965-4bb9-a636-2d476eb03929\",\n[2026-09-29T08:03:21.279Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:21.274Z\",\n[2026-09-29T08:03:21.279Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:21.279Z] [INFO]     \"stdout\": \"[{\\\"conclusion\\\":\\\"\\\",\\\"createdAt\\\":\\\"2026-09-29T08:02:23Z\\\",\\\"databaseId\\\":36540232170,\\\"headSha\\\":\\\"9fd0ba0e1b332f43e2ad9f360ddde17972266b61\\\",\\\"name\\\":\\\"validate\\\",\\\"status\\\":\\\"in_progress\\\"},{\\\"conclusion\\\":\\\"\\\",\\\"createdAt\\\":\\\"2026-09-29T08:02:20Z\\\",\\\"databaseId\\\":36540227890,\\\"headSha\\\":\\\"9fd0ba0e1b332f43e2ad9f360ddde17972266b61\\\",\\\"name\\\":\\\"validate\\\",\\\"status\\\":\\\"in_progress\\\"},{\\\"conclusion\\\":\\\"success\\\",\\\"createdAt\\\":\\\"2026-09-29T07:43:15Z\\\",\\\"databaseId\\\":36538316955,\\\"headSha\\\":\\\"611336aa85daea757b56bcbe7dbb14fdd0356d9f\\\",\\\"name\\\":\\\"validate\\\",\\\"status\\\":\\\"completed\\\"},{\\\"conclusion\\\":\\\"success\\\",\\\"createdAt\\\":\\\"2026-09-29T07:43:05Z\\\",\\\"databaseId\\\":36538300813,\\\"headSha\\\":\\\"611336aa85daea757b56bcbe7dbb14fdd0356d9f\\\",\\\"name\\\":\\\"validate\\\",\\\"status\\\":\\\"completed\\\"}]\\nPyYAML==6.0.3\\njsonschema==4.26.0\",\n[2026-09-29T08:03:21.279Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:21.279Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:21.279Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:21.279Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:21.279Z] [INFO]   }\n[2026-09-29T08:03:21.279Z] [INFO] }\n[2026-09-29T08:03:21.331Z] [STDOUT] [log_ae7d73] sending request {\n[2026-09-29T08:03:21.336Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:21.342Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:21.348Z] [STDOUT]   options: {\n[2026-09-29T08:03:21.355Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:21.359Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:21.363Z] [STDOUT]     body: {\n[2026-09-29T08:03:21.366Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:21.368Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:21.372Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:21.376Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:21.380Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:21.383Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:21.385Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:21.387Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:21.392Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:21.395Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:21.399Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:21.403Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:21.406Z] [STDOUT]     },\n[2026-09-29T08:03:21.409Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:21.416Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:21.424Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:21.427Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:21.430Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:21.432Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:21.434Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:21.440Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:21.442Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:21.445Z] [STDOUT]     },\n[2026-09-29T08:03:21.448Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:21.451Z] [STDOUT]   },\n[2026-09-29T08:03:21.453Z] [STDOUT]   headers: {\n[2026-09-29T08:03:21.457Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:21.461Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:21.466Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:21.480Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:21.482Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:21.486Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:21.489Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:21.491Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:21.497Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:21.502Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2078\",\n[2026-09-29T08:03:21.505Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:21.509Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:21.514Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:21.519Z] [STDOUT]     \"x-client-request-id\": \"6282cb55-3bd0-4ad8-9b13-abbdcac1e027\",\n[2026-09-29T08:03:21.523Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:21.527Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:21.532Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:21.535Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:21.538Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:21.540Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:21.544Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:21.550Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:21.555Z] [STDOUT]   },\n[2026-09-29T08:03:21.563Z] [STDOUT] }\n[2026-09-29T08:03:22.433Z] [STDOUT] [log_ae7d73, request-id: \"req_011CfXP87dMGdLHDgzdqPwwP\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1101ms\n[2026-09-29T08:03:22.436Z] [STDOUT] [log_ae7d73] response start {\n[2026-09-29T08:03:22.440Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:22.445Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:22.452Z] [STDOUT]   headers: {\n[2026-09-29T08:03:22.455Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:22.458Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:22.462Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:22.466Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:22.471Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:22.476Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:22.481Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:22.489Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:22.496Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:22.500Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:22.507Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:22.511Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:22.515Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:22.520Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:22.526Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:22.531Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:22.537Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:22.540Z] [STDOUT]     \"cf-ray\": \"a429788a5e145d90-FRA\",\n[2026-09-29T08:03:22.548Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:22.554Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:22.562Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:22.566Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:22.569Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:22 GMT\",\n[2026-09-29T08:03:22.571Z] [STDOUT]     \"request-id\": \"req_011CfXP87dMGdLHDgzdqPwwP\",\n[2026-09-29T08:03:22.575Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:22.581Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:22.584Z] [STDOUT]     traceresponse: \"00-07307e5068b6087b94a538599f896b0b-2b90eb6872d5120c-01\",\n[2026-09-29T08:03:22.587Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:22.591Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:22.594Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:22.598Z] [STDOUT]   },\n[2026-09-29T08:03:22.601Z] [STDOUT]   durationMs: 1101,\n[2026-09-29T08:03:22.604Z] [STDOUT] }\n[2026-09-29T08:03:22.610Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:22.616Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:22 GMT\",\n[2026-09-29T08:03:22.620Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:22.623Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:22.626Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:22.630Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:22.635Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:22.640Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:22.646Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:22.651Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:22.653Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:22.656Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:22.658Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:22.664Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:22.672Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:22.681Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:22.689Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:22.697Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:22.700Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:22.704Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:22.708Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:22.713Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:22.718Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:22.721Z] [STDOUT]   \"request-id\": \"req_011CfXP87dMGdLHDgzdqPwwP\",\n[2026-09-29T08:03:22.734Z] [STDOUT]   \"traceresponse\": \"00-07307e5068b6087b94a538599f896b0b-2b90eb6872d5120c-01\",\n[2026-09-29T08:03:22.753Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:22.765Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:22.771Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:22.774Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:22.780Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:22.783Z] [STDOUT]   \"cf-ray\": \"a429788a5e145d90-FRA\",\n[2026-09-29T08:03:22.788Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:22.794Z] [STDOUT] [log_ae7d73] response parsed {\n[2026-09-29T08:03:22.798Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:22.806Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:22.809Z] [STDOUT]   body: X {\n[2026-09-29T08:03:22.815Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:22.822Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:22.830Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:22.838Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:22.844Z] [STDOUT]     },\n[2026-09-29T08:03:22.855Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:22.860Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:22.865Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:22.868Z] [STDOUT]   },\n[2026-09-29T08:03:22.871Z] [STDOUT]   durationMs: 1102,\n[2026-09-29T08:03:22.878Z] [STDOUT] }\n[2026-09-29T08:03:22.884Z] [INFO] {\n[2026-09-29T08:03:22.884Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:22.884Z] [INFO]   \"message\": {\n[2026-09-29T08:03:22.884Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:22.884Z] [INFO]     \"id\": \"msg_011CfXP8849z3Ne1reLowsx3\",\n[2026-09-29T08:03:22.884Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:22.884Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:22.884Z] [INFO]     \"content\": [\n[2026-09-29T08:03:22.884Z] [INFO]       {\n[2026-09-29T08:03:22.884Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:03:22.884Z] [INFO]         \"text\": \"CI is running on commit 9fd0ba0. I'll wait for both the CI runs and the local test.\"\n[2026-09-29T08:03:22.884Z] [INFO]       }\n[2026-09-29T08:03:22.884Z] [INFO]     ],\n[2026-09-29T08:03:22.884Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:22.884Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:22.884Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:22.884Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:22.884Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:22.884Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:22.884Z] [INFO]       \"cache_creation_input_tokens\": 663,\n[2026-09-29T08:03:22.884Z] [INFO]       \"cache_read_input_tokens\": 90630,\n[2026-09-29T08:03:22.884Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:22.884Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:22.884Z] [INFO]         \"ephemeral_1h_input_tokens\": 663\n[2026-09-29T08:03:22.884Z] [INFO]       },\n[2026-09-29T08:03:22.884Z] [INFO]       \"output_tokens\": 56,\n[2026-09-29T08:03:22.884Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:22.884Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:22.884Z] [INFO]     },\n[2026-09-29T08:03:22.884Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:22.884Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:22.884Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:22.884Z] [INFO]   },\n[2026-09-29T08:03:22.884Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:22.884Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:22.884Z] [INFO]   \"uuid\": \"ecd34f7b-ce88-4c87-895a-16e2302e5468\",\n[2026-09-29T08:03:22.884Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:22.435Z\",\n[2026-09-29T08:03:22.884Z] [INFO]   \"request_id\": \"req_011CfXP87dMGdLHDgzdqPwwP\"\n[2026-09-29T08:03:22.884Z] [INFO] }\n[2026-09-29T08:03:24.128Z] [INFO] {\n[2026-09-29T08:03:24.128Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:24.128Z] [INFO]   \"message\": {\n[2026-09-29T08:03:24.128Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:24.128Z] [INFO]     \"id\": \"msg_011CfXP8849z3Ne1reLowsx3\",\n[2026-09-29T08:03:24.128Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:24.128Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:24.128Z] [INFO]     \"content\": [\n[2026-09-29T08:03:24.128Z] [INFO]       {\n[2026-09-29T08:03:24.128Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:03:24.128Z] [INFO]         \"id\": \"toolu_01RZvV1fFAQtxQYzHHyPnspK\",\n[2026-09-29T08:03:24.128Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:03:24.128Z] [INFO]         \"input\": {\n[2026-09-29T08:03:24.128Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; gh run watch 36540232170 --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/tmp/ci1.log 2>&1; echo \\\"run1 $?\\\"; gh run watch 36540227890 --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/tmp/ci2.log 2>&1; echo \\\"run2 $?\\\"\",\n[2026-09-29T08:03:24.128Z] [INFO]           \"description\": \"Wait for CI runs to finish\",\n[2026-09-29T08:03:24.128Z] [INFO]           \"run_in_background\": true\n[2026-09-29T08:03:24.128Z] [INFO]         },\n[2026-09-29T08:03:24.128Z] [INFO]         \"caller\": {\n[2026-09-29T08:03:24.128Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:03:24.128Z] [INFO]         }\n[2026-09-29T08:03:24.128Z] [INFO]       }\n[2026-09-29T08:03:24.128Z] [INFO]     ],\n[2026-09-29T08:03:24.128Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:24.128Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:24.128Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:24.128Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:24.128Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:24.128Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:24.128Z] [INFO]       \"cache_creation_input_tokens\": 663,\n[2026-09-29T08:03:24.128Z] [INFO]       \"cache_read_input_tokens\": 90630,\n[2026-09-29T08:03:24.128Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:24.128Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:24.128Z] [INFO]         \"ephemeral_1h_input_tokens\": 663\n[2026-09-29T08:03:24.128Z] [INFO]       },\n[2026-09-29T08:03:24.128Z] [INFO]       \"output_tokens\": 56,\n[2026-09-29T08:03:24.128Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:24.128Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:24.128Z] [INFO]     },\n[2026-09-29T08:03:24.128Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:24.128Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:24.128Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:24.128Z] [INFO]   },\n[2026-09-29T08:03:24.128Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:24.128Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:24.128Z] [INFO]   \"uuid\": \"e157b02a-9180-4a9f-a13d-bcce0cdd2f12\",\n[2026-09-29T08:03:24.128Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:24.117Z\",\n[2026-09-29T08:03:24.128Z] [INFO]   \"request_id\": \"req_011CfXP87dMGdLHDgzdqPwwP\",\n[2026-09-29T08:03:24.128Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:24.128Z] [INFO]     \"toolu_01RZvV1fFAQtxQYzHHyPnspK\": {\n[2026-09-29T08:03:24.128Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; gh run watch 36540232170 --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/tmp/ci1.log 2>&1; echo \\\"run1 $?\\\"; gh run watch 36540227890 --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/tmp/ci2.log 2>&1; echo \\\"run2 $?\\\"\",\n[2026-09-29T08:03:24.128Z] [INFO]       \"description\": \"Wait for CI runs to finish\",\n[2026-09-29T08:03:24.128Z] [INFO]       \"run_in_background\": true\n[2026-09-29T08:03:24.128Z] [INFO]     }\n[2026-09-29T08:03:24.128Z] [INFO]   }\n[2026-09-29T08:03:24.128Z] [INFO] }\n[2026-09-29T08:03:24.207Z] [INFO] {\n[2026-09-29T08:03:24.207Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:24.207Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T08:03:24.207Z] [INFO]   \"tasks\": [\n[2026-09-29T08:03:24.207Z] [INFO]     {\n[2026-09-29T08:03:24.207Z] [INFO]       \"task_id\": \"bciyyo5i9\",\n[2026-09-29T08:03:24.207Z] [INFO]       \"task_type\": \"local_bash\",\n[2026-09-29T08:03:24.207Z] [INFO]       \"description\": \"Install package deps and rerun execution-package test\"\n[2026-09-29T08:03:24.207Z] [INFO]     },\n[2026-09-29T08:03:24.207Z] [INFO]     {\n[2026-09-29T08:03:24.207Z] [INFO]       \"task_id\": \"bm13v5xu1\",\n[2026-09-29T08:03:24.207Z] [INFO]       \"task_type\": \"local_bash\",\n[2026-09-29T08:03:24.207Z] [INFO]       \"description\": \"Wait for CI runs to finish\"\n[2026-09-29T08:03:24.207Z] [INFO]     }\n[2026-09-29T08:03:24.207Z] [INFO]   ],\n[2026-09-29T08:03:24.207Z] [INFO]   \"uuid\": \"ff947f2c-d9bc-4529-b9be-5d0de3a33421\",\n[2026-09-29T08:03:24.207Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:24.207Z] [INFO] }\n[2026-09-29T08:03:24.216Z] [INFO] {\n[2026-09-29T08:03:24.216Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"task_id\": \"bm13v5xu1\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"tool_use_id\": \"toolu_01RZvV1fFAQtxQYzHHyPnspK\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"description\": \"Wait for CI runs to finish\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"is_backgrounded\": true,\n[2026-09-29T08:03:24.216Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"uuid\": \"d81fdf87-d5fc-4125-8b62-ca9f3d14ac07\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:24.216Z] [INFO] }\n[2026-09-29T08:03:24.228Z] [INFO] {\n[2026-09-29T08:03:24.228Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:03:24.228Z] [INFO]   \"message\": {\n[2026-09-29T08:03:24.228Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:03:24.228Z] [INFO]     \"content\": [\n[2026-09-29T08:03:24.228Z] [INFO]       {\n[2026-09-29T08:03:24.228Z] [INFO]         \"tool_use_id\": \"toolu_01RZvV1fFAQtxQYzHHyPnspK\",\n[2026-09-29T08:03:24.228Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:03:24.228Z] [INFO]         \"content\": \"Command running in background with ID: bm13v5xu1. Output is being written to: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bm13v5xu1.output. You will be notified when it completes. To check interim output, use Read on that file path.\\nSession cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\",\n[2026-09-29T08:03:24.228Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:24.228Z] [INFO]       }\n[2026-09-29T08:03:24.228Z] [INFO]     ]\n[2026-09-29T08:03:24.228Z] [INFO]   },\n[2026-09-29T08:03:24.228Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:24.228Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:24.228Z] [INFO]   \"uuid\": \"9c5615ac-5721-423b-9696-db6eb50852a8\",\n[2026-09-29T08:03:24.228Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:24.222Z\",\n[2026-09-29T08:03:24.228Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:24.228Z] [INFO]     \"stdout\": \"\",\n[2026-09-29T08:03:24.228Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:24.228Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:24.228Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:24.228Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:03:24.228Z] [INFO]     \"backgroundTaskId\": \"bm13v5xu1\",\n[2026-09-29T08:03:24.228Z] [INFO]     \"backgroundCwdHint\": \"Session cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\"\n[2026-09-29T08:03:24.228Z] [INFO]   }\n[2026-09-29T08:03:24.228Z] [INFO] }\n[2026-09-29T08:03:24.265Z] [STDOUT] [log_8d2fee] sending request {\n[2026-09-29T08:03:24.271Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:24.273Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:24.275Z] [STDOUT]   options: {\n[2026-09-29T08:03:24.278Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:24.281Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:24.286Z] [STDOUT]     body: {\n[2026-09-29T08:03:24.288Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:24.295Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:24.299Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:24.307Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:24.311Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:24.317Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:24.323Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:24.327Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:24.339Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:24.343Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:24.347Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:24.352Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:24.357Z] [STDOUT]     },\n[2026-09-29T08:03:24.361Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:24.368Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:24.370Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:24.375Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:24.379Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:24.381Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:24.384Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:24.387Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:24.390Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:24.394Z] [STDOUT]     },\n[2026-09-29T08:03:24.398Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:24.401Z] [STDOUT]   },\n[2026-09-29T08:03:24.408Z] [STDOUT]   headers: {\n[2026-09-29T08:03:24.412Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:24.418Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:24.427Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:24.438Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:24.443Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:24.448Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:24.451Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:24.458Z] [STDOUT]     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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:24.543Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:24.549Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:24.554Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:24.559Z] [STDOUT]   },\n[2026-09-29T08:03:24.564Z] [STDOUT] }\n[2026-09-29T08:03:25.529Z] [STDOUT] [log_8d2fee, request-id: \"req_011CfXP8LDPmS8rEKUhcyGBq\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1259ms\n[2026-09-29T08:03:25.544Z] [STDOUT] [log_8d2fee] response start {\n[2026-09-29T08:03:25.547Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:25.553Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:25.558Z] [STDOUT]   headers: {\n[2026-09-29T08:03:25.566Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:25.571Z] [STDOUT]     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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:25.846Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:25.848Z] [STDOUT]   body: X {\n[2026-09-29T08:03:25.850Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:25.854Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:25.856Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:25.859Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:25.861Z] [STDOUT]     },\n[2026-09-29T08:03:25.864Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:25.867Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:25.870Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:25.873Z] [STDOUT]   },\n[2026-09-29T08:03:25.876Z] [STDOUT]   durationMs: 1260,\n[2026-09-29T08:03:25.878Z] [STDOUT] }\n[2026-09-29T08:03:25.881Z] [INFO] {\n[2026-09-29T08:03:25.881Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:25.881Z] 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\u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 \u0442\u0440\u0451\u0445\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, \u0430 7 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\\n  \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014\\n  6%. \u042d\u0442\u043e \u043d\u0430\u0448\u0430\\n  [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u041a\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u044c:** \u043d\u0435 \u00ab\u0418\u0418 \u043f\u043b\u043e\u0445\u043e\u0439\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442, \u0447\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0442\u044c\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c\u00bb. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0434\u0430\u043d.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f \u2014 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442. \u041c\u044b \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u0438\\n\u0434\u0435\u043b\u0430\u043b\u0438, \u0434\u043e\u043b\u0433\u043e\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434\\n  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\\n  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\\n  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u0426\u0438\u0442\u0430\u0442\u0430: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\",\n[2026-09-29T08:03:28.674Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:28.674Z] [INFO]       }\n[2026-09-29T08:03:28.674Z] [INFO]     ]\n[2026-09-29T08:03:28.674Z] [INFO]   },\n[2026-09-29T08:03:28.674Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:28.674Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:28.674Z] [INFO]   \"uuid\": \"f68a7241-f434-43f5-86a2-9d0f98acef13\",\n[2026-09-29T08:03:28.674Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:28.666Z\",\n[2026-09-29T08:03:28.674Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:28.674Z] [INFO]     \"stdout\": \"## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 \u0442\u0440\u0451\u0445\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, \u0430 7 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\\n  \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 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\u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a 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\u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 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\u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\",\n[2026-09-29T08:03:28.674Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:28.674Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:28.674Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:28.674Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:28.674Z] [INFO]   }\n[2026-09-29T08:03:28.674Z] [INFO] }\n[2026-09-29T08:03:28.750Z] [STDOUT] [log_8b47a0] sending request {\n[2026-09-29T08:03:28.755Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:28.758Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:28.762Z] [STDOUT]   options: {\n[2026-09-29T08:03:28.765Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:28.770Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:28.778Z] [STDOUT]     body: {\n[2026-09-29T08:03:28.782Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:28.785Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:28.788Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:28.791Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:28.794Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:28.796Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:28.801Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:28.804Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:28.805Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:28.807Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:28.809Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:28.815Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:28.817Z] [STDOUT]     },\n[2026-09-29T08:03:28.820Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:28.824Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:28.829Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:28.834Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:28.839Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:28.842Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:28.869Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:28.879Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:28.884Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:28.892Z] [STDOUT]     },\n[2026-09-29T08:03:28.897Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:28.902Z] [STDOUT]   },\n[2026-09-29T08:03:28.911Z] [STDOUT]   headers: {\n[2026-09-29T08:03:28.919Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:28.932Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:28.942Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:28.954Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:28.962Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:28.966Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:28.969Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:28.972Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:28.975Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:28.977Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2057\",\n[2026-09-29T08:03:28.983Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:28.986Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:28.995Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:28.999Z] [STDOUT]     \"x-client-request-id\": \"aaad204e-c8a0-4ec4-9918-a2e184fd437b\",\n[2026-09-29T08:03:29.002Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:29.004Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:29.007Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:29.017Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:29.030Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:29.036Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:29.040Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:29.054Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:29.060Z] [STDOUT]   },\n[2026-09-29T08:03:29.063Z] [STDOUT] }\n[2026-09-29T08:03:29.533Z] [STDOUT] [log_8b47a0, request-id: \"req_011CfXP8fL6GkcpD5gT7qNHn\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 781ms\n[2026-09-29T08:03:29.535Z] [STDOUT] [log_8b47a0] response start {\n[2026-09-29T08:03:29.539Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:29.541Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:29.544Z] [STDOUT]   headers: {\n[2026-09-29T08:03:29.547Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:29.553Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:29.557Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:29.560Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:29.566Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:29.570Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:29.582Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:29.591Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:29.598Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:29.602Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:29.606Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:29.610Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:29.616Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:29.620Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:29.624Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:29.627Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:29.632Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:29.638Z] [STDOUT]     \"cf-ray\": \"a42978b8ba285d90-FRA\",\n[2026-09-29T08:03:29.644Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:29.649Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:29.651Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:29.655Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:29.657Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:29 GMT\",\n[2026-09-29T08:03:29.660Z] [STDOUT]     \"request-id\": \"req_011CfXP8fL6GkcpD5gT7qNHn\",\n[2026-09-29T08:03:29.663Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:29.666Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:29.667Z] [STDOUT]     traceresponse: \"00-8a528a192b416f66bd24aa593442de1e-e165b171cd0991e5-01\",\n[2026-09-29T08:03:29.670Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:29.674Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:29.678Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:29.681Z] [STDOUT]   },\n[2026-09-29T08:03:29.683Z] [STDOUT]   durationMs: 781,\n[2026-09-29T08:03:29.686Z] [STDOUT] }\n[2026-09-29T08:03:29.688Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:29.690Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:29 GMT\",\n[2026-09-29T08:03:29.693Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:29.696Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:29.698Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:29.699Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:29.703Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:29.708Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:29.710Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:29.715Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:29.718Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:29.722Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:29.726Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:29.731Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:29.734Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:29.740Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:29.747Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:29.751Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:29.754Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:29.756Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:29.759Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:29.766Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:29.770Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:29.773Z] [STDOUT]   \"request-id\": \"req_011CfXP8fL6GkcpD5gT7qNHn\",\n[2026-09-29T08:03:29.776Z] [STDOUT]   \"traceresponse\": \"00-8a528a192b416f66bd24aa593442de1e-e165b171cd0991e5-01\",\n[2026-09-29T08:03:29.780Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:29.783Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:29.786Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:29.791Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:29.795Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:29.799Z] [STDOUT]   \"cf-ray\": \"a42978b8ba285d90-FRA\",\n[2026-09-29T08:03:29.802Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:29.807Z] [STDOUT] [log_8b47a0] response parsed {\n[2026-09-29T08:03:29.811Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:29.813Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:29.817Z] [STDOUT]   body: X {\n[2026-09-29T08:03:29.822Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:29.826Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:29.832Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:29.837Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:29.840Z] [STDOUT]     },\n[2026-09-29T08:03:29.844Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:29.848Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:29.850Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:29.852Z] [STDOUT]   },\n[2026-09-29T08:03:29.854Z] [STDOUT]   durationMs: 782,\n[2026-09-29T08:03:29.857Z] [STDOUT] }\n[2026-09-29T08:03:30.071Z] [INFO] {\n[2026-09-29T08:03:30.071Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:30.071Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:30.071Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T08:03:30.071Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:30.071Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:30.071Z] [INFO]   \"uuid\": \"2344f360-18aa-47fd-b559-b087163b204e\"\n[2026-09-29T08:03:30.071Z] [INFO] }\n[2026-09-29T08:03:31.099Z] [INFO] {\n[2026-09-29T08:03:31.099Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:31.099Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:31.099Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T08:03:31.099Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:31.099Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:31.099Z] [INFO]   \"uuid\": \"991d4b3c-e88b-4984-b1e2-dff641e59a7b\"\n[2026-09-29T08:03:31.099Z] [INFO] }\n[2026-09-29T08:03:31.803Z] [INFO] {\n[2026-09-29T08:03:31.803Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:31.803Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:31.803Z] [INFO]   \"estimated_tokens\": 285,\n[2026-09-29T08:03:31.803Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:31.803Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:31.803Z] [INFO]   \"uuid\": \"f83bea4d-52e1-4f24-9f3a-7288de207e72\"\n[2026-09-29T08:03:31.803Z] [INFO] }\n[2026-09-29T08:03:31.811Z] [INFO] {\n[2026-09-29T08:03:31.811Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:31.811Z] [INFO]   \"message\": {\n[2026-09-29T08:03:31.811Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:31.811Z] [INFO]     \"id\": \"msg_011CfXP8fvZS1kEEUxGJyNJ7\",\n[2026-09-29T08:03:31.811Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:31.811Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:31.811Z] [INFO]     \"content\": [\n[2026-09-29T08:03:31.811Z] [INFO]       {\n[2026-09-29T08:03:31.811Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:03:31.811Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:03:31.811Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T08:03:31.811Z] [INFO]     ],\n[2026-09-29T08:03:31.811Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:31.811Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:31.811Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:31.811Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:31.811Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:31.811Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:31.811Z] [INFO]       \"cache_creation_input_tokens\": 2082,\n[2026-09-29T08:03:31.811Z] [INFO]       \"cache_read_input_tokens\": 91791,\n[2026-09-29T08:03:31.811Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:31.811Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:31.811Z] [INFO]         \"ephemeral_1h_input_tokens\": 2082\n[2026-09-29T08:03:31.811Z] [INFO]       },\n[2026-09-29T08:03:31.811Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:03:31.811Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:31.811Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:31.811Z] [INFO]     },\n[2026-09-29T08:03:31.811Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:31.811Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:31.811Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:31.811Z] [INFO]   },\n[2026-09-29T08:03:31.811Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:31.811Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:31.811Z] [INFO]   \"uuid\": \"0a327010-d28b-4943-a1ff-60130a531cdc\",\n[2026-09-29T08:03:31.811Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:31.802Z\",\n[2026-09-29T08:03:31.811Z] [INFO]   \"request_id\": \"req_011CfXP8fL6GkcpD5gT7qNHn\"\n[2026-09-29T08:03:31.811Z] [INFO] }\n[2026-09-29T08:03:31.822Z] [INFO] {\n[2026-09-29T08:03:31.822Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:31.822Z] [INFO]   \"message\": {\n[2026-09-29T08:03:31.822Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:31.822Z] [INFO]     \"id\": \"msg_011CfXP8fvZS1kEEUxGJyNJ7\",\n[2026-09-29T08:03:31.822Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:31.822Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:31.822Z] [INFO]     \"content\": [\n[2026-09-29T08:03:31.822Z] [INFO]       {\n[2026-09-29T08:03:31.822Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:03:31.822Z] [INFO]         \"text\": \"Two more spot checks: whether \\\"declared input, contract, gate\\\" are among the 12 constructs, and whether the mango_ba_prompts CHANGELOG records the 23-file split.\"\n[2026-09-29T08:03:31.822Z] [INFO]       }\n[2026-09-29T08:03:31.822Z] [INFO]     ],\n[2026-09-29T08:03:31.822Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:31.822Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:31.822Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:31.822Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:31.822Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:31.822Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:31.822Z] [INFO]       \"cache_creation_input_tokens\": 2082,\n[2026-09-29T08:03:31.822Z] [INFO]       \"cache_read_input_tokens\": 91791,\n[2026-09-29T08:03:31.822Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:31.822Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:31.822Z] [INFO]         \"ephemeral_1h_input_tokens\": 2082\n[2026-09-29T08:03:31.822Z] [INFO]       },\n[2026-09-29T08:03:31.822Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:03:31.822Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:31.822Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:31.822Z] [INFO]     },\n[2026-09-29T08:03:31.822Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:31.822Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:31.822Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:31.822Z] [INFO]   },\n[2026-09-29T08:03:31.822Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:31.822Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:31.822Z] [INFO]   \"uuid\": \"f417247a-c486-4fbd-8f98-fb3a4179d1b6\",\n[2026-09-29T08:03:31.822Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:31.804Z\",\n[2026-09-29T08:03:31.822Z] [INFO]   \"request_id\": \"req_011CfXP8fL6GkcpD5gT7qNHn\"\n[2026-09-29T08:03:31.822Z] [INFO] }\n[2026-09-29T08:03:33.591Z] [INFO] {\n[2026-09-29T08:03:33.591Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:33.591Z] [INFO]   \"message\": {\n[2026-09-29T08:03:33.591Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:33.591Z] [INFO]     \"id\": \"msg_011CfXP8fvZS1kEEUxGJyNJ7\",\n[2026-09-29T08:03:33.591Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:33.591Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:33.591Z] [INFO]     \"content\": [\n[2026-09-29T08:03:33.591Z] [INFO]       {\n[2026-09-29T08:03:33.591Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:03:33.591Z] [INFO]         \"id\": \"toolu_01QKfJ8RCCxejRvPPaYkcGi7\",\n[2026-09-29T08:03:33.591Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:03:33.591Z] [INFO]         \"input\": {\n[2026-09-29T08:03:33.591Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n -i '\u0432\u0445\u043e\u0434\\\\|\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u0433\u0435\u0439\u0442\\\\|gate' research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md | head -15; echo ---; gh api repos/G-Ivan-A/mango_ba_prompts/contents/CHANGELOG.md --jq .content | base64 -d | grep -n -i '23\\\\|\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f' | head -5\",\n[2026-09-29T08:03:33.591Z] [INFO]           \"description\": \"Verify constructs list and CHANGELOG split entry\"\n[2026-09-29T08:03:33.591Z] [INFO]         },\n[2026-09-29T08:03:33.591Z] [INFO]         \"caller\": {\n[2026-09-29T08:03:33.591Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:03:33.591Z] [INFO]         }\n[2026-09-29T08:03:33.591Z] [INFO]       }\n[2026-09-29T08:03:33.591Z] [INFO]     ],\n[2026-09-29T08:03:33.591Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:33.591Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:33.591Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:33.591Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:33.591Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:33.591Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:33.591Z] [INFO]       \"cache_creation_input_tokens\": 2082,\n[2026-09-29T08:03:33.591Z] [INFO]       \"cache_read_input_tokens\": 91791,\n[2026-09-29T08:03:33.591Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:33.591Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:33.591Z] [INFO]         \"ephemeral_1h_input_tokens\": 2082\n[2026-09-29T08:03:33.591Z] [INFO]       },\n[2026-09-29T08:03:33.591Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:03:33.591Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:33.591Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:33.591Z] [INFO]     },\n[2026-09-29T08:03:33.591Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:33.591Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:33.591Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:33.591Z] [INFO]   },\n[2026-09-29T08:03:33.591Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:33.591Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:33.591Z] [INFO]   \"uuid\": \"e10772a9-7ffc-4c33-b1ee-f51fea193736\",\n[2026-09-29T08:03:33.591Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:33.578Z\",\n[2026-09-29T08:03:33.591Z] [INFO]   \"request_id\": \"req_011CfXP8fL6GkcpD5gT7qNHn\",\n[2026-09-29T08:03:33.591Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:33.591Z] [INFO]     \"toolu_01QKfJ8RCCxejRvPPaYkcGi7\": {\n[2026-09-29T08:03:33.591Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n -i '\u0432\u0445\u043e\u0434\\\\|\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u0433\u0435\u0439\u0442\\\\|gate' research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md | head -15; echo ---; gh api repos/G-Ivan-A/mango_ba_prompts/contents/CHANGELOG.md --jq .content | base64 -d | grep -n -i '23\\\\|\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f' | head -5\",\n[2026-09-29T08:03:33.591Z] [INFO]       \"description\": \"Verify constructs list and CHANGELOG split entry\"\n[2026-09-29T08:03:33.591Z] [INFO]     }\n[2026-09-29T08:03:33.591Z] [INFO]   }\n[2026-09-29T08:03:33.591Z] [INFO] }\n[2026-09-29T08:03:33.642Z] [INFO] {\n[2026-09-29T08:03:33.642Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T08:03:33.642Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T08:03:33.642Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T08:03:33.642Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T08:03:33.642Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T08:03:33.642Z] [INFO]     \"utilization\": 0.78,\n[2026-09-29T08:03:33.642Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T08:03:33.642Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T08:03:33.642Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T08:03:33.642Z] [INFO]       \"five_hour\": {\n[2026-09-29T08:03:33.642Z] [INFO]         \"utilization\": 0.47,\n[2026-09-29T08:03:33.642Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T08:03:33.642Z] [INFO]       },\n[2026-09-29T08:03:33.642Z] [INFO]       \"seven_day\": {\n[2026-09-29T08:03:33.642Z] [INFO]         \"utilization\": 0.78,\n[2026-09-29T08:03:33.642Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T08:03:33.642Z] [INFO]       }\n[2026-09-29T08:03:33.642Z] [INFO]     }\n[2026-09-29T08:03:33.642Z] [INFO]   },\n[2026-09-29T08:03:33.642Z] [INFO]   \"uuid\": \"065eec21-1716-4735-9691-7f63477c7049\",\n[2026-09-29T08:03:33.642Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:33.642Z] [INFO] }\n[2026-09-29T08:03:35.534Z] [INFO] {\n[2026-09-29T08:03:35.534Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:35.534Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T08:03:35.534Z] [INFO]   \"tasks\": [\n[2026-09-29T08:03:35.534Z] [INFO]     {\n[2026-09-29T08:03:35.534Z] [INFO]       \"task_id\": \"bm13v5xu1\",\n[2026-09-29T08:03:35.534Z] [INFO]       \"task_type\": \"local_bash\",\n[2026-09-29T08:03:35.534Z] [INFO]       \"description\": \"Wait for CI runs to finish\"\n[2026-09-29T08:03:35.534Z] [INFO]     }\n[2026-09-29T08:03:35.534Z] [INFO]   ],\n[2026-09-29T08:03:35.534Z] [INFO]   \"uuid\": \"768f01f5-8311-4c16-aff7-4f34d48eca61\",\n[2026-09-29T08:03:35.534Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:35.534Z] [INFO] }\n[2026-09-29T08:03:35.537Z] [INFO] {\n[2026-09-29T08:03:35.537Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:35.537Z] [INFO]   \"subtype\": \"task_updated\",\n[2026-09-29T08:03:35.537Z] [INFO]   \"task_id\": \"bciyyo5i9\",\n[2026-09-29T08:03:35.537Z] [INFO]   \"patch\": {\n[2026-09-29T08:03:35.537Z] [INFO]     \"status\": \"completed\",\n[2026-09-29T08:03:35.537Z] [INFO]     \"end_time\": 1790669015510\n[2026-09-29T08:03:35.537Z] [INFO]   },\n[2026-09-29T08:03:35.537Z] [INFO]   \"uuid\": \"e1242bb5-7bc0-4dd7-8a37-ff31d0486f77\",\n[2026-09-29T08:03:35.537Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:35.537Z] [INFO] }\n[2026-09-29T08:03:35.540Z] [INFO] {\n[2026-09-29T08:03:35.540Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"task_id\": \"bciyyo5i9\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"tool_use_id\": \"toolu_01UHkgRF2UyKgcXL6pYGEfZq\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"output_file\": \"/tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bciyyo5i9.output\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"summary\": \"Background command \\\"Install package deps and rerun execution-package test\\\" completed (exit code 0)\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"uuid\": \"dd6b2bb4-1f96-4f09-86d0-4842df616120\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:35.540Z] [INFO] }\n[2026-09-29T08:03:35.699Z] [INFO] {\n[2026-09-29T08:03:35.699Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:03:35.699Z] [INFO]   \"message\": {\n[2026-09-29T08:03:35.699Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:03:35.699Z] [INFO]     \"content\": [\n[2026-09-29T08:03:35.699Z] [INFO]       {\n[2026-09-29T08:03:35.699Z] [INFO]         \"tool_use_id\": \"toolu_01QKfJ8RCCxejRvPPaYkcGi7\",\n[2026-09-29T08:03:35.699Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:03:35.699Z] [INFO]         \"content\": \"26:> **\u044f\u0432\u043d\u043e\u0433\u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430**, \u0437\u0430\u0449\u0438\u0449\u0430\u044e\u0449\u0435\u0433\u043e \u043d\u043e\u0432\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 `SKILL.md` \u043e\u0442\\n35:[\u0441\u043d\u0438\u043c\u043a\u0430 \u0432\u0445\u043e\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md):\\n53:| `MM-1` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u0448\u0430\u0433 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 | **0** | 1 |\\n54:| `MM-3` \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430: \u0432\u0445\u043e\u0434, \u0430\u043a\u0442\u043e\u0440, \u0433\u0435\u0439\u0442\u044b | **0** | 8 |\\n57:| `Contract` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | **0** | **0** |\\n58:| `T-1` \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c | \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 | **0** | **0** |\\n60:| `G-mach` \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u043e \u0441\u0445\u0435\u043c\u0435 | **0** | 9 |\\n61:| `G-human` \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 | \u0442\u043e\u0447\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | **0** | 7 |\\n63:| `EP-G1` \u044d\u0442\u0430\u043b\u043e\u043d (Golden Set) | \u044d\u0442\u0430\u043b\u043e\u043d \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 | 1 | 15 |\\n74:1. **\u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e, \u0430 \u043f\u043e\\n75:   \u0441\u043e\u0441\u0442\u0430\u0432\u0443.** \u0412\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u043d\u0435\u0433\u043e `MM-1`\u2026`MM-4`, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435\\n84:3. **\u041f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (7\u20139 \u0438\u0437 67) \u2014 \u043d\u0435 \u043a\u043e\u043d\u0442\u0440\u043f\u0440\u0438\u043c\u0435\u0440.** \u042d\u0442\u043e\\n104:| \u0413\u0435\u0439\u0442\u044b `GT-1`\u2026`GT-4`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b `C-*` | \u043c\u0430\u043a\u0440\u043e-\u043e\u0441\u044c \u0438 \u043c\u043e\u0434\u0443\u043b\u0438 `M1`\u2013`M4` | \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e | \u043d\u043e\u0440\u043c\u0430 \u0425\u0430\u0431\u0430 |\\n---\\n40:  `ed42b3cd0eed2774c9b080232ca00484d9a4f7cd`: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0442.\\n279:### Added \u2014 Issue #323: \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0437\u0430\u0434\u0430\u0447 (Issue Forms) \u0434\u043b\u044f \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 `runs`\\n298:  [`scripts/validate_issue_323_issue_forms.py`](scripts/validate_issue_323_issue_forms.py)\\n300:  [`scripts/test_issue_323_issue_forms.py`](scripts/test_issue_323_issue_forms.py)\\n381:  | [`kb/processed/sip-trunk`](kb/processed/sip-trunk/index.md) | \u043d\u043e\u0432\u044b\u0439 | 1.23.43 | 39 | high |\",\n[2026-09-29T08:03:35.699Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:35.699Z] [INFO]       }\n[2026-09-29T08:03:35.699Z] [INFO]     ]\n[2026-09-29T08:03:35.699Z] [INFO]   },\n[2026-09-29T08:03:35.699Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:35.699Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:35.699Z] [INFO]   \"uuid\": \"d38fbe8a-9f12-4d12-b9bc-f8e09e013dab\",\n[2026-09-29T08:03:35.699Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:35.695Z\",\n[2026-09-29T08:03:35.699Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:35.699Z] [INFO]     \"stdout\": \"26:> **\u044f\u0432\u043d\u043e\u0433\u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430**, \u0437\u0430\u0449\u0438\u0449\u0430\u044e\u0449\u0435\u0433\u043e \u043d\u043e\u0432\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 `SKILL.md` \u043e\u0442\\n35:[\u0441\u043d\u0438\u043c\u043a\u0430 \u0432\u0445\u043e\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md):\\n53:| `MM-1` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u0448\u0430\u0433 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 | **0** | 1 |\\n54:| `MM-3` \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430: \u0432\u0445\u043e\u0434, \u0430\u043a\u0442\u043e\u0440, \u0433\u0435\u0439\u0442\u044b | **0** | 8 |\\n57:| `Contract` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | **0** | **0** |\\n58:| `T-1` \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c | \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 | **0** | **0** |\\n60:| `G-mach` \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u043e \u0441\u0445\u0435\u043c\u0435 | **0** | 9 |\\n61:| `G-human` \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 | \u0442\u043e\u0447\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | **0** | 7 |\\n63:| `EP-G1` \u044d\u0442\u0430\u043b\u043e\u043d (Golden Set) | \u044d\u0442\u0430\u043b\u043e\u043d \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 | 1 | 15 |\\n74:1. **\u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e, \u0430 \u043f\u043e\\n75:   \u0441\u043e\u0441\u0442\u0430\u0432\u0443.** \u0412\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u043d\u0435\u0433\u043e `MM-1`\u2026`MM-4`, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435\\n84:3. **\u041f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (7\u20139 \u0438\u0437 67) \u2014 \u043d\u0435 \u043a\u043e\u043d\u0442\u0440\u043f\u0440\u0438\u043c\u0435\u0440.** \u042d\u0442\u043e\\n104:| \u0413\u0435\u0439\u0442\u044b `GT-1`\u2026`GT-4`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b `C-*` | \u043c\u0430\u043a\u0440\u043e-\u043e\u0441\u044c \u0438 \u043c\u043e\u0434\u0443\u043b\u0438 `M1`\u2013`M4` | \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e | \u043d\u043e\u0440\u043c\u0430 \u0425\u0430\u0431\u0430 |\\n---\\n40:  `ed42b3cd0eed2774c9b080232ca00484d9a4f7cd`: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0442.\\n279:### Added \u2014 Issue #323: \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0437\u0430\u0434\u0430\u0447 (Issue Forms) \u0434\u043b\u044f \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 `runs`\\n298:  [`scripts/validate_issue_323_issue_forms.py`](scripts/validate_issue_323_issue_forms.py)\\n300:  [`scripts/test_issue_323_issue_forms.py`](scripts/test_issue_323_issue_forms.py)\\n381:  | [`kb/processed/sip-trunk`](kb/processed/sip-trunk/index.md) | \u043d\u043e\u0432\u044b\u0439 | 1.23.43 | 39 | high |\",\n[2026-09-29T08:03:35.699Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:35.699Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:35.699Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:35.699Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:35.699Z] [INFO]   }\n[2026-09-29T08:03:35.699Z] [INFO] }\n[2026-09-29T08:03:35.780Z] [STDOUT] [log_a4478f] sending request {\n[2026-09-29T08:03:35.784Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:35.787Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:35.790Z] [STDOUT]   options: {\n[2026-09-29T08:03:35.792Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:35.796Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:35.800Z] [STDOUT]     body: {\n[2026-09-29T08:03:35.802Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:35.805Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:35.807Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:35.813Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:35.817Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:35.819Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:35.821Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:35.824Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:35.826Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:35.828Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:35.832Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:35.834Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:35.836Z] [STDOUT]     },\n[2026-09-29T08:03:35.838Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:35.840Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:35.842Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:35.850Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:35.852Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:35.855Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:35.857Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:35.859Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:35.861Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:35.863Z] [STDOUT]     },\n[2026-09-29T08:03:35.866Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:35.868Z] [STDOUT]   },\n[2026-09-29T08:03:35.871Z] [STDOUT]   headers: {\n[2026-09-29T08:03:35.877Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:35.879Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:35.883Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:35.887Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:35.889Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:35.891Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:35.894Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:35.898Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:35.902Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:35.910Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2068\",\n[2026-09-29T08:03:35.916Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:35.919Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:35.922Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:35.926Z] [STDOUT]     \"x-client-request-id\": \"b7dbc81b-b4d2-4d1a-9de4-f893f549056f\",\n[2026-09-29T08:03:35.928Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:35.936Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:35.953Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:35.958Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:35.964Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:35.967Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:35.973Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:35.977Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:35.982Z] [STDOUT]   },\n[2026-09-29T08:03:35.987Z] [STDOUT] }\n[2026-09-29T08:03:36.804Z] [STDOUT] [log_a4478f, request-id: \"req_011CfXP9BQqp3CduFFtaCKns\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1024ms\n[2026-09-29T08:03:36.807Z] [STDOUT] [log_a4478f] response start {\n[2026-09-29T08:03:36.814Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:36.817Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:36.820Z] [STDOUT]   headers: {\n[2026-09-29T08:03:36.822Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:36.829Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:36.834Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:36.836Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:36.838Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:36.842Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:36.846Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:36.848Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:36.851Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:36.854Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:36.856Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:36.858Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:36.860Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:36.863Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:36.866Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:36.870Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:36.875Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:36.880Z] [STDOUT]     \"cf-ray\": \"a42978e4ab755d90-FRA\",\n[2026-09-29T08:03:36.882Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:36.884Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:36.886Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:36.890Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:36.893Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:36 GMT\",\n[2026-09-29T08:03:36.895Z] [STDOUT]     \"request-id\": \"req_011CfXP9BQqp3CduFFtaCKns\",\n[2026-09-29T08:03:36.898Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:36.901Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:36.904Z] [STDOUT]     traceresponse: \"00-c541f3e9731055424d6ff740b462f75a-a9bb006ee6fd9b75-01\",\n[2026-09-29T08:03:36.907Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:36.911Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:36.916Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:36.921Z] [STDOUT]   },\n[2026-09-29T08:03:36.925Z] [STDOUT]   durationMs: 1024,\n[2026-09-29T08:03:36.928Z] [STDOUT] }\n[2026-09-29T08:03:36.935Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:36.937Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:36 GMT\",\n[2026-09-29T08:03:36.940Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:36.944Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:36.946Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:36.948Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:36.950Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:36.953Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:36.956Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:36.962Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:36.966Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:36.973Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:36.976Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:36.979Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:36.983Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:36.986Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:36.990Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:36.992Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:36.994Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:36.997Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:36.999Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:37.001Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:37.004Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:37.006Z] [STDOUT]   \"request-id\": \"req_011CfXP9BQqp3CduFFtaCKns\",\n[2026-09-29T08:03:37.011Z] [STDOUT]   \"traceresponse\": \"00-c541f3e9731055424d6ff740b462f75a-a9bb006ee6fd9b75-01\",\n[2026-09-29T08:03:37.016Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:37.018Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:37.020Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:37.022Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:37.024Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:37.028Z] [STDOUT]   \"cf-ray\": \"a42978e4ab755d90-FRA\",\n[2026-09-29T08:03:37.033Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:37.044Z] [STDOUT] [log_a4478f] response parsed {\n[2026-09-29T08:03:37.058Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:37.061Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:37.063Z] [STDOUT]   body: X {\n[2026-09-29T08:03:37.070Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:37.073Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:37.075Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:37.080Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:37.083Z] [STDOUT]     },\n[2026-09-29T08:03:37.088Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:37.092Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:37.096Z] [STDOUT]     toReadableStream: [Function: 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{\n[2026-09-29T08:03:38.063Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:38.063Z] [INFO]     \"id\": \"msg_011CfXP9Bs8dp2FykwkA7KFV\",\n[2026-09-29T08:03:38.063Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:38.063Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:38.063Z] [INFO]     \"content\": [\n[2026-09-29T08:03:38.063Z] [INFO]       {\n[2026-09-29T08:03:38.063Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:03:38.063Z] [INFO]         \"text\": \"The constructs check out. The mango_ba_prompts CHANGELOG doesn't record the 23-file split, so I'll point that link to the commit instead, using whatever the slides cite.\"\n[2026-09-29T08:03:38.063Z] [INFO]       }\n[2026-09-29T08:03:38.063Z] [INFO]     ],\n[2026-09-29T08:03:38.063Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:38.063Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:38.063Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:38.063Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:38.063Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:38.063Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:38.063Z] [INFO]       \"cache_creation_input_tokens\": 1666,\n[2026-09-29T08:03:38.063Z] [INFO]       \"cache_read_input_tokens\": 93873,\n[2026-09-29T08:03:38.063Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:38.063Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:38.063Z] [INFO]         \"ephemeral_1h_input_tokens\": 1666\n[2026-09-29T08:03:38.063Z] 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\"222:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs\\n223:https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md\\n224:https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md\\n226:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts\\n497:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs\\nd8a47597ed9f0301e03086e7c14cbd35205b01d1\\nrefactor: split BA prompts draft into 23 standardized files (#56)\\n\\nOK (skipped=6)\\nExecution package tests passed (26 package cases + route emulation + runner negatives + BA guides + BCREQ regression and compilation).\\n\\n[exited with code 0]\",\n[2026-09-29T08:03:42.754Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:42.754Z] [INFO]       }\n[2026-09-29T08:03:42.754Z] [INFO]     ]\n[2026-09-29T08:03:42.754Z] [INFO]   },\n[2026-09-29T08:03:42.754Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:42.754Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:42.754Z] [INFO]   \"uuid\": \"4739935d-7cec-4f1c-8376-f93c5d55e78b\",\n[2026-09-29T08:03:42.754Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:42.749Z\",\n[2026-09-29T08:03:42.754Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:42.754Z] [INFO]     \"stdout\": \"222:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs\\n223:https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md\\n224:https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md\\n226:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts\\n497:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs\\nd8a47597ed9f0301e03086e7c14cbd35205b01d1\\nrefactor: split BA prompts draft into 23 standardized files (#56)\\n\\nOK (skipped=6)\\nExecution package tests passed (26 package cases + route emulation + runner negatives + BA guides + BCREQ regression and compilation).\\n\\n[exited with code 0]\",\n[2026-09-29T08:03:42.754Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:42.754Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:42.754Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:42.754Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:42.754Z] [INFO]   }\n[2026-09-29T08:03:42.754Z] [INFO] }\n[2026-09-29T08:03:42.824Z] [STDOUT] [log_68a1ab] sending request {\n[2026-09-29T08:03:42.832Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:42.846Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:42.850Z] [STDOUT]   options: {\n[2026-09-29T08:03:42.857Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:42.864Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:42.866Z] [STDOUT]     body: {\n[2026-09-29T08:03:42.871Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:42.873Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:42.875Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:42.881Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:42.883Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:42.885Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:42.887Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:42.889Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:42.891Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:42.893Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:42.896Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:42.898Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:42.900Z] [STDOUT]     },\n[2026-09-29T08:03:42.902Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:42.903Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:42.905Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:42.908Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:42.911Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:42.916Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:42.918Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:42.920Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:42.922Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:42.924Z] [STDOUT]     },\n[2026-09-29T08:03:42.926Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:42.928Z] [STDOUT]   },\n[2026-09-29T08:03:42.930Z] [STDOUT]   headers: {\n[2026-09-29T08:03:42.932Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:42.935Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:42.938Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:42.940Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:42.942Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:42.944Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:42.946Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:42.949Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:42.952Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:42.955Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2237\",\n[2026-09-29T08:03:42.957Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:42.960Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:42.963Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:42.967Z] [STDOUT]     \"x-client-request-id\": \"6967d6c8-0cbe-47f7-885e-9641e3feb730\",\n[2026-09-29T08:03:42.969Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:42.972Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:42.974Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:42.976Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:42.984Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:42.986Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:42.988Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:42.989Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:42.991Z] [STDOUT]   },\n[2026-09-29T08:03:42.994Z] [STDOUT] }\n[2026-09-29T08:03:43.795Z] [STDOUT] [log_68a1ab, request-id: \"req_011CfXP9hZZdKJCuayZBJLn7\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 972ms\n[2026-09-29T08:03:43.803Z] [STDOUT] [log_68a1ab] response start {\n[2026-09-29T08:03:43.812Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:43.818Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:43.820Z] [STDOUT]   headers: {\n[2026-09-29T08:03:43.822Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:43.825Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:43.827Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:43.845Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:43.853Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:43.860Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:43.864Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:43.867Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:43.870Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:43.875Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:43.878Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:43.880Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:43.883Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:43.885Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:43.888Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:43.890Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:43.892Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:43.893Z] [STDOUT]     \"cf-ray\": \"a4297910cd0e5d90-FRA\",\n[2026-09-29T08:03:43.895Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:43.896Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:43.898Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:43.902Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:43.904Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:43 GMT\",\n[2026-09-29T08:03:43.906Z] [STDOUT]     \"request-id\": \"req_011CfXP9hZZdKJCuayZBJLn7\",\n[2026-09-29T08:03:43.908Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:43.910Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:43.912Z] [STDOUT]     traceresponse: \"00-bcbcb217cc371296aef1935d087bf697-d739ab04bb0c061b-01\",\n[2026-09-29T08:03:43.916Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:43.918Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:43.920Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:43.922Z] [STDOUT]   },\n[2026-09-29T08:03:43.923Z] [STDOUT]   durationMs: 972,\n[2026-09-29T08:03:43.926Z] [STDOUT] }\n[2026-09-29T08:03:43.931Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:43.932Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:43 GMT\",\n[2026-09-29T08:03:43.936Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:43.939Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:43.947Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:43.950Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:43.963Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:43.968Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:43.975Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:43.978Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:43.981Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:43.986Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:43.991Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:43.994Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:43.995Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:43.998Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:44.000Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:44.002Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:44.007Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:44.009Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:44.015Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:44.026Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:44.029Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:44.032Z] [STDOUT]   \"request-id\": \"req_011CfXP9hZZdKJCuayZBJLn7\",\n[2026-09-29T08:03:44.040Z] [STDOUT]   \"traceresponse\": \"00-bcbcb217cc371296aef1935d087bf697-d739ab04bb0c061b-01\",\n[2026-09-29T08:03:44.042Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:44.044Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:44.046Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:44.048Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:44.050Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:44.054Z] [STDOUT]   \"cf-ray\": \"a4297910cd0e5d90-FRA\",\n[2026-09-29T08:03:44.056Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:44.058Z] [STDOUT] [log_68a1ab] response parsed {\n[2026-09-29T08:03:44.061Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:44.063Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:44.067Z] [STDOUT]   body: X {\n[2026-09-29T08:03:44.070Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:44.072Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:44.073Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:44.086Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:44.088Z] [STDOUT]     },\n[2026-09-29T08:03:44.091Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:44.093Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:44.095Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:44.097Z] [STDOUT]   },\n[2026-09-29T08:03:44.099Z] [STDOUT]   durationMs: 973,\n[2026-09-29T08:03:44.101Z] [STDOUT] }\n[2026-09-29T08:03:45.136Z] [INFO] {\n[2026-09-29T08:03:45.136Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:45.136Z] [INFO]   \"message\": {\n[2026-09-29T08:03:45.136Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:45.136Z] [INFO]     \"id\": \"msg_011CfXP9i9XcPNDjsfuERfuS\",\n[2026-09-29T08:03:45.136Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:45.136Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:45.136Z] [INFO]     \"content\": [\n[2026-09-29T08:03:45.136Z] [INFO]       {\n[2026-09-29T08:03:45.136Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:03:45.136Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:03:45.136Z] [INFO]         \"signature\": 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Checking what the slides cite the mango_ba_prompts CHANGELOG for:\"\n[2026-09-29T08:03:45.147Z] [INFO]       }\n[2026-09-29T08:03:45.147Z] [INFO]     ],\n[2026-09-29T08:03:45.147Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:45.147Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:45.147Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:45.147Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:45.147Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:45.147Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:45.147Z] [INFO]       \"cache_creation_input_tokens\": 773,\n[2026-09-29T08:03:45.147Z] [INFO]       \"cache_read_input_tokens\": 95539,\n[2026-09-29T08:03:45.147Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:45.147Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:45.147Z] [INFO]         \"ephemeral_1h_input_tokens\": 773\n[2026-09-29T08:03:45.147Z] [INFO]       },\n[2026-09-29T08:03:45.147Z] [INFO]       \"output_tokens\": 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[INFO]   \"timestamp\": \"2026-09-29T08:03:46.525Z\",\n[2026-09-29T08:03:46.556Z] [INFO]   \"request_id\": \"req_011CfXP9hZZdKJCuayZBJLn7\",\n[2026-09-29T08:03:46.556Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:46.556Z] [INFO]     \"toolu_019HUKNqk2npW3y9RQyRX6uT\": {\n[2026-09-29T08:03:46.556Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 218,228p projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md; gh api repos/G-Ivan-A/mango_ba_prompts/contents/CHANGELOG.md --jq .content | base64 -d | grep -n -i 'evals\\\\|golden' | head -3\",\n[2026-09-29T08:03:46.556Z] [INFO]       \"description\": \"Inspect slide 4 sources\"\n[2026-09-29T08:03:46.556Z] [INFO]     }\n[2026-09-29T08:03:46.556Z] [INFO]   }\n[2026-09-29T08:03:46.556Z] [INFO] }\n[2026-09-29T08:03:48.673Z] [INFO] {\n[2026-09-29T08:03:48.673Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:03:48.673Z] [INFO]   \"message\": {\n[2026-09-29T08:03:48.673Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:03:48.673Z] [INFO]     \"content\": [\n[2026-09-29T08:03:48.673Z] [INFO]       {\n[2026-09-29T08:03:48.673Z] [INFO]         \"tool_use_id\": \"toolu_019HUKNqk2npW3y9RQyRX6uT\",\n[2026-09-29T08:03:48.673Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:03:48.673Z] [INFO]         \"content\": \"generous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\\n[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n[\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\\n[\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\\n[\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\\n[ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\\n693:  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0438\u043b\u0438 golden case \u2014 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0441\u0434\u0435\u043b\u0430\u043d\u0430 \u0434\u043b\u044f \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f\\n730:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c: \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\\n807:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439, \u0434\u0438\u0430\u043b\u043e\u0433 \u043e\u0431\u043e\u0440\u0432\u0430\u043d \u043d\u0430\",\n[2026-09-29T08:03:48.673Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:48.673Z] [INFO]       }\n[2026-09-29T08:03:48.673Z] [INFO]     ]\n[2026-09-29T08:03:48.673Z] [INFO]   },\n[2026-09-29T08:03:48.673Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:48.673Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:48.673Z] [INFO]   \"uuid\": \"3a3f6798-1be7-4193-9141-969b75470cbc\",\n[2026-09-29T08:03:48.673Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:48.657Z\",\n[2026-09-29T08:03:48.673Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:48.673Z] [INFO]     \"stdout\": \"generous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\\n[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n[\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\\n[\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\\n[\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\\n[ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\\n693:  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0438\u043b\u0438 golden case \u2014 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0441\u0434\u0435\u043b\u0430\u043d\u0430 \u0434\u043b\u044f \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f\\n730:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c: \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\\n807:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439, \u0434\u0438\u0430\u043b\u043e\u0433 \u043e\u0431\u043e\u0440\u0432\u0430\u043d \u043d\u0430\",\n[2026-09-29T08:03:48.673Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:48.673Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:48.673Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:48.673Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:48.673Z] [INFO]   }\n[2026-09-29T08:03:48.673Z] [INFO] }\n[2026-09-29T08:03:48.769Z] [STDOUT] [log_d992cf] sending request {\n[2026-09-29T08:03:48.773Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:48.778Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:48.784Z] [STDOUT]   options: {\n[2026-09-29T08:03:48.796Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:48.802Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:48.810Z] [STDOUT]     body: {\n[2026-09-29T08:03:48.822Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:48.824Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:48.830Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:48.835Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:48.838Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:48.846Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:48.858Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:48.865Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:48.869Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:48.873Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:48.875Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:48.877Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:48.882Z] [STDOUT]     },\n[2026-09-29T08:03:48.884Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:48.887Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:48.890Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:48.892Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:48.894Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:48.897Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:48.900Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:48.904Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:48.907Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:48.910Z] [STDOUT]     },\n[2026-09-29T08:03:48.920Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:48.925Z] [STDOUT]   },\n[2026-09-29T08:03:48.938Z] [STDOUT]   headers: {\n[2026-09-29T08:03:48.941Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:48.943Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:48.949Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:48.955Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:48.959Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:48.962Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:48.965Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:48.972Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:48.974Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:48.979Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2067\",\n[2026-09-29T08:03:48.983Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:48.988Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:48.994Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:48.996Z] [STDOUT]     \"x-client-request-id\": \"955e525e-b6ad-42f6-a8b3-817905f2efe2\",\n[2026-09-29T08:03:49.003Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:49.006Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:49.010Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:49.011Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:49.013Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:49.023Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:49.029Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:49.034Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:49.037Z] [STDOUT]   },\n[2026-09-29T08:03:49.039Z] [STDOUT] }\n[2026-09-29T08:03:49.583Z] [STDOUT] [log_d992cf, request-id: \"req_011CfXPA8zGVFSho7Tiv3mHK\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 813ms\n[2026-09-29T08:03:49.590Z] [STDOUT] [log_d992cf] response start {\n[2026-09-29T08:03:49.594Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:49.600Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:49.605Z] [STDOUT]   headers: {\n[2026-09-29T08:03:49.608Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:49.610Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:49.615Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:49.620Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:49.630Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:49.637Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:49.641Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:49.645Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:49.654Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:49.660Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:49.663Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:49.669Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:49.675Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:49.678Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:49.689Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:49.699Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:49.708Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:49.713Z] [STDOUT]     \"cf-ray\": \"a4297935d8ac5d90-FRA\",\n[2026-09-29T08:03:49.722Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:49.737Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:49.745Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:49.750Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:49.754Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:49 GMT\",\n[2026-09-29T08:03:49.761Z] [STDOUT]     \"request-id\": \"req_011CfXPA8zGVFSho7Tiv3mHK\",\n[2026-09-29T08:03:49.768Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:49.773Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:49.777Z] [STDOUT]     traceresponse: \"00-f115b4f0cf50022764692d9eb4fdd887-eaaf26350dbbc40d-01\",\n[2026-09-29T08:03:49.782Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:49.787Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:49.791Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:49.793Z] [STDOUT]   },\n[2026-09-29T08:03:49.798Z] [STDOUT]   durationMs: 813,\n[2026-09-29T08:03:49.801Z] [STDOUT] }\n[2026-09-29T08:03:49.809Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:49.812Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:49 GMT\",\n[2026-09-29T08:03:49.836Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:49.839Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:49.848Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:49.863Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:49.868Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:49.873Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:49.879Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:49.885Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:49.888Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:49.894Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:49.896Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:49.900Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:49.903Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:49.905Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:49.907Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:49.909Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:49.920Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:49.923Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:49.931Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:49.935Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:49.938Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:49.941Z] [STDOUT]   \"request-id\": \"req_011CfXPA8zGVFSho7Tiv3mHK\",\n[2026-09-29T08:03:49.944Z] [STDOUT]   \"traceresponse\": \"00-f115b4f0cf50022764692d9eb4fdd887-eaaf26350dbbc40d-01\",\n[2026-09-29T08:03:49.951Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:49.956Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:49.960Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:49.962Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:49.963Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:49.965Z] [STDOUT]   \"cf-ray\": \"a4297935d8ac5d90-FRA\",\n[2026-09-29T08:03:49.967Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:49.969Z] [STDOUT] [log_d992cf] response parsed {\n[2026-09-29T08:03:49.971Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:49.973Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:49.974Z] [STDOUT]   body: X {\n[2026-09-29T08:03:49.976Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:49.978Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:49.980Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:49.982Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:49.983Z] [STDOUT]     },\n[2026-09-29T08:03:49.986Z] [STDOUT]     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\"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:51.022Z] [INFO]   \"estimated_tokens\": 210,\n[2026-09-29T08:03:51.022Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:51.022Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:51.022Z] [INFO]   \"uuid\": \"fcb20328-8584-4bf9-9da8-ab18607ae718\"\n[2026-09-29T08:03:51.022Z] [INFO] }\n[2026-09-29T08:03:51.040Z] [INFO] {\n[2026-09-29T08:03:51.040Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:51.040Z] [INFO]   \"message\": {\n[2026-09-29T08:03:51.040Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:51.040Z] [INFO]     \"id\": \"msg_011CfXPA9TYJdBC8ZRi2SAJZ\",\n[2026-09-29T08:03:51.040Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:51.040Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:51.040Z] [INFO]     \"content\": [\n[2026-09-29T08:03:51.040Z] [INFO]       {\n[2026-09-29T08:03:51.040Z] [INFO]         \"type\": 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[INFO]       }\n[2026-09-29T08:03:51.040Z] [INFO]     ],\n[2026-09-29T08:03:51.040Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:51.040Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:51.040Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:51.040Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:51.040Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:51.040Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:51.040Z] [INFO]       \"cache_creation_input_tokens\": 923,\n[2026-09-29T08:03:51.040Z] [INFO]       \"cache_read_input_tokens\": 96312,\n[2026-09-29T08:03:51.040Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:51.040Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:51.040Z] [INFO]         \"ephemeral_1h_input_tokens\": 923\n[2026-09-29T08:03:51.040Z] [INFO]       },\n[2026-09-29T08:03:51.040Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:03:51.040Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:51.040Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:51.040Z] [INFO]     },\n[2026-09-29T08:03:51.040Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:51.040Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:51.040Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:51.040Z] [INFO]   },\n[2026-09-29T08:03:51.040Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:51.040Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:51.040Z] [INFO]   \"uuid\": \"87e7f14c-d28d-495a-bb4f-f0a488cea992\",\n[2026-09-29T08:03:51.040Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:51.016Z\",\n[2026-09-29T08:03:51.040Z] [INFO]   \"request_id\": \"req_011CfXPA8zGVFSho7Tiv3mHK\"\n[2026-09-29T08:03:51.040Z] [INFO] }\n[2026-09-29T08:03:51.048Z] [INFO] {\n[2026-09-29T08:03:51.048Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:51.048Z] [INFO]   \"message\": {\n[2026-09-29T08:03:51.048Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:51.048Z] [INFO]     \"id\": \"msg_011CfXPA9TYJdBC8ZRi2SAJZ\",\n[2026-09-29T08:03:51.048Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:51.048Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:51.048Z] [INFO]     \"content\": [\n[2026-09-29T08:03:51.048Z] [INFO]       {\n[2026-09-29T08:03:51.048Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:03:51.048Z] [INFO]         \"text\": \"The CHANGELOG supports neither the 23-file split nor the \\\"no evals\\\" statement, since the summary says the README says that. I'll confirm and repoint the links in both documents.\"\n[2026-09-29T08:03:51.048Z] [INFO]       }\n[2026-09-29T08:03:51.048Z] [INFO]     ],\n[2026-09-29T08:03:51.048Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:51.048Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:51.048Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:51.048Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:51.048Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:51.048Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:51.048Z] [INFO]       \"cache_creation_input_tokens\": 923,\n[2026-09-29T08:03:51.048Z] [INFO]       \"cache_read_input_tokens\": 96312,\n[2026-09-29T08:03:51.048Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:51.048Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:51.048Z] [INFO]         \"ephemeral_1h_input_tokens\": 923\n[2026-09-29T08:03:51.048Z] [INFO]       },\n[2026-09-29T08:03:51.048Z] [INFO]       \"output_tokens\": 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\"Confirm evals statement in mango_ba_prompts README\"\n[2026-09-29T08:03:52.298Z] [INFO]         },\n[2026-09-29T08:03:52.298Z] [INFO]         \"caller\": {\n[2026-09-29T08:03:52.298Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:03:52.298Z] [INFO]         }\n[2026-09-29T08:03:52.298Z] [INFO]       }\n[2026-09-29T08:03:52.298Z] [INFO]     ],\n[2026-09-29T08:03:52.298Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:52.298Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:52.298Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:52.298Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:52.298Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:52.298Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:52.298Z] [INFO]       \"cache_creation_input_tokens\": 923,\n[2026-09-29T08:03:52.298Z] [INFO]       \"cache_read_input_tokens\": 96312,\n[2026-09-29T08:03:52.298Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:52.298Z] [INFO]         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{\n[2026-09-29T08:03:54.624Z] [INFO]         \"tool_use_id\": \"toolu_014Js1KWknWAJ5G9U8oChXFV\",\n[2026-09-29T08:03:54.624Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:03:54.624Z] [INFO]         \"content\": \"46:> \u0447\u0435\u043a-\u043b\u0438\u0441\u0442, evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u0438\u043b\u0438 human-in-the-loop gate.\\n50:**evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442** \u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0447\u0435\u0441\u0442\u043d\u043e \u0432\",\n[2026-09-29T08:03:54.624Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:54.624Z] [INFO]       }\n[2026-09-29T08:03:54.624Z] [INFO]     ]\n[2026-09-29T08:03:54.624Z] [INFO]   },\n[2026-09-29T08:03:54.624Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:54.624Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:54.624Z] [INFO]   \"uuid\": \"831d305d-2640-40d2-893e-a9023e82b3ab\",\n[2026-09-29T08:03:54.624Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:54.615Z\",\n[2026-09-29T08:03:54.624Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:54.624Z] [INFO]     \"stdout\": \"46:> \u0447\u0435\u043a-\u043b\u0438\u0441\u0442, evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u0438\u043b\u0438 human-in-the-loop gate.\\n50:**evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442** \u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0447\u0435\u0441\u0442\u043d\u043e \u0432\",\n[2026-09-29T08:03:54.624Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:54.624Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:54.624Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:54.624Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:54.624Z] [INFO]   }\n[2026-09-29T08:03:54.624Z] [INFO] }\n[2026-09-29T08:03:54.707Z] [STDOUT] [log_83262d] sending request {\n[2026-09-29T08:03:54.715Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:54.729Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:54.734Z] [STDOUT]   options: {\n[2026-09-29T08:03:54.736Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:54.740Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:54.745Z] [STDOUT]     body: {\n[2026-09-29T08:03:54.753Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:54.756Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:54.761Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:54.764Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:54.766Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:54.768Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:54.770Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:54.773Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:54.778Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:54.783Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:54.789Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:54.792Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:54.796Z] [STDOUT]     },\n[2026-09-29T08:03:54.800Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:54.802Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:54.807Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:54.810Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:54.814Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:54.819Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:54.826Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:54.828Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:54.830Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:54.832Z] [STDOUT]     },\n[2026-09-29T08:03:54.834Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:54.836Z] [STDOUT]   },\n[2026-09-29T08:03:54.842Z] [STDOUT]   headers: {\n[2026-09-29T08:03:54.847Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:54.850Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:54.853Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:54.856Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:54.858Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:54.860Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:54.862Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:54.864Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:54.866Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:54.868Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2278\",\n[2026-09-29T08:03:54.870Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:54.872Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:54.874Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:54.876Z] [STDOUT]     \"x-client-request-id\": \"eaa1a3fa-8248-4606-b491-8851ba37e45e\",\n[2026-09-29T08:03:54.878Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:54.880Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:54.882Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:54.884Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:54.886Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:54.888Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:54.890Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:54.894Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:54.896Z] [STDOUT]   },\n[2026-09-29T08:03:54.905Z] [STDOUT] }\n[2026-09-29T08:03:55.599Z] [STDOUT] [log_83262d, request-id: \"req_011CfXPAaKGFjw5a2oj5oVck\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 866ms\n[2026-09-29T08:03:55.602Z] [STDOUT] [log_83262d] response start {\n[2026-09-29T08:03:55.609Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:55.612Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:55.615Z] [STDOUT]   headers: {\n[2026-09-29T08:03:55.619Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:55.622Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:55.625Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:55.627Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:55.639Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:55.643Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:55.655Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:55.660Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:55.669Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:55.674Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:55.676Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:55.679Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:55.685Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:55.688Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:55.690Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:55.692Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:55.694Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:55.697Z] [STDOUT]     \"cf-ray\": \"a429795afdb55d90-FRA\",\n[2026-09-29T08:03:55.699Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:55.701Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:55.704Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:55.707Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:55.709Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:55 GMT\",\n[2026-09-29T08:03:55.712Z] [STDOUT]     \"request-id\": \"req_011CfXPAaKGFjw5a2oj5oVck\",\n[2026-09-29T08:03:55.716Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:55.719Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:55.721Z] [STDOUT]     traceresponse: \"00-da212e9f6f71584fb01836a5509a5e7b-2a32ede0f4e64e89-01\",\n[2026-09-29T08:03:55.724Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:55.726Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:55.729Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:55.732Z] [STDOUT]   },\n[2026-09-29T08:03:55.737Z] [STDOUT]   durationMs: 866,\n[2026-09-29T08:03:55.740Z] [STDOUT] }\n[2026-09-29T08:03:55.743Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:55.747Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:55 GMT\",\n[2026-09-29T08:03:55.758Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:55.765Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:55.769Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:55.781Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:55.784Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:55.787Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:55.790Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:55.795Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:55.799Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:55.804Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:55.807Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:55.815Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:55.819Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:55.823Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:55.827Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:55.838Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:55.842Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:55.845Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:55.847Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:55.851Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:55.855Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:55.861Z] [STDOUT]   \"request-id\": \"req_011CfXPAaKGFjw5a2oj5oVck\",\n[2026-09-29T08:03:55.865Z] [STDOUT]   \"traceresponse\": \"00-da212e9f6f71584fb01836a5509a5e7b-2a32ede0f4e64e89-01\",\n[2026-09-29T08:03:55.872Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:55.875Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:55.882Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:55.884Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:55.889Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:55.894Z] [STDOUT]   \"cf-ray\": \"a429795afdb55d90-FRA\",\n[2026-09-29T08:03:55.897Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:55.901Z] [STDOUT] [log_83262d] response parsed {\n[2026-09-29T08:03:55.903Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:55.906Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:55.907Z] [STDOUT]   body: X {\n[2026-09-29T08:03:55.909Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:55.911Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:55.913Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:55.916Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:55.918Z] [STDOUT]     },\n[2026-09-29T08:03:55.920Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:55.921Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:55.925Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:55.927Z] [STDOUT]   },\n[2026-09-29T08:03:55.929Z] [STDOUT]   durationMs: 872,\n[2026-09-29T08:03:55.931Z] [STDOUT] }\n[2026-09-29T08:04:01.051Z] [INFO] {\n[2026-09-29T08:04:01.051Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:04:01.051Z] [INFO]   \"message\": {\n[2026-09-29T08:04:01.051Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:04:01.051Z] [INFO]     \"id\": \"msg_011CfXPAavyRG89aX7bojB7k\",\n[2026-09-29T08:04:01.051Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:04:01.051Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:04:01.051Z] [INFO]     \"content\": [\n[2026-09-29T08:04:01.051Z] [INFO]       {\n[2026-09-29T08:04:01.051Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:04:01.051Z] [INFO]         \"id\": \"toolu_01QLeZtUvPn4qT61A97mg8Ls\",\n[2026-09-29T08:04:01.051Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:04:01.051Z] [INFO]         \"input\": {\n[2026-09-29T08:04:01.051Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\nC='https://github.com/G-Ivan-A/mango_ba_prompts/commit/d8a47597ed9f0301e03086e7c14cbd35205b01d1'\\nR='https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50'\\ns='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md'\\nt=open(s).read()\\na='[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),'\\nb=f'[\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 23 \u0444\u0430\u0439\u043b\u0430]({C}),\\\\n[README `mango_ba_prompts`: \u00abevals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\u00bb]({R}),'\\nassert a in t; open(s,'w').write(t.replace(a,b))\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md'\\nt=open(p).read()\\na='[\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)'\\nassert a in t; t=t.replace(a,f'[\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e]({C})')\\na='\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'\\nassert a in t; t=t.replace(a,f'[\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\\\n  {R}): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.')\\nopen(p,'w').write(t)\\nEOF\\ngrep -n -B1 -A1 'README.md#L50' projects/ba-ai-process/docs/presentation/*speaker*.md; grep -rn 'mango_ba_prompts/blob/main/CHANGELOG' projects/ba-ai-process/docs/presentation/ || echo \\\"no changelog refs left\\\"\",\n[2026-09-29T08:04:01.051Z] [INFO]           \"description\": \"Point evolution links to exact evidence\"\n[2026-09-29T08:04:01.051Z] [INFO]         },\n[2026-09-29T08:04:01.051Z] [INFO]         \"caller\": {\n[2026-09-29T08:04:01.051Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:04:01.051Z] [INFO]         }\n[2026-09-29T08:04:01.051Z] [INFO]       }\n[2026-09-29T08:04:01.051Z] [INFO]     ],\n[2026-09-29T08:04:01.051Z] [INFO]     \"container\": null,\n[2026-09-29T08:04:01.051Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:04:01.051Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:04:01.051Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:04:01.051Z] [INFO]     \"usage\": {\n[2026-09-29T08:04:01.051Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:04:01.051Z] [INFO]       \"cache_creation_input_tokens\": 396,\n[2026-09-29T08:04:01.051Z] [INFO]       \"cache_read_input_tokens\": 97235,\n[2026-09-29T08:04:01.051Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:04:01.051Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:04:01.051Z] [INFO]         \"ephemeral_1h_input_tokens\": 396\n[2026-09-29T08:04:01.051Z] [INFO]       },\n[2026-09-29T08:04:01.051Z] [INFO]       \"output_tokens\": 20,\n[2026-09-29T08:04:01.051Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:04:01.051Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:04:01.051Z] [INFO]     },\n[2026-09-29T08:04:01.051Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:04:01.051Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:04:01.051Z] [INFO]     \"context_management\": null\n[2026-09-29T08:04:01.051Z] [INFO]   },\n[2026-09-29T08:04:01.051Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:04:01.051Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:01.051Z] [INFO]   \"uuid\": \"d945e319-22e5-41c5-bb3a-d53e22b4c9de\",\n[2026-09-29T08:04:01.051Z] [INFO]   \"timestamp\": \"2026-09-29T08:04:00.868Z\",\n[2026-09-29T08:04:01.051Z] [INFO]   \"request_id\": \"req_011CfXPAaKGFjw5a2oj5oVck\",\n[2026-09-29T08:04:01.051Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:04:01.051Z] [INFO]     \"toolu_01QLeZtUvPn4qT61A97mg8Ls\": {\n[2026-09-29T08:04:01.051Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\nC='https://github.com/G-Ivan-A/mango_ba_prompts/commit/d8a47597ed9f0301e03086e7c14cbd35205b01d1'\\nR='https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50'\\ns='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md'\\nt=open(s).read()\\na='[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),'\\nb=f'[\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 23 \u0444\u0430\u0439\u043b\u0430]({C}),\\\\n[README `mango_ba_prompts`: \u00abevals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\u00bb]({R}),'\\nassert a in t; open(s,'w').write(t.replace(a,b))\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md'\\nt=open(p).read()\\na='[\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)'\\nassert a in t; t=t.replace(a,f'[\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e]({C})')\\na='\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'\\nassert a in t; t=t.replace(a,f'[\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\\\n  {R}): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.')\\nopen(p,'w').write(t)\\nEOF\\ngrep -n -B1 -A1 'README.md#L50' projects/ba-ai-process/docs/presentation/*speaker*.md; grep -rn 'mango_ba_prompts/blob/main/CHANGELOG' projects/ba-ai-process/docs/presentation/ || echo \\\"no changelog refs left\\\"\",\n[2026-09-29T08:04:01.051Z] [INFO]       \"description\": \"Point evolution links to exact evidence\"\n[2026-09-29T08:04:01.051Z] [INFO]     }\n[2026-09-29T08:04:01.051Z] [INFO]   }\n[2026-09-29T08:04:01.051Z] [INFO] }\n[2026-09-29T08:04:04.289Z] [INFO] {\n[2026-09-29T08:04:04.289Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"task_id\": \"bdihe85ag\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"tool_use_id\": \"toolu_01QLeZtUvPn4qT61A97mg8Ls\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"description\": \"Point evolution links to exact evidence\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T08:04:04.289Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"uuid\": \"9cb79e78-1462-4375-a5da-d3db891e8367\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:04.289Z] [INFO] }\n[2026-09-29T08:04:05.573Z] [INFO] {\n[2026-09-29T08:04:05.573Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"task_id\": \"bdihe85ag\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"tool_use_id\": \"toolu_01QLeZtUvPn4qT61A97mg8Ls\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"summary\": \"Point evolution links to exact evidence\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"uuid\": \"8fa20f04-1771-40f9-92ce-d455bec5e24b\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:05.573Z] [INFO] }\n[2026-09-29T08:04:05.680Z] [INFO] {\n[2026-09-29T08:04:05.680Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:04:05.680Z] [INFO]   \"message\": {\n[2026-09-29T08:04:05.680Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:04:05.680Z] [INFO]     \"content\": [\n[2026-09-29T08:04:05.680Z] [INFO]       {\n[2026-09-29T08:04:05.680Z] [INFO]         \"tool_use_id\": \"toolu_01QLeZtUvPn4qT61A97mg8Ls\",\n[2026-09-29T08:04:05.680Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:04:05.680Z] [INFO]         \"content\": \"148-  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\n149:  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n150-- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\nno changelog refs left\",\n[2026-09-29T08:04:05.680Z] [INFO]         \"is_error\": false\n[2026-09-29T08:04:05.680Z] [INFO]       }\n[2026-09-29T08:04:05.680Z] [INFO]     ]\n[2026-09-29T08:04:05.680Z] [INFO]   },\n[2026-09-29T08:04:05.680Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:04:05.680Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:05.680Z] [INFO]   \"uuid\": \"7ebb562a-2bf6-4509-9285-3b21de173807\",\n[2026-09-29T08:04:05.680Z] [INFO]   \"timestamp\": \"2026-09-29T08:04:05.670Z\",\n[2026-09-29T08:04:05.680Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:04:05.680Z] [INFO]     \"stdout\": \"148-  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\n149:  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n150-- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\nno changelog refs left\",\n[2026-09-29T08:04:05.680Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:04:05.680Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:04:05.680Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:04:05.680Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:04:05.680Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T08:04:05.680Z] [INFO]       \"files\": [\n[2026-09-29T08:04:05.680Z] [INFO]         {\n[2026-09-29T08:04:05.680Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T08:04:05.680Z] [INFO]           \"hunks\": [\n[2026-09-29T08:04:05.680Z] [INFO]             {\n[2026-09-29T08:04:05.680Z] [INFO]               \"oldStart\": 220,\n[2026-09-29T08:04:05.680Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T08:04:05.680Z] [INFO]               \"newStart\": 220,\n[2026-09-29T08:04:05.680Z] [INFO]               \"newLines\": 8,\n[2026-09-29T08:04:05.680Z] [INFO]               \"lines\": [\n[2026-09-29T08:04:05.680Z] [INFO]                 \" \",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" [\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"-[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"+[\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 23 \u0444\u0430\u0439\u043b\u0430](https://github.com/G-Ivan-A/mango_ba_prompts/commit/d8a47597ed9f0301e03086e7c14cbd35205b01d1),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"+[README `mango_ba_prompts`: \u00abevals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\u00bb](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" [\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" [\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" [\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\"\n[2026-09-29T08:04:05.680Z] [INFO]               ]\n[2026-09-29T08:04:05.680Z] [INFO]             }\n[2026-09-29T08:04:05.680Z] [INFO]           ]\n[2026-09-29T08:04:05.680Z] [INFO]         },\n[2026-09-29T08:04:05.680Z] [INFO]         {\n[2026-09-29T08:04:05.680Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T08:04:05.680Z] [INFO]           \"hunks\": [\n[2026-09-29T08:04:05.680Z] [INFO]             {\n[2026-09-29T08:04:05.680Z] [INFO]               \"oldStart\": 138,\n[2026-09-29T08:04:05.680Z] [INFO]               \"oldLines\": 14,\n[2026-09-29T08:04:05.680Z] [INFO]               \"newStart\": 138,\n[2026-09-29T08:04:05.680Z] [INFO]               \"newLines\": 15,\n[2026-09-29T08:04:05.680Z] [INFO]               \"lines\": [\n[2026-09-29T08:04:05.680Z] [INFO]                 \" **\u0422\u0435\u043a\u0441\u0442.**\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" \",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" - \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"-  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"+  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/commit/d8a47597ed9f0301e03086e7c14cbd35205b01d1)\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"   \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" - \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"   [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"   \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"   \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" - \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"-  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"+  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"+  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" - \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"   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\"date\": \"Tue, 29 Sep 2026 08:04:06 GMT\",\n[2026-09-29T08:04:06.937Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:04:06.940Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:04:06.950Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:04:06.956Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:04:06.962Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:04:06.966Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:04:06.971Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:04:06.973Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:04:06.975Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:04:06.979Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:04:06.983Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:04:06.985Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:04:06.989Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:04:06.993Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:04:06.995Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:04:07.001Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:04:07.004Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:04:07.007Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:04:07.010Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:04:07.015Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:04:07.020Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:04:07.024Z] [STDOUT]   \"request-id\": \"req_011CfXPBPiK96E2hiibxHh8h\",\n[2026-09-29T08:04:07.028Z] [STDOUT]   \"traceresponse\": \"00-55fe8242740424433180de65258c84ae-af0235602e157091-01\",\n[2026-09-29T08:04:07.032Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:04:07.036Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:04:07.039Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:04:07.042Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:04:07.048Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:04:07.052Z] [STDOUT]   \"cf-ray\": \"a42979a029db5d90-FRA\",\n[2026-09-29T08:04:07.057Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:04:07.060Z] [STDOUT] [log_1d9e0c] response parsed {\n[2026-09-29T08:04:07.064Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:04:07.069Z] [STDOUT]   status: 200,\n[2026-09-29T08:04:07.074Z] [STDOUT]   body: X {\n[2026-09-29T08:04:07.078Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:04:07.081Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:04:07.083Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:04:07.087Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:04:07.090Z] [STDOUT]     },\n[2026-09-29T08:04:07.095Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:04:07.101Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:04:07.105Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:04:07.108Z] [STDOUT]   },\n[2026-09-29T08:04:07.115Z] [STDOUT]   durationMs: 963,\n[2026-09-29T08:04:07.129Z] [STDOUT] }\n[2026-09-29T08:04:07.280Z] [INFO] {\n[2026-09-29T08:04:07.280Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:07.280Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:04:07.280Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T08:04:07.280Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:04:07.280Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:07.280Z] [INFO]   \"uuid\": \"cb04c539-2ba1-4f91-b2b9-61acfd343978\"\n[2026-09-29T08:04:07.280Z] [INFO] }\n[2026-09-29T08:04:08.121Z] [INFO] {\n[2026-09-29T08:04:08.121Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:08.121Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:04:08.121Z] [INFO]   \"estimated_tokens\": 220,\n[2026-09-29T08:04:08.121Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:04:08.121Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:08.121Z] [INFO]   \"uuid\": \"975e2d88-233b-4dd3-8e17-99a2e79a3d17\"\n[2026-09-29T08:04:08.121Z] [INFO] }\n[2026-09-29T08:04:08.135Z] [INFO] {\n[2026-09-29T08:04:08.135Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:04:08.135Z] [INFO]   \"message\": {\n[2026-09-29T08:04:08.135Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:04:08.135Z] [INFO]     \"id\": \"msg_011CfXPBQHo1TpXrTcwQ5yfZ\",\n[2026-09-29T08:04:08.135Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:04:08.135Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:04:08.135Z] [INFO]     \"content\": [\n[2026-09-29T08:04:08.135Z] [INFO]       {\n[2026-09-29T08:04:08.135Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:04:08.135Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:04:08.135Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T08:04:08.135Z] [INFO]       }\n[2026-09-29T08:04:08.135Z] [INFO]     ],\n[2026-09-29T08:04:08.135Z] [INFO]     \"container\": null,\n[2026-09-29T08:04:08.135Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:04:08.135Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:04:08.135Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:04:08.135Z] [INFO]     \"usage\": {\n[2026-09-29T08:04:08.135Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:04:08.135Z] [INFO]       \"cache_creation_input_tokens\": 858,\n[2026-09-29T08:04:08.135Z] [INFO]       \"cache_read_input_tokens\": 97631,\n[2026-09-29T08:04:08.135Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:04:08.135Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:04:08.135Z] [INFO]         \"ephemeral_1h_input_tokens\": 858\n[2026-09-29T08:04:08.135Z] [INFO]       },\n[2026-09-29T08:04:08.135Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:04:08.135Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:04:08.135Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:04:08.135Z] [INFO]     },\n[2026-09-29T08:04:08.135Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:04:08.135Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:04:08.135Z] [INFO]     \"context_management\": null\n[2026-09-29T08:04:08.135Z] [INFO]   },\n[2026-09-29T08:04:08.135Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:04:08.135Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:08.135Z] [INFO]   \"uuid\": \"f97e5aff-394f-43b7-b7ea-8ddc1cd7b813\",\n[2026-09-29T08:04:08.135Z] [INFO]   \"timestamp\": \"2026-09-29T08:04:08.120Z\",\n[2026-09-29T08:04:08.135Z] [INFO]   \"request_id\": \"req_011CfXPBPiK96E2hiibxHh8h\"\n[2026-09-29T08:04:08.135Z] [INFO] }\n[2026-09-29T08:04:08.150Z] [INFO] {\n[2026-09-29T08:04:08.150Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:04:08.150Z] [INFO]   \"message\": {\n[2026-09-29T08:04:08.150Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:04:08.150Z] [INFO]     \"id\": \"msg_011CfXPBQHo1TpXrTcwQ5yfZ\",\n[2026-09-29T08:04:08.150Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:04:08.150Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:04:08.150Z] [INFO]     \"content\": [\n[2026-09-29T08:04:08.150Z] [INFO]       {\n[2026-09-29T08:04:08.150Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:04:08.150Z] [INFO]         \"text\": \"The link wraps awkwardly across lines, so I'll reflow it:\"\n[2026-09-29T08:04:08.150Z] [INFO]       }\n[2026-09-29T08:04:08.150Z] [INFO]     ],\n[2026-09-29T08:04:08.150Z] [INFO]     \"container\": null,\n[2026-09-29T08:04:08.150Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:04:08.150Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:04:08.150Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:04:08.150Z] [INFO]     \"usage\": {\n[2026-09-29T08:04:08.150Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:04:08.150Z] [INFO]       \"cache_creation_input_tokens\": 858,\n[2026-09-29T08:04:08.150Z] [INFO]       \"cache_read_input_tokens\": 97631,\n[2026-09-29T08:04:08.150Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:04:08.150Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:04:08.150Z] [INFO]         \"ephemeral_1h_input_tokens\": 858\n[2026-09-29T08:04:08.150Z] [INFO]       },\n[2026-09-29T08:04:08.150Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:04:08.150Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:04:08.150Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:04:08.150Z] [INFO]     },\n[2026-09-29T08:04:08.150Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:04:08.150Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:04:08.150Z] [INFO]     \"context_management\": null\n[2026-09-29T08:04:08.150Z] [INFO]   },\n[2026-09-29T08:04:08.150Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:04:08.150Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:08.150Z] [INFO]   \"uuid\": \"503e558c-4ecc-4846-b1a7-6119b27a2f4e\",\n[2026-09-29T08:04:08.150Z] [INFO]   \"timestamp\": \"2026-09-29T08:04:08.127Z\",\n[2026-09-29T08:04:08.150Z] [INFO]   \"request_id\": \"req_011CfXPBPiK96E2hiibxHh8h\"\n[2026-09-29T08:04:08.150Z] [INFO] }\n[2026-09-29T08:04:12.693Z] [INFO] {\n[2026-09-29T08:04:12.693Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:04:12.693Z] [INFO]   \"message\": {\n[2026-09-29T08:04:12.693Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:04:12.693Z] [INFO]     \"id\": \"msg_011CfXPBQHo1TpXrTcwQ5yfZ\",\n[2026-09-29T08:04:12.693Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:04:12.693Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:04:12.693Z] [INFO]     \"content\": [\n[2026-09-29T08:04:12.693Z] [INFO]       {\n[2026-09-29T08:04:12.693Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:04:12.693Z] [INFO]         \"id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:04:12.693Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:04:12.693Z] [INFO]         \"input\": {\n[2026-09-29T08:04:12.693Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md'\\nt=open(p).read()\\na='''- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\n  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'''\\nb='''- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438 \u0432\\n  [README](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50):\\n  evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'''\\nassert a in t; open(p,'w').write(t.replace(a,b))\\nEOF\\nfor v in \\\"./tools/validate-frontmatter.sh .\\\" ./tools/validate-rrp-links.sh ./tools/validate-repository-structure.sh; do $v >/dev/null 2>&1 && echo \\\"PASS $v\\\" || echo \\\"FAIL $v\\\"; done\\ngit add -A && git commit -q -m \\\"docs(ba-ai-process): cite exact evidence for prompt-repo evolution (#646)\\n\\nLink the 23-file split to commit d8a4759 and the missing-evals admission\\nto the mango_ba_prompts README instead of its CHANGELOG, which records\\nneither fact.\\\" && git push -q origin issue-646-497e337ac092 && git log --oneline -3\",\n[2026-09-29T08:04:12.693Z] [INFO]           \"description\": \"Fix link formatting, validate, commit, push\"\n[2026-09-29T08:04:12.693Z] [INFO]         },\n[2026-09-29T08:04:12.693Z] [INFO]         \"caller\": {\n[2026-09-29T08:04:12.693Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:04:12.693Z] [INFO]         }\n[2026-09-29T08:04:12.693Z] [INFO]       }\n[2026-09-29T08:04:12.693Z] [INFO]     ],\n[2026-09-29T08:04:12.693Z] [INFO]     \"container\": null,\n[2026-09-29T08:04:12.693Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:04:12.693Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:04:12.693Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:04:12.693Z] [INFO]     \"usage\": {\n[2026-09-29T08:04:12.693Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:04:12.693Z] [INFO]       \"cache_creation_input_tokens\": 858,\n[2026-09-29T08:04:12.693Z] [INFO]       \"cache_read_input_tokens\": 97631,\n[2026-09-29T08:04:12.693Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:04:12.693Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:04:12.693Z] [INFO]         \"ephemeral_1h_input_tokens\": 858\n[2026-09-29T08:04:12.693Z] [INFO]       },\n[2026-09-29T08:04:12.693Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:04:12.693Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:04:12.693Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:04:12.693Z] [INFO]     },\n[2026-09-29T08:04:12.693Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:04:12.693Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:04:12.693Z] [INFO]     \"context_management\": null\n[2026-09-29T08:04:12.693Z] [INFO]   },\n[2026-09-29T08:04:12.693Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:04:12.693Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:12.693Z] [INFO]   \"uuid\": \"e04d3317-3ef8-48ea-8a65-0e6dd205362d\",\n[2026-09-29T08:04:12.693Z] [INFO]   \"timestamp\": \"2026-09-29T08:04:12.675Z\",\n[2026-09-29T08:04:12.693Z] [INFO]   \"request_id\": \"req_011CfXPBPiK96E2hiibxHh8h\",\n[2026-09-29T08:04:12.693Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:04:12.693Z] [INFO]     \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\": {\n[2026-09-29T08:04:12.693Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md'\\nt=open(p).read()\\na='''- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\n  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'''\\nb='''- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438 \u0432\\n  [README](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50):\\n  evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'''\\nassert a in t; open(p,'w').write(t.replace(a,b))\\nEOF\\nfor v in \\\"./tools/validate-frontmatter.sh .\\\" ./tools/validate-rrp-links.sh ./tools/validate-repository-structure.sh; do $v >/dev/null 2>&1 && echo \\\"PASS $v\\\" || echo \\\"FAIL $v\\\"; done\\ngit add -A && git commit -q -m \\\"docs(ba-ai-process): cite exact evidence for prompt-repo evolution (#646)\\n\\nLink the 23-file split to commit d8a4759 and the missing-evals admission\\nto the mango_ba_prompts README instead of its CHANGELOG, which records\\nneither fact.\\\" && git push -q origin issue-646-497e337ac092 && git log --oneline -3\",\n[2026-09-29T08:04:12.693Z] [INFO]       \"description\": \"Fix link formatting, validate, commit, push\"\n[2026-09-29T08:04:12.693Z] [INFO]     }\n[2026-09-29T08:04:12.693Z] [INFO]   }\n[2026-09-29T08:04:12.693Z] [INFO] }\n[2026-09-29T08:04:14.679Z] [INFO] {\n[2026-09-29T08:04:14.679Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:14.679Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T08:04:14.679Z] [INFO]   \"tasks\": [],\n[2026-09-29T08:04:14.679Z] [INFO]   \"uuid\": \"a5340316-0a39-4805-a117-d1100e447ac5\",\n[2026-09-29T08:04:14.679Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:14.679Z] [INFO] }\n[2026-09-29T08:04:14.686Z] [INFO] {\n[2026-09-29T08:04:14.686Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:14.686Z] [INFO]   \"subtype\": \"task_updated\",\n[2026-09-29T08:04:14.686Z] [INFO]   \"task_id\": \"bm13v5xu1\",\n[2026-09-29T08:04:14.686Z] [INFO]   \"patch\": {\n[2026-09-29T08:04:14.686Z] [INFO]     \"status\": \"completed\",\n[2026-09-29T08:04:14.686Z] [INFO]     \"end_time\": 1790669054673\n[2026-09-29T08:04:14.686Z] [INFO]   },\n[2026-09-29T08:04:14.686Z] [INFO]   \"uuid\": \"6acc36fd-1a11-4c99-b663-da55cf8c055d\",\n[2026-09-29T08:04:14.686Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:14.686Z] [INFO] }\n[2026-09-29T08:04:14.689Z] [INFO] {\n[2026-09-29T08:04:14.689Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"task_id\": \"bm13v5xu1\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"tool_use_id\": \"toolu_01RZvV1fFAQtxQYzHHyPnspK\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"output_file\": \"/tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bm13v5xu1.output\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"summary\": \"Background command \\\"Wait for CI runs to finish\\\" completed (exit code 0)\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"uuid\": \"a1ed4962-4164-434c-bce9-32f0789632b6\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:14.689Z] [INFO] }\n[2026-09-29T08:04:15.741Z] [INFO] {\n[2026-09-29T08:04:15.741Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"task_id\": \"bn5iaow84\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"description\": \"Fix link formatting, validate, commit, push\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T08:04:15.741Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"uuid\": \"6bdebf59-923e-4568-89d4-8973b2436c98\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:15.741Z] [INFO] }\n[2026-09-29T08:04:42.747Z] [INFO] {\n[2026-09-29T08:04:42.747Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T08:04:42.747Z] [INFO]   \"tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4-heartbeat-0\",\n[2026-09-29T08:04:42.747Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T08:04:42.747Z] [INFO]   \"parent_tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:04:42.747Z] [INFO]   \"elapsed_time_seconds\": 30,\n[2026-09-29T08:04:42.747Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T08:04:42.747Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:42.747Z] [INFO]   \"uuid\": \"9e22f6b7-159d-4509-9b9b-eb00a63befad\"\n[2026-09-29T08:04:42.747Z] [INFO] }\n[2026-09-29T08:05:12.733Z] [INFO] {\n[2026-09-29T08:05:12.733Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T08:05:12.733Z] [INFO]   \"tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4-heartbeat-1\",\n[2026-09-29T08:05:12.733Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T08:05:12.733Z] [INFO]   \"parent_tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:05:12.733Z] [INFO]   \"elapsed_time_seconds\": 60,\n[2026-09-29T08:05:12.733Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T08:05:12.733Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:12.733Z] [INFO]   \"uuid\": \"c7a76869-b612-4d5b-85ad-b15c9051006a\"\n[2026-09-29T08:05:12.733Z] [INFO] }\n[2026-09-29T08:05:25.631Z] [INFO] {\n[2026-09-29T08:05:25.631Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"task_id\": \"bn5iaow84\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"summary\": \"Fix link formatting, validate, commit, push\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"uuid\": \"3b956028-8e27-448c-9554-4aee9ab7bf05\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:25.631Z] [INFO] }\n[2026-09-29T08:05:25.672Z] [INFO] {\n[2026-09-29T08:05:25.672Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:05:25.672Z] [INFO]   \"subtype\": \"vcs_state_changed\",\n[2026-09-29T08:05:25.672Z] [INFO]   \"kind\": \"push\",\n[2026-09-29T08:05:25.672Z] [INFO]   \"cwd\": \"/tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T08:05:25.672Z] [INFO]   \"uuid\": \"10c7b028-c878-46ed-80d3-1915b915284e\",\n[2026-09-29T08:05:25.672Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:25.672Z] [INFO] }\n[2026-09-29T08:05:25.705Z] [INFO] {\n[2026-09-29T08:05:25.705Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:05:25.705Z] [INFO]   \"message\": {\n[2026-09-29T08:05:25.705Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:05:25.705Z] [INFO]     \"content\": [\n[2026-09-29T08:05:25.705Z] [INFO]       {\n[2026-09-29T08:05:25.705Z] [INFO]         \"tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:05:25.705Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:05:25.705Z] [INFO]         \"content\": \"PASS ./tools/validate-frontmatter.sh .\\nPASS ./tools/validate-rrp-links.sh\\nPASS ./tools/validate-repository-structure.sh\\na85ff3d docs(ba-ai-process): cite exact evidence for prompt-repo evolution (#646)\\n9fd0ba0 docs(ba-ai-process): add meta-model presentation slides and speaker script (#646)\\n611336a Initial commit with task details\",\n[2026-09-29T08:05:25.705Z] [INFO]         \"is_error\": false\n[2026-09-29T08:05:25.705Z] [INFO]       }\n[2026-09-29T08:05:25.705Z] [INFO]     ]\n[2026-09-29T08:05:25.705Z] [INFO]   },\n[2026-09-29T08:05:25.705Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:25.705Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:25.705Z] [INFO]   \"uuid\": \"21e207cc-0684-49db-b63c-39f18416d86b\",\n[2026-09-29T08:05:25.705Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:25.683Z\",\n[2026-09-29T08:05:25.705Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:05:25.705Z] [INFO]     \"stdout\": \"PASS ./tools/validate-frontmatter.sh .\\nPASS ./tools/validate-rrp-links.sh\\nPASS ./tools/validate-repository-structure.sh\\na85ff3d docs(ba-ai-process): cite exact evidence for prompt-repo evolution (#646)\\n9fd0ba0 docs(ba-ai-process): add meta-model presentation slides and speaker script (#646)\\n611336a Initial commit with task details\",\n[2026-09-29T08:05:25.705Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:05:25.705Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:05:25.705Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:05:25.705Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:05:25.705Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T08:05:25.705Z] [INFO]       \"files\": [\n[2026-09-29T08:05:25.705Z] [INFO]         {\n[2026-09-29T08:05:25.705Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T08:05:25.705Z] [INFO]           \"hunks\": [\n[2026-09-29T08:05:25.705Z] [INFO]             {\n[2026-09-29T08:05:25.705Z] [INFO]               \"oldStart\": 145,\n[2026-09-29T08:05:25.705Z] [INFO]               \"oldLines\": 8,\n[2026-09-29T08:05:25.705Z] [INFO]               \"newStart\": 145,\n[2026-09-29T08:05:25.705Z] [INFO]               \"newLines\": 9,\n[2026-09-29T08:05:25.705Z] [INFO]               \"lines\": [\n[2026-09-29T08:05:25.705Z] [INFO]                 \"   \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T08:05:25.705Z] [INFO]                 \"   \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\",\n[2026-09-29T08:05:25.705Z] [INFO]                 \" - \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\",\n[2026-09-29T08:05:25.705Z] [INFO]                 \"-  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\",\n[2026-09-29T08:05:25.705Z] [INFO]                 \"-  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 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\"req_011CfXPHHhqamrotckTQ46dK\",\n[2026-09-29T08:05:27.562Z] [STDOUT]   \"traceresponse\": \"00-2ecf0cfa600cb41eab5f5631495939b4-19db9b51ffea60f8-01\",\n[2026-09-29T08:05:27.568Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:05:27.572Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:05:27.578Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:05:27.588Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:05:27.602Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:05:27.605Z] [STDOUT]   \"cf-ray\": \"a4297b941e185d90-FRA\",\n[2026-09-29T08:05:27.612Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:05:27.618Z] [STDOUT] [log_709fe3] response parsed {\n[2026-09-29T08:05:27.630Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:05:27.633Z] [STDOUT]   status: 200,\n[2026-09-29T08:05:27.636Z] [STDOUT]   body: X {\n[2026-09-29T08:05:27.638Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:05:27.640Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:05:27.648Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:05:27.653Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:05:27.665Z] [STDOUT]     },\n[2026-09-29T08:05:27.667Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:05:27.669Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:05:27.671Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:05:27.673Z] [STDOUT]   },\n[2026-09-29T08:05:27.677Z] [STDOUT]   durationMs: 1369,\n[2026-09-29T08:05:27.684Z] [STDOUT] }\n[2026-09-29T08:05:27.697Z] [INFO] {\n[2026-09-29T08:05:27.697Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:27.697Z] [INFO]   \"message\": {\n[2026-09-29T08:05:27.697Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:27.697Z] [INFO]     \"id\": \"msg_011CfXPHJJ4RKhQAeXbTsrdB\",\n[2026-09-29T08:05:27.697Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:27.697Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:27.697Z] [INFO]     \"content\": [\n[2026-09-29T08:05:27.697Z] [INFO]       {\n[2026-09-29T08:05:27.697Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:05:27.697Z] [INFO]         \"text\": \"Both CI runs passed on 9fd0ba0. Waiting for the runs on the new commit a85ff3d:\"\n[2026-09-29T08:05:27.697Z] [INFO]       }\n[2026-09-29T08:05:27.697Z] [INFO]     ],\n[2026-09-29T08:05:27.697Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:27.697Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:27.697Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:27.697Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:27.697Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:27.697Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:27.697Z] [INFO]       \"cache_creation_input_tokens\": 1276,\n[2026-09-29T08:05:27.697Z] [INFO]       \"cache_read_input_tokens\": 98489,\n[2026-09-29T08:05:27.697Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:27.697Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:27.697Z] [INFO]         \"ephemeral_1h_input_tokens\": 1276\n[2026-09-29T08:05:27.697Z] [INFO]       },\n[2026-09-29T08:05:27.697Z] [INFO]       \"output_tokens\": 60,\n[2026-09-29T08:05:27.697Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:05:27.697Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:05:27.697Z] [INFO]     },\n[2026-09-29T08:05:27.697Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:05:27.697Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:05:27.697Z] [INFO]     \"context_management\": null\n[2026-09-29T08:05:27.697Z] [INFO]   },\n[2026-09-29T08:05:27.697Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:27.697Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:27.697Z] [INFO]   \"uuid\": \"b6e06abd-0621-445f-bd7d-675ebc814c4c\",\n[2026-09-29T08:05:27.697Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:27.136Z\",\n[2026-09-29T08:05:27.697Z] [INFO]   \"request_id\": \"req_011CfXPHHhqamrotckTQ46dK\"\n[2026-09-29T08:05:27.697Z] [INFO] }\n[2026-09-29T08:05:31.709Z] [INFO] {\n[2026-09-29T08:05:31.709Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:31.709Z] [INFO]   \"message\": {\n[2026-09-29T08:05:31.709Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:31.709Z] [INFO]     \"id\": \"msg_011CfXPHJJ4RKhQAeXbTsrdB\",\n[2026-09-29T08:05:31.709Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:31.709Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:31.709Z] [INFO]     \"content\": [\n[2026-09-29T08:05:31.709Z] [INFO]       {\n[2026-09-29T08:05:31.709Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:05:31.709Z] [INFO]         \"id\": \"toolu_01RkAqP7exMEH89YAyFp5Qjn\",\n[2026-09-29T08:05:31.709Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:05:31.709Z] [INFO]         \"input\": {\n[2026-09-29T08:05:31.709Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bm13v5xu1.output; for i in $(seq 1 20); do n=$(gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --json headSha,databaseId --jq '[.[]|select(.headSha|startswith(\\\"a85ff3d\\\"))]|length'); [ \\\"$n\\\" -ge 2 ] && break; sleep 6; done; for id in $(gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --json headSha,databaseId --jq '.[]|select(.headSha|startswith(\\\"a85ff3d\\\"))|.databaseId'); do gh run watch $id --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/dev/null 2>&1; echo \\\"$id exit $?\\\"; done\",\n[2026-09-29T08:05:31.709Z] [INFO]           \"description\": \"Wait for CI on latest commit\",\n[2026-09-29T08:05:31.709Z] [INFO]           \"run_in_background\": true\n[2026-09-29T08:05:31.709Z] [INFO]         },\n[2026-09-29T08:05:31.709Z] [INFO]         \"caller\": {\n[2026-09-29T08:05:31.709Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:05:31.709Z] [INFO]         }\n[2026-09-29T08:05:31.709Z] [INFO]       }\n[2026-09-29T08:05:31.709Z] [INFO]     ],\n[2026-09-29T08:05:31.709Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:31.709Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:31.709Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:31.709Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:31.709Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:31.709Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:31.709Z] [INFO]       \"cache_creation_input_tokens\": 1276,\n[2026-09-29T08:05:31.709Z] [INFO]       \"cache_read_input_tokens\": 98489,\n[2026-09-29T08:05:31.709Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:31.709Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:31.709Z] [INFO]         \"ephemeral_1h_input_tokens\": 1276\n[2026-09-29T08:05:31.709Z] [INFO]       },\n[2026-09-29T08:05:31.709Z] [INFO]       \"output_tokens\": 60,\n[2026-09-29T08:05:31.709Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:05:31.709Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:05:31.709Z] [INFO]     },\n[2026-09-29T08:05:31.709Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:05:31.709Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:05:31.709Z] [INFO]     \"context_management\": null\n[2026-09-29T08:05:31.709Z] [INFO]   },\n[2026-09-29T08:05:31.709Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:31.709Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:31.709Z] [INFO]   \"uuid\": \"e01079df-c931-4f86-b6b9-7ba7c7289a9e\",\n[2026-09-29T08:05:31.709Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:31.510Z\",\n[2026-09-29T08:05:31.709Z] [INFO]   \"request_id\": \"req_011CfXPHHhqamrotckTQ46dK\",\n[2026-09-29T08:05:31.709Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:05:31.709Z] [INFO]     \"toolu_01RkAqP7exMEH89YAyFp5Qjn\": {\n[2026-09-29T08:05:31.709Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bm13v5xu1.output; for i in $(seq 1 20); do n=$(gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --json headSha,databaseId --jq '[.[]|select(.headSha|startswith(\\\"a85ff3d\\\"))]|length'); [ \\\"$n\\\" -ge 2 ] && break; sleep 6; done; for id in $(gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --json headSha,databaseId --jq '.[]|select(.headSha|startswith(\\\"a85ff3d\\\"))|.databaseId'); do gh run watch $id --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/dev/null 2>&1; echo \\\"$id exit $?\\\"; done\",\n[2026-09-29T08:05:31.709Z] [INFO]       \"description\": \"Wait for CI on latest commit\",\n[2026-09-29T08:05:31.709Z] [INFO]       \"run_in_background\": true\n[2026-09-29T08:05:31.709Z] [INFO]     }\n[2026-09-29T08:05:31.709Z] [INFO]   }\n[2026-09-29T08:05:31.709Z] [INFO] }\n[2026-09-29T08:05:31.782Z] [INFO] {\n[2026-09-29T08:05:31.782Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T08:05:31.782Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T08:05:31.782Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T08:05:31.782Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T08:05:31.782Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T08:05:31.782Z] [INFO]     \"utilization\": 0.78,\n[2026-09-29T08:05:31.782Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T08:05:31.782Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T08:05:31.782Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T08:05:31.782Z] [INFO]       \"five_hour\": {\n[2026-09-29T08:05:31.782Z] [INFO]         \"utilization\": 0.48,\n[2026-09-29T08:05:31.782Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T08:05:31.782Z] [INFO]       },\n[2026-09-29T08:05:31.782Z] [INFO]       \"seven_day\": {\n[2026-09-29T08:05:31.782Z] [INFO]         \"utilization\": 0.78,\n[2026-09-29T08:05:31.782Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T08:05:31.782Z] [INFO]       }\n[2026-09-29T08:05:31.782Z] [INFO]     }\n[2026-09-29T08:05:31.782Z] [INFO]   },\n[2026-09-29T08:05:31.782Z] [INFO]   \"uuid\": \"1d61cf09-6847-4c9a-b701-dad2fb2b109c\",\n[2026-09-29T08:05:31.782Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:31.782Z] [INFO] }\n[2026-09-29T08:05:31.820Z] [INFO] {\n[2026-09-29T08:05:31.820Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:05:31.820Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T08:05:31.820Z] [INFO]   \"tasks\": [\n[2026-09-29T08:05:31.820Z] [INFO]     {\n[2026-09-29T08:05:31.820Z] [INFO]       \"task_id\": \"bf11qfocy\",\n[2026-09-29T08:05:31.820Z] [INFO]       \"task_type\": \"local_bash\",\n[2026-09-29T08:05:31.820Z] [INFO]       \"description\": \"Wait for CI on latest commit\"\n[2026-09-29T08:05:31.820Z] [INFO]     }\n[2026-09-29T08:05:31.820Z] [INFO]   ],\n[2026-09-29T08:05:31.820Z] [INFO]   \"uuid\": \"0bf4037f-c531-48ae-b557-45e4a35c10c2\",\n[2026-09-29T08:05:31.820Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:31.820Z] [INFO] }\n[2026-09-29T08:05:31.827Z] [INFO] {\n[2026-09-29T08:05:31.827Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"task_id\": \"bf11qfocy\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"tool_use_id\": \"toolu_01RkAqP7exMEH89YAyFp5Qjn\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"description\": \"Wait for CI on latest commit\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"is_backgrounded\": true,\n[2026-09-29T08:05:31.827Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"uuid\": \"9d9fa321-8c3a-447c-95b7-bfef81c95660\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:31.827Z] [INFO] }\n[2026-09-29T08:05:31.877Z] [INFO] {\n[2026-09-29T08:05:31.877Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:05:31.877Z] [INFO]   \"message\": {\n[2026-09-29T08:05:31.877Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:05:31.877Z] [INFO]     \"content\": [\n[2026-09-29T08:05:31.877Z] [INFO]       {\n[2026-09-29T08:05:31.877Z] [INFO]         \"tool_use_id\": \"toolu_01RkAqP7exMEH89YAyFp5Qjn\",\n[2026-09-29T08:05:31.877Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:05:31.877Z] [INFO]         \"content\": \"Command running in background with ID: bf11qfocy. Output is being written to: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output. You will be notified when it completes. To check interim output, use Read on that file path.\\nSession cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\",\n[2026-09-29T08:05:31.877Z] [INFO]         \"is_error\": false\n[2026-09-29T08:05:31.877Z] [INFO]       }\n[2026-09-29T08:05:31.877Z] [INFO]     ]\n[2026-09-29T08:05:31.877Z] [INFO]   },\n[2026-09-29T08:05:31.877Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:31.877Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:31.877Z] [INFO]   \"uuid\": \"aad8f891-b806-48d2-add2-2f99ff448c68\",\n[2026-09-29T08:05:31.877Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:31.860Z\",\n[2026-09-29T08:05:31.877Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:05:31.877Z] [INFO]     \"stdout\": \"\",\n[2026-09-29T08:05:31.877Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:05:31.877Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:05:31.877Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:05:31.877Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:05:31.877Z] [INFO]     \"backgroundTaskId\": \"bf11qfocy\",\n[2026-09-29T08:05:31.877Z] [INFO]     \"backgroundCwdHint\": \"Session cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\"\n[2026-09-29T08:05:31.877Z] [INFO]   }\n[2026-09-29T08:05:31.877Z] [INFO] }\n[2026-09-29T08:05:32.020Z] [STDOUT] [log_79b5b2] sending request {\n[2026-09-29T08:05:32.026Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:05:32.036Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:05:32.065Z] [STDOUT]   options: {\n[2026-09-29T08:05:32.071Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:05:32.075Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:05:32.080Z] [STDOUT]     body: {\n[2026-09-29T08:05:32.085Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:05:32.088Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:05:32.090Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:05:32.095Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:05:32.098Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:05:32.100Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:05:32.102Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:05:32.111Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:05:32.117Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:05:32.123Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:05:32.127Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:05:32.226Z] [STDOUT]       stream: true,\n[2026-09-29T08:05:32.284Z] [STDOUT]     },\n[2026-09-29T08:05:32.296Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:05:32.307Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:05:32.312Z] [STDOUT]       aborted: false,\n[2026-09-29T08:05:32.314Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:05:32.317Z] [STDOUT]       onabort: null,\n[2026-09-29T08:05:32.321Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:05:32.323Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:05:32.326Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:05:32.329Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:05:32.332Z] [STDOUT]     },\n[2026-09-29T08:05:32.336Z] [STDOUT]     stream: true,\n[2026-09-29T08:05:32.350Z] [STDOUT]   },\n[2026-09-29T08:05:32.353Z] [STDOUT]   headers: {\n[2026-09-29T08:05:32.356Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:05:32.365Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:05:32.369Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:05:32.372Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:05:32.376Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:05:32.380Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:05:32.387Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:05:32.418Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:05:32.538Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:05:32.551Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=178\",\n[2026-09-29T08:05:32.559Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:05:32.563Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:05:32.569Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:32.577Z] [STDOUT]     \"x-client-request-id\": \"b96b5f45-1e94-43d7-9cb4-ab29dd4f51e0\",\n[2026-09-29T08:05:32.583Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:05:32.589Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:05:32.591Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:05:32.596Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:05:32.602Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:05:32.610Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:05:32.619Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:05:32.632Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:05:32.640Z] [STDOUT]   },\n[2026-09-29T08:05:32.645Z] [STDOUT] }\n[2026-09-29T08:05:32.966Z] [STDOUT] [log_79b5b2, request-id: \"req_011CfXPHkPCRnQejHpWwy58H\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 946ms\n[2026-09-29T08:05:32.980Z] [STDOUT] [log_79b5b2] response start {\n[2026-09-29T08:05:32.986Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:05:32.992Z] [STDOUT]   status: 200,\n[2026-09-29T08:05:33.000Z] [STDOUT]   headers: {\n[2026-09-29T08:05:33.006Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:05:33.012Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:05:33.024Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:05:33.032Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.48\",\n[2026-09-29T08:05:33.039Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:05:33.044Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:05:33.051Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:05:33.056Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:05:33.065Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:05:33.073Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:05:33.082Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:05:33.089Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:05:33.096Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:05:33.102Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:05:33.110Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:05:33.122Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:05:33.132Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:05:33.140Z] [STDOUT]     \"cf-ray\": \"a4297bbb29b65d90-FRA\",\n[2026-09-29T08:05:33.149Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:05:33.157Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:05:33.164Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:05:33.177Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:05:33.181Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:05:32 GMT\",\n[2026-09-29T08:05:33.184Z] [STDOUT]     \"request-id\": \"req_011CfXPHkPCRnQejHpWwy58H\",\n[2026-09-29T08:05:33.188Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:05:33.196Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:05:33.202Z] [STDOUT]     traceresponse: \"00-2101ba4764fac0509f42e7979faf3ae7-46278b31325878c4-01\",\n[2026-09-29T08:05:33.211Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:05:33.216Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:05:33.218Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:05:33.224Z] [STDOUT]   },\n[2026-09-29T08:05:33.227Z] [STDOUT]   durationMs: 946,\n[2026-09-29T08:05:33.232Z] [STDOUT] }\n[2026-09-29T08:05:33.235Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:05:33.238Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:05:32 GMT\",\n[2026-09-29T08:05:33.242Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:05:33.244Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:05:33.247Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:05:33.253Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:05:33.256Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:05:33.259Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:05:33.263Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:05:33.266Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:05:33.269Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:05:33.272Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:05:33.276Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:05:33.279Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:05:33.281Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.48\",\n[2026-09-29T08:05:33.284Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:05:33.290Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:05:33.297Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:05:33.300Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:05:33.304Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:05:33.307Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:05:33.309Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:05:33.312Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:05:33.316Z] [STDOUT]   \"request-id\": \"req_011CfXPHkPCRnQejHpWwy58H\",\n[2026-09-29T08:05:33.320Z] [STDOUT]   \"traceresponse\": \"00-2101ba4764fac0509f42e7979faf3ae7-46278b31325878c4-01\",\n[2026-09-29T08:05:33.324Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:05:33.328Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:05:33.330Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:05:33.334Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:05:33.336Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:05:33.338Z] [STDOUT]   \"cf-ray\": \"a4297bbb29b65d90-FRA\",\n[2026-09-29T08:05:33.343Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:05:33.345Z] [STDOUT] [log_79b5b2] response parsed {\n[2026-09-29T08:05:33.347Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:05:33.350Z] [STDOUT]   status: 200,\n[2026-09-29T08:05:33.356Z] [STDOUT]   body: X {\n[2026-09-29T08:05:33.358Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:05:33.363Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:05:33.367Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:05:33.371Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:05:33.375Z] [STDOUT]     },\n[2026-09-29T08:05:33.377Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:05:33.380Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:05:33.382Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:05:33.384Z] [STDOUT]   },\n[2026-09-29T08:05:33.387Z] [STDOUT]   durationMs: 946,\n[2026-09-29T08:05:33.394Z] [STDOUT] }\n[2026-09-29T08:05:33.962Z] [INFO] {\n[2026-09-29T08:05:33.962Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:33.962Z] [INFO]   \"message\": {\n[2026-09-29T08:05:33.962Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:33.962Z] [INFO]     \"id\": \"msg_011CfXPHknW78AHTMfHFEjDR\",\n[2026-09-29T08:05:33.962Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:33.962Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:33.962Z] [INFO]     \"content\": [\n[2026-09-29T08:05:33.962Z] [INFO]       {\n[2026-09-29T08:05:33.962Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:05:33.962Z] [INFO]         \"id\": \"toolu_0111rbenRq2ckp359CvNAnRk\",\n[2026-09-29T08:05:33.962Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:05:33.962Z] [INFO]         \"input\": {\n[2026-09-29T08:05:33.962Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git status --short | head; gh pr diff 648 --name-only\",\n[2026-09-29T08:05:33.962Z] [INFO]           \"description\": \"Confirm clean tree and PR file list\"\n[2026-09-29T08:05:33.962Z] [INFO]         },\n[2026-09-29T08:05:33.962Z] [INFO]         \"caller\": {\n[2026-09-29T08:05:33.962Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:05:33.962Z] [INFO]         }\n[2026-09-29T08:05:33.962Z] [INFO]       }\n[2026-09-29T08:05:33.962Z] [INFO]     ],\n[2026-09-29T08:05:33.962Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:33.962Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:33.962Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:33.962Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:33.962Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:33.962Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:33.962Z] [INFO]       \"cache_creation_input_tokens\": 727,\n[2026-09-29T08:05:33.962Z] [INFO]       \"cache_read_input_tokens\": 99765,\n[2026-09-29T08:05:33.962Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:33.962Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:33.962Z] [INFO]         \"ephemeral_1h_input_tokens\": 727\n[2026-09-29T08:05:33.962Z] [INFO]     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\"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:05:39.251Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:05:39.253Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:05:39.255Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.79\",\n[2026-09-29T08:05:39.257Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:05:39.259Z] [STDOUT]   \"request-id\": \"req_011CfXPJCYJewGKCNTxKFgV3\",\n[2026-09-29T08:05:39.261Z] [STDOUT]   \"traceresponse\": \"00-980067ff0f757e192b2dac374c782d5a-f124f690c5d30395-01\",\n[2026-09-29T08:05:39.262Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:05:39.264Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:05:39.266Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:05:39.268Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:05:39.270Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:05:39.271Z] [STDOUT]   \"cf-ray\": \"a4297be16f725d90-FRA\",\n[2026-09-29T08:05:39.273Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:05:39.275Z] [STDOUT] [log_9bf092] response parsed {\n[2026-09-29T08:05:39.277Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:05:39.280Z] [STDOUT]   status: 200,\n[2026-09-29T08:05:39.282Z] [STDOUT]   body: X {\n[2026-09-29T08:05:39.284Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:05:39.288Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:05:39.299Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:05:39.305Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:05:39.309Z] [STDOUT]     },\n[2026-09-29T08:05:39.311Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:05:39.325Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:05:39.359Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:05:39.373Z] [STDOUT]   },\n[2026-09-29T08:05:39.378Z] [STDOUT]   durationMs: 902,\n[2026-09-29T08:05:39.380Z] [STDOUT] }\n[2026-09-29T08:05:39.831Z] [INFO] {\n[2026-09-29T08:05:39.831Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:39.831Z] [INFO]   \"message\": {\n[2026-09-29T08:05:39.831Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:39.831Z] [INFO]     \"id\": \"msg_011CfXPJD5oTbvPgpmHQdDnH\",\n[2026-09-29T08:05:39.831Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:39.831Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:39.831Z] [INFO]     \"content\": [\n[2026-09-29T08:05:39.831Z] [INFO]       {\n[2026-09-29T08:05:39.831Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:05:39.831Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:05:39.831Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T08:05:39.831Z] [INFO]       }\n[2026-09-29T08:05:39.831Z] [INFO]     ],\n[2026-09-29T08:05:39.831Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:39.831Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:39.831Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:39.831Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:39.831Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:39.831Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:39.831Z] [INFO]       \"cache_creation_input_tokens\": 255,\n[2026-09-29T08:05:39.831Z] [INFO]       \"cache_read_input_tokens\": 100492,\n[2026-09-29T08:05:39.831Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:39.831Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:39.831Z] [INFO]         \"ephemeral_1h_input_tokens\": 255\n[2026-09-29T08:05:39.831Z] [INFO]       },\n[2026-09-29T08:05:39.831Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:05:39.831Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:05:39.831Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:05:39.831Z] [INFO]     },\n[2026-09-29T08:05:39.831Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:05:39.831Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:05:39.831Z] [INFO]     \"context_management\": null\n[2026-09-29T08:05:39.831Z] [INFO]   },\n[2026-09-29T08:05:39.831Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:39.831Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:39.831Z] [INFO]   \"uuid\": \"c087a928-bc3e-49d6-94c9-645e64d69eb9\",\n[2026-09-29T08:05:39.831Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:39.807Z\",\n[2026-09-29T08:05:39.831Z] [INFO]   \"request_id\": \"req_011CfXPJCYJewGKCNTxKFgV3\"\n[2026-09-29T08:05:39.831Z] [INFO] }\n[2026-09-29T08:05:39.843Z] [INFO] {\n[2026-09-29T08:05:39.843Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:39.843Z] [INFO]   \"message\": {\n[2026-09-29T08:05:39.843Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:39.843Z] [INFO]     \"id\": \"msg_011CfXPJD5oTbvPgpmHQdDnH\",\n[2026-09-29T08:05:39.843Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:39.843Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:39.843Z] [INFO]     \"content\": [\n[2026-09-29T08:05:39.843Z] [INFO]       {\n[2026-09-29T08:05:39.843Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:05:39.843Z] [INFO]         \"text\": \"The working tree is clean. The PR diff contains exactly the four intended files, and `.gitkeep` nets out. Waiting for CI:\"\n[2026-09-29T08:05:39.843Z] [INFO]       }\n[2026-09-29T08:05:39.843Z] [INFO]     ],\n[2026-09-29T08:05:39.843Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:39.843Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:39.843Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:39.843Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:39.843Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:39.843Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:39.843Z] [INFO]       \"cache_creation_input_tokens\": 255,\n[2026-09-29T08:05:39.843Z] [INFO]       \"cache_read_input_tokens\": 100492,\n[2026-09-29T08:05:39.843Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:39.843Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:39.843Z] [INFO]         \"ephemeral_1h_input_tokens\": 255\n[2026-09-29T08:05:39.843Z] [INFO]       },\n[2026-09-29T08:05:39.843Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:05:39.843Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:05:39.843Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:05:39.843Z] [INFO]     },\n[2026-09-29T08:05:39.843Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:05:39.843Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:05:39.843Z] [INFO]     \"context_management\": null\n[2026-09-29T08:05:39.843Z] [INFO]   },\n[2026-09-29T08:05:39.843Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:39.843Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:39.843Z] [INFO]   \"uuid\": \"b3bda9d4-2c8b-406d-8031-1b91b56d9c29\",\n[2026-09-29T08:05:39.843Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:39.813Z\",\n[2026-09-29T08:05:39.843Z] [INFO]   \"request_id\": \"req_011CfXPJCYJewGKCNTxKFgV3\"\n[2026-09-29T08:05:39.843Z] [INFO] }\n[2026-09-29T08:05:42.890Z] [INFO] {\n[2026-09-29T08:05:42.890Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:42.890Z] [INFO]   \"message\": {\n[2026-09-29T08:05:42.890Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:42.890Z] [INFO]     \"id\": \"msg_011CfXPJD5oTbvPgpmHQdDnH\",\n[2026-09-29T08:05:42.890Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:42.890Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:42.890Z] [INFO]     \"content\": [\n[2026-09-29T08:05:42.890Z] [INFO]       {\n[2026-09-29T08:05:42.890Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:05:42.890Z] [INFO]         \"id\": \"toolu_01YG3xDZESjaLs9PquyHaNUu\",\n[2026-09-29T08:05:42.890Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:05:42.890Z] [INFO]         \"input\": {\n[2026-09-29T08:05:42.890Z] [INFO]           \"command\": \"until grep -q 'exit' /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output 2>/dev/null && [ $(grep -c exit /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output) -ge 2 ]; do sleep 10; done; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output\",\n[2026-09-29T08:05:42.890Z] [INFO]           \"description\": \"Wait until both CI runs report\",\n[2026-09-29T08:05:42.890Z] [INFO]           \"timeout\": 600000\n[2026-09-29T08:05:42.890Z] [INFO]         },\n[2026-09-29T08:05:42.890Z] [INFO]         \"caller\": {\n[2026-09-29T08:05:42.890Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:05:42.890Z] [INFO]         }\n[2026-09-29T08:05:42.890Z] [INFO]       }\n[2026-09-29T08:05:42.890Z] [INFO]     ],\n[2026-09-29T08:05:42.890Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:42.890Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:42.890Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:42.890Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:42.890Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:42.890Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:42.890Z] [INFO]       \"cache_creation_input_tokens\": 255,\n[2026-09-29T08:05:42.890Z] [INFO]       \"cache_read_input_tokens\": 100492,\n[2026-09-29T08:05:42.890Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:42.890Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:42.890Z] [INFO]         \"ephemeral_1h_input_tokens\": 255\n[2026-09-29T08:05:42.890Z] [INFO]       },\n[2026-09-29T08:05:42.890Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:05:42.890Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:05:42.890Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:05:42.890Z] [INFO]     },\n[2026-09-29T08:05:42.890Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:05:42.890Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:05:42.890Z] [INFO]     \"context_management\": null\n[2026-09-29T08:05:42.890Z] [INFO]   },\n[2026-09-29T08:05:42.890Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:42.890Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:42.890Z] [INFO]   \"uuid\": \"7888c873-aa89-4376-b799-5d71ccf9435a\",\n[2026-09-29T08:05:42.890Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:42.805Z\",\n[2026-09-29T08:05:42.890Z] [INFO]   \"request_id\": \"req_011CfXPJCYJewGKCNTxKFgV3\",\n[2026-09-29T08:05:42.890Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:05:42.890Z] [INFO]     \"toolu_01YG3xDZESjaLs9PquyHaNUu\": {\n[2026-09-29T08:05:42.890Z] [INFO]       \"command\": \"until grep -q 'exit' /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output 2>/dev/null && [ $(grep -c exit /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output) -ge 2 ]; do sleep 10; done; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output\",\n[2026-09-29T08:05:42.890Z] [INFO]       \"description\": \"Wait until both CI runs report\",\n[2026-09-29T08:05:42.890Z] [INFO]       \"timeout\": 600000\n[2026-09-29T08:05:42.890Z] [INFO]     }\n[2026-09-29T08:05:42.890Z] [INFO]   }\n[2026-09-29T08:05:42.890Z] [INFO] }\n[2026-09-29T08:05:43.028Z] [INFO] {\n[2026-09-29T08:05:43.028Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T08:05:43.028Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T08:05:43.028Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T08:05:43.028Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T08:05:43.028Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T08:05:43.028Z] [INFO]     \"utilization\": 0.79,\n[2026-09-29T08:05:43.028Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T08:05:43.028Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T08:05:43.028Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T08:05:43.028Z] [INFO]       \"five_hour\": {\n[2026-09-29T08:05:43.028Z] [INFO]         \"utilization\": 0.48,\n[2026-09-29T08:05:43.028Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T08:05:43.028Z] [INFO]       },\n[2026-09-29T08:05:43.028Z] [INFO]       \"seven_day\": {\n[2026-09-29T08:05:43.028Z] [INFO]         \"utilization\": 0.79,\n[2026-09-29T08:05:43.028Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T08:05:43.028Z] [INFO]       }\n[2026-09-29T08:05:43.028Z] [INFO]     }\n[2026-09-29T08:05:43.028Z] [INFO]   },\n[2026-09-29T08:05:43.028Z] [INFO]   \"uuid\": \"94d0b294-8ef8-49ef-ac04-4d983edbc713\",\n[2026-09-29T08:05:43.028Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:43.028Z] [INFO] }\n[2026-09-29T08:05:46.102Z] [INFO] {\n[2026-09-29T08:05:46.102Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:05:46.102Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:05:46.102Z] [INFO]   \"task_id\": \"b8uo1cwbe\",\n[2026-09-29T08:05:46.102Z] [INFO]   \"tool_use_id\": \"toolu_01YG3xDZESjaLs9PquyHaNUu\",\n[2026-09-29T08:05:46.102Z] [INFO]   \"description\": \"Wait until both CI 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\"noOutputExpected\": false\n[2026-09-29T08:07:36.287Z] [INFO]   }\n[2026-09-29T08:07:36.287Z] [INFO] }\n[2026-09-29T08:07:36.371Z] [STDOUT] [log_973834] sending request {\n[2026-09-29T08:07:36.376Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:07:36.386Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:36.407Z] [STDOUT]   options: {\n[2026-09-29T08:07:36.419Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:07:36.424Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:07:36.427Z] [STDOUT]     body: {\n[2026-09-29T08:07:36.433Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:07:36.438Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:07:36.441Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:07:36.443Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:07:36.447Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:07:36.456Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:07:36.462Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:07:36.464Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:07:36.468Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:07:36.471Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:07:36.473Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:07:36.479Z] [STDOUT]       stream: true,\n[2026-09-29T08:07:36.486Z] [STDOUT]     },\n[2026-09-29T08:07:36.490Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:07:36.493Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:07:36.499Z] [STDOUT]       aborted: false,\n[2026-09-29T08:07:36.508Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:07:36.511Z] [STDOUT]       onabort: null,\n[2026-09-29T08:07:36.518Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:07:36.522Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:07:36.525Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:07:36.527Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:07:36.529Z] [STDOUT]     },\n[2026-09-29T08:07:36.530Z] [STDOUT]     stream: true,\n[2026-09-29T08:07:36.532Z] [STDOUT]   },\n[2026-09-29T08:07:36.536Z] [STDOUT]   headers: {\n[2026-09-29T08:07:36.539Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:07:36.541Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:07:36.544Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:07:36.546Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:07:36.548Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:07:36.550Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:07:36.554Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:07:36.563Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:07:36.569Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:07:36.574Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=113267\",\n[2026-09-29T08:07:36.576Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:07:36.578Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:07:36.581Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:07:36.584Z] [STDOUT]     \"x-client-request-id\": \"9a912c21-9926-4ac4-bcd5-515e423c294e\",\n[2026-09-29T08:07:36.594Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:07:36.598Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:07:36.606Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:07:36.609Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:07:36.619Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:07:36.642Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:07:36.659Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:07:36.664Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:07:36.669Z] [STDOUT]   },\n[2026-09-29T08:07:36.671Z] [STDOUT] }\n[2026-09-29T08:07:37.591Z] [STDOUT] [log_973834, request-id: \"req_011CfXPSv7M2bm3Pjq1Gvf2Q\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1220ms\n[2026-09-29T08:07:37.593Z] [STDOUT] [log_973834] response start {\n[2026-09-29T08:07:37.597Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:37.599Z] [STDOUT]   status: 200,\n[2026-09-29T08:07:37.603Z] [STDOUT]   headers: {\n[2026-09-29T08:07:37.614Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:07:37.620Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:07:37.627Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:07:37.632Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.49\",\n[2026-09-29T08:07:37.634Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:07:37.637Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:07:37.639Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:07:37.642Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.79\",\n[2026-09-29T08:07:37.645Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:07:37.651Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:07:37.653Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": 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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:37.816Z] [STDOUT]   status: 200,\n[2026-09-29T08:07:37.818Z] [STDOUT]   body: X {\n[2026-09-29T08:07:37.820Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:07:37.822Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:07:37.825Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:07:37.827Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:07:37.828Z] [STDOUT]     },\n[2026-09-29T08:07:37.830Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:07:37.832Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:07:37.834Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:07:37.835Z] [STDOUT]   },\n[2026-09-29T08:07:37.837Z] [STDOUT]   durationMs: 1223,\n[2026-09-29T08:07:37.838Z] [STDOUT] }\n[2026-09-29T08:07:37.842Z] [INFO] {\n[2026-09-29T08:07:37.842Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:07:37.842Z] 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{\n[2026-09-29T08:07:46.651Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:07:46.651Z] [INFO]   \"message\": {\n[2026-09-29T08:07:46.651Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:07:46.651Z] [INFO]     \"content\": [\n[2026-09-29T08:07:46.651Z] [INFO]       {\n[2026-09-29T08:07:46.651Z] [INFO]         \"tool_use_id\": \"toolu_01C3VWLM7Uxpt2YLtrPTsFnM\",\n[2026-09-29T08:07:46.651Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:07:46.651Z] [INFO]         \"content\": \"issues/646/comments: 0\\nissues/648/comments: 0\\npulls/648/comments: 0\\npulls/648/reviews: 0\\nmain ahead: 0\\n\u2713 Pull request G-Ivan-A/hybrid-Intelligence-lab#648 is marked as \\\"ready for review\\\"\\nhttps://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648 draft=false\",\n[2026-09-29T08:07:46.651Z] [INFO]         \"is_error\": false\n[2026-09-29T08:07:46.651Z] [INFO]       }\n[2026-09-29T08:07:46.651Z] [INFO]     ]\n[2026-09-29T08:07:46.651Z] [INFO]   },\n[2026-09-29T08:07:46.651Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:07:46.651Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:07:46.651Z] [INFO]   \"uuid\": \"cf5186a0-eaf6-486c-a952-e279371cae16\",\n[2026-09-29T08:07:46.651Z] [INFO]   \"timestamp\": \"2026-09-29T08:07:46.645Z\",\n[2026-09-29T08:07:46.651Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:07:46.651Z] [INFO]     \"stdout\": \"issues/646/comments: 0\\nissues/648/comments: 0\\npulls/648/comments: 0\\npulls/648/reviews: 0\\nmain ahead: 0\\n\u2713 Pull request G-Ivan-A/hybrid-Intelligence-lab#648 is marked as \\\"ready for review\\\"\\nhttps://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648 draft=false\",\n[2026-09-29T08:07:46.651Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:07:46.651Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:07:46.651Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:07:46.651Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:07:46.651Z] [INFO]     \"gitOperation\": {\n[2026-09-29T08:07:46.651Z] [INFO]       \"pr\": {\n[2026-09-29T08:07:46.651Z] [INFO]         \"number\": 648,\n[2026-09-29T08:07:46.651Z] [INFO]         \"url\": \"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\",\n[2026-09-29T08:07:46.651Z] [INFO]         \"action\": \"ready\"\n[2026-09-29T08:07:46.651Z] [INFO]       }\n[2026-09-29T08:07:46.651Z] [INFO]     }\n[2026-09-29T08:07:46.651Z] [INFO]   }\n[2026-09-29T08:07:46.651Z] [INFO] }\n[2026-09-29T08:07:46.745Z] [STDOUT] [log_61c772] sending request {\n[2026-09-29T08:07:46.747Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:07:46.753Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:46.759Z] [STDOUT]   options: {\n[2026-09-29T08:07:46.769Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:07:46.774Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:07:46.780Z] [STDOUT]     body: {\n[2026-09-29T08:07:46.786Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:07:46.792Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:07:46.796Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:07:46.803Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:07:46.810Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:07:46.818Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:07:46.822Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:07:46.827Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:07:46.830Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:07:46.834Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:07:46.837Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:07:46.842Z] [STDOUT]       stream: true,\n[2026-09-29T08:07:46.849Z] [STDOUT]     },\n[2026-09-29T08:07:46.857Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:07:46.859Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:07:46.861Z] [STDOUT]       aborted: false,\n[2026-09-29T08:07:46.863Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:07:46.866Z] [STDOUT]       onabort: null,\n[2026-09-29T08:07:46.868Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:07:46.870Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:07:46.872Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:07:46.875Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:07:46.877Z] [STDOUT]     },\n[2026-09-29T08:07:46.879Z] [STDOUT]     stream: true,\n[2026-09-29T08:07:46.881Z] [STDOUT]   },\n[2026-09-29T08:07:46.893Z] [STDOUT]   headers: {\n[2026-09-29T08:07:46.895Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:07:46.897Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:07:46.900Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:07:46.903Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:07:46.907Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:07:46.910Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:07:46.912Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:07:46.914Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:07:46.917Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:07:46.919Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=6984\",\n[2026-09-29T08:07:46.923Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:07:46.926Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:07:46.932Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:07:46.935Z] [STDOUT]     \"x-client-request-id\": \"05bcb3bf-bc33-44a9-ae83-0005b52a4af7\",\n[2026-09-29T08:07:46.939Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:07:46.943Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:07:46.947Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:07:46.953Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:07:46.955Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:07:46.957Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:07:46.959Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:07:46.961Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:07:46.963Z] [STDOUT]   },\n[2026-09-29T08:07:46.965Z] [STDOUT] }\n[2026-09-29T08:07:54.044Z] [STDOUT] [log_61c772, request-id: \"req_011CfXPTgM9AEzT9EKnpxryx\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 7300ms\n[2026-09-29T08:07:54.048Z] [STDOUT] [log_61c772] response start {\n[2026-09-29T08:07:54.055Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:54.063Z] [STDOUT]   status: 200,\n[2026-09-29T08:07:54.068Z] [STDOUT]   headers: {\n[2026-09-29T08:07:54.070Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:07:54.072Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:07:54.076Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:07:54.082Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.5\",\n[2026-09-29T08:07:54.084Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:07:54.089Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:07:54.099Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:07:54.103Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.79\",\n[2026-09-29T08:07:54.105Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:07:54.108Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:07:54.115Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:07:54.121Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:07:54.123Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:07:54.148Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:07:54.194Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:07:54.197Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:07:54.200Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:07:54.202Z] [STDOUT]     \"cf-ray\": \"a4297f052a7a5d90-FRA\",\n[2026-09-29T08:07:54.208Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:07:54.210Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:07:54.216Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:07:54.219Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:07:54.228Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:07:54 GMT\",\n[2026-09-29T08:07:54.234Z] [STDOUT]     \"request-id\": \"req_011CfXPTgM9AEzT9EKnpxryx\",\n[2026-09-29T08:07:54.238Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:07:54.244Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:07:54.247Z] [STDOUT]     traceresponse: \"00-4e33bf22dd9500c3df975ec5497009b8-c2e2a9cf0f0390d2-01\",\n[2026-09-29T08:07:54.249Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:07:54.261Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:07:54.277Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:07:54.285Z] [STDOUT]   },\n[2026-09-29T08:07:54.291Z] [STDOUT]   durationMs: 7300,\n[2026-09-29T08:07:54.293Z] [STDOUT] }\n[2026-09-29T08:07:54.296Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:07:54.299Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:07:54 GMT\",\n[2026-09-29T08:07:54.303Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:07:54.305Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:07:54.309Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:07:54.316Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:07:54.321Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:07:54.323Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:07:54.326Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:07:54.331Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:07:54.334Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:07:54.337Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:07:54.342Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:07:54.345Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:07:54.348Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.5\",\n[2026-09-29T08:07:54.352Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:07:54.355Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:07:54.363Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:07:54.366Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:07:54.369Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:07:54.372Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:07:54.374Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.79\",\n[2026-09-29T08:07:54.376Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:07:54.381Z] [STDOUT]   \"request-id\": \"req_011CfXPTgM9AEzT9EKnpxryx\",\n[2026-09-29T08:07:54.384Z] [STDOUT]   \"traceresponse\": \"00-4e33bf22dd9500c3df975ec5497009b8-c2e2a9cf0f0390d2-01\",\n[2026-09-29T08:07:54.386Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:07:54.392Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:07:54.398Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:07:54.401Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:07:54.405Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:07:54.408Z] [STDOUT]   \"cf-ray\": \"a4297f052a7a5d90-FRA\",\n[2026-09-29T08:07:54.410Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:07:54.414Z] [STDOUT] [log_61c772] response parsed {\n[2026-09-29T08:07:54.419Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:54.421Z] [STDOUT]   status: 200,\n[2026-09-29T08:07:54.425Z] [STDOUT]   body: X {\n[2026-09-29T08:07:54.428Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:07:54.431Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:07:54.433Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:07:54.438Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:07:54.440Z] [STDOUT]     },\n[2026-09-29T08:07:54.442Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:07:54.444Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:07:54.446Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:07:54.451Z] [STDOUT]   },\n[2026-09-29T08:07:54.453Z] [STDOUT]   durationMs: 7303,\n[2026-09-29T08:07:54.455Z] [STDOUT] }\n[2026-09-29T08:07:56.718Z] [INFO] {\n[2026-09-29T08:07:56.718Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:07:56.718Z] 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CI passes on the latest commit, the branch is up to date with main, and there were no comments on the issue or the PR.\\n\\n**What's in the PR** (both documents in Russian, in `projects/ba-ai-process/docs/presentation/`):\\n- **Slides** (`2026-09-29-meta-model-presentation-slides.md`): 10 slides. Each has a headline stating the claim, 3\u20135 bullets, one highlighted quote or metric, a Midjourney/DALL-E prompt, and sources as full links. A table maps the seven topics the issue asked for to slides.\\n- **Speaker script** (`2026-09-29-meta-model-presentation-speaker-script.md`): uses the same slide numbers and titles. For each slide it gives timing, a goal, the talking points with the \\\"why\\\" and \\\"how\\\", and a transition line to the next slide. Around it are a short frame for the talk, including a list of claims not to make, and prepared answers to 11 questions a technical leader is likely to ask.\\n- **Story line:** it starts from the 69 runs and 583 commits in `mango_ba_prompts`. It shows the path from one big prompt, to 23 files, to rolled-back prompt edits, to admitting there were no evals, to the review of 67 runs, and finally to the meta-model. Slides 3\u20134 carry this, and the script repeats it.\\n- **Navigation:** I linked both documents from `projects/ba-ai-process/README.md`, added a CHANGELOG entry and removed the task's `.gitkeep`.\\n\\n**Fact-checking.** A second pass against the sources found errors in my first draft of the script, which I fixed before pushing:\\n- The four failure classes were named incorrectly; they now match the run-review document word for word.\\n- A \\\"three different structures\\\" claim was tied to the wrong task; it now cites the measurement on three completed runs.\\n- The security answer claimed read-only access to Jira and Confluence. That limit is currently only an organizational rule, because the Cline package's hook lets any MCP call through. The answer now says so.\\n- Two sources didn't support what they were cited for, in both documents. The 23-file split now links to commit `d8a4759`. The \\\"no evals\\\" statement now links to the `mango_ba_prompts` README instead of its changelog.\\n\\n**Tests.** All repository validators pass locally. So do the `tools/test-*.sh` scripts, once the package's pinned Python dependencies are installed.\\n\\n**Still open.** The PR description lists these gaps, a strategic risk and backlog suggestions:\\n- The slides include prompts only; no images have been generated.\\n- How well each document view is produced is not measured.\\n- A full end-to-end run on real tasks in both clients has not been done.\\n- The effort and cost of the server environment are not estimated.\\n- The strategic risk: guarantees exist today only for the automated Working \u2192 Release step, so the presentation must not say the whole process is deterministic.\"\n[2026-09-29T08:07:56.718Z] [INFO]       }\n[2026-09-29T08:07:56.718Z] [INFO]     ],\n[2026-09-29T08:07:56.718Z] [INFO]     \"container\": null,\n[2026-09-29T08:07:56.718Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:07:56.718Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:07:56.718Z] [INFO]     \"stop_details\": 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CI passes on the latest commit, the branch is up to date with main, and there were no comments on the issue or the PR.\\n\\n**What's in the PR** (both documents in Russian, in `projects/ba-ai-process/docs/presentation/`):\\n- **Slides** (`2026-09-29-meta-model-presentation-slides.md`): 10 slides. Each has a headline stating the claim, 3\u20135 bullets, one highlighted quote or metric, a Midjourney/DALL-E prompt, and sources as full links. A table maps the seven topics the issue asked for to slides.\\n- **Speaker script** (`2026-09-29-meta-model-presentation-speaker-script.md`): uses the same slide numbers and titles. For each slide it gives timing, a goal, the talking points with the \\\"why\\\" and \\\"how\\\", and a transition line to the next slide. Around it are a short frame for the talk, including a list of claims not to make, and prepared answers to 11 questions a technical leader is likely to ask.\\n- **Story line:** it starts from the 69 runs and 583 commits in `mango_ba_prompts`. It shows the path from one big prompt, to 23 files, to rolled-back prompt edits, to admitting there were no evals, to the review of 67 runs, and finally to the meta-model. Slides 3\u20134 carry this, and the script repeats it.\\n- **Navigation:** I linked both documents from `projects/ba-ai-process/README.md`, added a CHANGELOG entry and removed the task's `.gitkeep`.\\n\\n**Fact-checking.** A second pass against the sources found errors in my first draft of the script, which I fixed before pushing:\\n- The four failure classes were named incorrectly; they now match the run-review document word for word.\\n- A \\\"three different structures\\\" claim was tied to the wrong task; it now cites the measurement on three completed runs.\\n- The security answer claimed read-only access to Jira and Confluence. That limit is currently only an organizational rule, because the Cline package's hook lets any MCP call through. The answer now says so.\\n- Two sources didn't support what they were cited for, in both documents. The 23-file split now links to commit `d8a4759`. The \\\"no evals\\\" statement now links to the `mango_ba_prompts` README instead of its changelog.\\n\\n**Tests.** All repository validators pass locally. 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[INFO]   \"time_to_request_ms\": 162,\n[2026-09-29T08:07:56.892Z] [INFO]   \"first_content_frame_ms\": 1087,\n[2026-09-29T08:07:56.892Z] [INFO]   \"queued_turn_count\": 0,\n[2026-09-29T08:07:56.892Z] [INFO]   \"result_index\": 0\n[2026-09-29T08:07:56.892Z] [INFO] }\n[2026-09-29T08:07:56.903Z] [INFO] \ud83d\udccc Result event received, starting 30s stream close timeout (Issue #1280)\n[2026-09-29T08:07:56.908Z] [INFO] \ud83d\udcb0 Anthropic official cost captured from success result: $8.859691\n[2026-09-29T08:07:56.914Z] [INFO] \ud83d\udcdd Captured result summary from Claude output\n[2026-09-29T08:07:56.917Z] [INFO] \ud83d\udcca Session num_turns: 110\n[2026-09-29T08:07:59.527Z] [INFO] \u2705 Stream closed normally after result event\n[2026-09-29T08:07:59.600Z] [INFO] \n[2026-09-29T08:07:59.600Z] [INFO] \n[2026-09-29T08:07:59.600Z] [INFO] \u2705 Claude command completed\n[2026-09-29T08:07:59.649Z] [INFO] \ud83d\udcca Total messages: 497, Tool uses: 174\n[2026-09-29T08:08:02.353Z] [INFO] \n[2026-09-29T08:08:02.353Z] [INFO] \u2139\ufe0f  JSONL deduplication: skipped 109 duplicate entries so token totals stay correct (known upstream behaviour: anthropics/claude-code#87303)\n[2026-09-29T08:08:02.402Z] [INFO] \ud83d\udcca Peak restored-context input: 113 003 tokens\n[2026-09-29T08:08:02.425Z] [INFO] \n[2026-09-29T08:08:02.425Z] [INFO] \ud83d\udcb0 Token Usage Summary:\n[2026-09-29T08:08:02.460Z] [INFO] \ud83d\udcca Token data supplemented from result JSON for: claude-opus-5-5\n[2026-09-29T08:08:02.532Z] [INFO] \n[2026-09-29T08:08:02.532Z] [INFO]    \ud83d\udcca Claude Opus 5.5: (from result JSON)\n[2026-09-29T08:08:02.556Z] [INFO]       Model ID: claude-opus-5-5\n[2026-09-29T08:08:02.567Z] [INFO]       Provider: Anthropic\n[2026-09-29T08:08:02.598Z] [INFO]       Context window: 1 000 000 tokens\n[2026-09-29T08:08:02.628Z] [INFO]       Max output: 128 000 tokens\n[2026-09-29T08:08:02.638Z] [INFO]       Input modalities: text, image, pdf\n[2026-09-29T08:08:02.661Z] [INFO]       Output modalities: text\n[2026-09-29T08:08:02.668Z] [INFO]       Knowledge cutoff: 2026-06\n[2026-09-29T08:08:02.675Z] [INFO]       Released: 2026-09-22\n[2026-09-29T08:08:02.678Z] [INFO]       Capabilities: Attachments, Reasoning, Tool calls\n[2026-09-29T08:08:02.684Z] [INFO]       Open weights: No\n[2026-09-29T08:08:02.687Z] [INFO] \n[2026-09-29T08:08:02.697Z] [INFO]       Usage:\n[2026-09-29T08:08:02.700Z] [INFO]         Input tokens: 28 894\n[2026-09-29T08:08:02.707Z] [INFO]         Cache creation tokens: 563 069\n[2026-09-29T08:08:02.709Z] [INFO]         Cache read tokens: 10 600 693\n[2026-09-29T08:08:02.914Z] [INFO]         Output tokens: 147 601\n[2026-09-29T08:08:03.082Z] [INFO] \n[2026-09-29T08:08:03.141Z] [INFO]       Cost Calculation (USD):\n[2026-09-29T08:08:03.148Z] [INFO]         Input: 28 894 tokens \u00d7 $4/M = $0.115576\n[2026-09-29T08:08:03.151Z] [INFO]         Cache write (5m): 277 532 tokens \u00d7 $5/M = $1.387660\n[2026-09-29T08:08:03.156Z] [INFO]         Cache write (1h): 285 537 tokens \u00d7 $8/M = $2.284296\n[2026-09-29T08:08:03.159Z] [INFO]         Cache read: 10 600 693 tokens \u00d7 $0.2/M = $2.120139\n[2026-09-29T08:08:03.162Z] [INFO]         Output: 147 601 tokens \u00d7 $20/M = $2.952020\n[2026-09-29T08:08:03.165Z] [INFO]         \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n[2026-09-29T08:08:03.167Z] [INFO]         Total: $8.859691\n[2026-09-29T08:08:03.172Z] [INFO] \n[2026-09-29T08:08:03.172Z] [INFO]       \ud83d\udcca Context and tokens usage:\n[2026-09-29T08:08:03.176Z] [INFO]         1. 113 003 / 1 000 000 (11%) input tokens, 6 219 / 128 000 (5%) output tokens\n[2026-09-29T08:08:03.180Z] [INFO]         2. 107 752 / 1 000 000 (11%) input tokens, 41 835 / 128 000 (33%) output tokens\n[2026-09-29T08:08:03.183Z] [INFO]         3. 102 102 / 1 000 000 (10%) input tokens, 25 591 / 128 000 (20%) output tokens\n[2026-09-29T08:08:03.187Z] [INFO]         Total: (28 894 new + 563 069 cache writes + 10 600 693 cache reads) input tokens, 147 601 output tokens\n[2026-09-29T08:08:03.245Z] [INFO] \n[2026-09-29T08:08:03.245Z] [INFO]       \ud83d\udcca [budget-trace] Claude Opus 5.5\n[2026-09-29T08:08:03.254Z] [INFO]          peak input:      113 003 / 1 000 000 context (largest request input + cache_creation + cache_read)\n[2026-09-29T08:08:03.262Z] [INFO]          cumulative:      input 28 894, cache_write 563 069 (5m 0 / 1h 285 537), cache_read 10 600 693, output 147 601\n[2026-09-29T08:08:03.266Z] [INFO]          server tools:    web_search 0\n[2026-09-29T08:08:03.269Z] [INFO]          cost (public):   $8.859691\n[2026-09-29T08:08:03.273Z] [INFO]          cost (anthropic result-event): $8.859691\n[2026-09-29T08:08:03.277Z] [INFO]          sub-session count: 3\n[2026-09-29T08:08:03.310Z] [INFO]          data source:     jsonl + result-event\n[2026-09-29T08:08:03.345Z] [INFO] \n[2026-09-29T08:08:03.345Z] [INFO]    \ud83d\udcb0 Cost: $8.859691\n[2026-09-29T08:08:03.350Z] [INFO]       Total tokens: 739 564\n[2026-09-29T08:08:03.354Z] [INFO] \n[2026-09-29T08:08:03.354Z] [INFO] \ud83d\udca1 To continue this session:\n[2026-09-29T08:08:03.354Z] [INFO] \n[2026-09-29T08:08:03.360Z] [INFO]    Interactive mode:    (cd \"/tmp/gh-issue-solver-1790667776920\" && claude --resume f0ddf6ec-4316-44b3-b0ba-14367918e3de --model opus)\n[2026-09-29T08:08:03.360Z] [INFO] \n[2026-09-29T08:08:03.363Z] [INFO]    Autonomous mode:     (cd \"/tmp/gh-issue-solver-1790667776920\" && claude --resume f0ddf6ec-4316-44b3-b0ba-14367918e3de --output-format stream-json --dangerously-skip-permissions --model opus -p \"Continue.\")\n[2026-09-29T08:08:03.363Z] [INFO] \n[2026-09-29T08:08:03.940Z] [INFO] \n[2026-09-29T08:08:03.940Z] [INFO] \ud83d\udcca [DISK] phase=after_agent bytes=31109361 deltaBytes=299595 path=/tmp/gh-issue-solver-1790667776920 size=30 MB delta=+293 KB\n[2026-09-29T08:08:04.340Z] [INFO] \ud83d\udcc8 Resource usage (after AI execution):\n[2026-09-29T08:08:04.340Z] [INFO]    CPU load: 10.04 9.83 7.74 (6 CPUs)\n[2026-09-29T08:08:04.340Z] [INFO]    Memory: 8.3 GB available / 11.7 GB total (3.4 GB used)\n[2026-09-29T08:08:04.340Z] [INFO]    Process RSS: 136 MB, V8 heap: 53 MB used of 2.2 GB limit (2.4%)\n[2026-09-29T08:08:04.340Z] [INFO]    Disk (/): 97.7 GB available / 192.7 GB total (49.3% used)\n[2026-09-29T08:08:04.340Z] [INFO] \ud83d\udcc8 [RESOURCES] phase=after_agent ts=2026-09-29T08%3A08%3A04.089Z load1=10.04 load5=9.83 load15=7.74 cpuCount=6 memTotalBytes=12541485056 memAvailableBytes=8878116864 memUsedBytes=3663368192 processRssBytes=142393344 processHeapUsedBytes=55480792 processHeapTotalBytes=89653248 processExternalBytes=16597763 processHeapLimitBytes=2348810240 processHeapUsedPercent=2.3620806421552385 diskPath=%2F diskTotalBytes=206900281344 diskAvailableBytes=104853327872 diskUsedBytes=102030176256 diskUsedPercent=49.31369623725204 mem=8.3%20GB%20available%20%2F%2011.7%20GB%20total heap=53%20MB%20used%20of%202.2%20GB%20limit%20(2.4%25) disk=97.7%20GB%20available%20%2F%20192.7%20GB%20total\n[2026-09-29T08:08:04.536Z] [INFO] \n[2026-09-29T08:08:04.536Z] [INFO] \ud83d\udd0d Checking for uncommitted changes...\n[2026-09-29T08:08:04.636Z] [INFO] \u2705 No uncommitted changes found\n[2026-09-29T08:08:04.644Z] [INFO] \n[2026-09-29T08:08:04.644Z] [INFO] === Session Summary ===\n[2026-09-29T08:08:04.651Z] [INFO] \u2705 Session ID: f0ddf6ec-4316-44b3-b0ba-14367918e3de\n[2026-09-29T08:08:04.657Z] [INFO] \u2705 Complete log file: /home/box/f0ddf6ec-4316-44b3-b0ba-14367918e3de.log\n[2026-09-29T08:08:04.659Z] [INFO] \n[2026-09-29T08:08:04.666Z] [INFO] \ud83d\udca1 To continue this session:\n[2026-09-29T08:08:04.676Z] [INFO]    Interactive mode:    (cd \"/tmp/gh-issue-solver-1790667776920\" && claude --resume f0ddf6ec-4316-44b3-b0ba-14367918e3de --model opus)\n[2026-09-29T08:08:04.685Z] [INFO]    Autonomous mode:     (cd \"/tmp/gh-issue-solver-1790667776920\" && claude --resume f0ddf6ec-4316-44b3-b0ba-14367918e3de --output-format stream-json --dangerously-skip-permissions --model opus -p \"Continue.\")\n[2026-09-29T08:08:04.690Z] [INFO]    Solve resume mode:   \"/home/box/.nvm/versions/node/v24.21.0/bin/node\" \"/home/box/.bun/bin/solve\" \"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\" --resume \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\" --model \"opus\" --fallback-model \"opus-4-8\" --working-directory \"/tmp/gh-issue-solver-1790667776920\"\n[2026-09-29T08:08:04.699Z] [INFO] \n[2026-09-29T08:08:04.890Z] [INFO] \ud83d\udd0d Checking if AI created any comments during session (--auto-attach-solution-summary)...\n[2026-09-29T08:08:05.787Z] [INFO] \ud83d\udd0e Checking comments by 'konard' after session start 2026-09-29T07:43:18.552Z (PR #648, issue #646)\n[2026-09-29T08:08:06.535Z] [INFO]    \ud83d\udce8 PR conversation comments after session start by 'konard' (excluding tool-generated): 0\n[2026-09-29T08:08:07.190Z] [INFO]    \ud83d\udcdd PR review (inline) comments after session start by 'konard': 0\n[2026-09-29T08:08:07.873Z] [INFO]    \ud83d\udce8 Issue comments after session start by 'konard' (excluding tool-generated): 0\n[2026-09-29T08:08:07.879Z] [INFO] \ud83d\udcdd No AI comments detected, attaching working session summary...\n[2026-09-29T08:08:09.657Z] [INFO] \ud83d\udccf Working session summary folded into a \n block\n[2026-09-29T08:08:11.240Z] [INFO] \u2705 Working session summary attached to pr #648 (id=5886243874)\n[2026-09-29T08:08:11.249Z] [INFO] \n[2026-09-29T08:08:11.249Z] [INFO] \ud83d\udd0d Searching for created pull requests or comments...\n[2026-09-29T08:08:11.868Z] [INFO] \n[2026-09-29T08:08:11.868Z] [INFO] \ud83d\udd0d Checking for pull requests from branch issue-646-497e337ac092...\n[2026-09-29T08:08:12.558Z] [INFO]   \u2705 Found pull request #648: \"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\"\n[2026-09-29T08:08:13.424Z] [STDOUT] Closes #646\n\n## \u0427\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u043d\u043e\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044e \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432 (1\u201310) \u0438 \u043b\u0435\u0436\u0430\u0442 \u0432 `projects/ba-ai-process/docs/presentation/`.\n\n| \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | \u0427\u0442\u043e \u0432\u043d\u0443\u0442\u0440\u0438 |\n|---|---|\n| [\u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-646-497e337ac092/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md) | 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence. \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043b\u0430\u0439\u0434\u0430: \u043d\u043e\u043c\u0435\u0440, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f Midjourney/DALL-E \u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438. \u0415\u0441\u0442\u044c \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u00ab\u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0431\u043b\u043e\u043a \u0437\u0430\u0434\u0430\u0447\u0438 \u2192 \u0441\u043b\u0430\u0439\u0434\u00bb, \u043e\u0431\u0449\u0438\u0439 \u0441\u0442\u0438\u043b\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0438 \u043a\u0430\u0440\u0442\u0430 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 |\n| [\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-646-497e337ac092/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md) | \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f: \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f, \u0445\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436 \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442, \u043e\u0434\u043d\u0430 \u0433\u043b\u0430\u0432\u043d\u0430\u044f \u043c\u044b\u0441\u043b\u044c, \u0441\u043f\u0438\u0441\u043e\u043a \u0442\u043e\u0433\u043e, \u0447\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c. \u041f\u043e \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u0441\u043b\u0430\u0439\u0434\u0443 \u2014 \u0432\u0440\u0435\u043c\u044f, \u0446\u0435\u043b\u044c, \u0442\u0435\u043a\u0441\u0442, \u00ab\u043f\u043e\u0447\u0435\u043c\u0443/\u043a\u0430\u043a\u00bb \u0438 \u043c\u043e\u0441\u0442\u0438\u043a \u043a \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c\u0443 \u0441\u043b\u0430\u0439\u0434\u0443. \u0411\u0430\u043d\u043a \u0438\u0437 11 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f |\n| `projects/ba-ai-process/README.md` | \u0420\u0430\u0437\u0434\u0435\u043b \u00ab\u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\u00bb \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u043e\u0431\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 |\n| `CHANGELOG.md` | \u0417\u0430\u043f\u0438\u0441\u044c \u0432 Unreleased / Added |\n\n\u041a\u0430\u043a \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u0435 \u0431\u043b\u043e\u043a\u0438 \u0437\u0430\u0434\u0430\u0447\u0438 \u043b\u0435\u0433\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u044b:\n\n| \u0411\u043b\u043e\u043a \u0437\u0430\u0434\u0430\u0447\u0438 | \u0421\u043b\u0430\u0439\u0434\u044b |\n|---|---|\n| \u0421\u043a\u043e\u0443\u043f | 1\u20132 |\n| \u0411\u043e\u043b\u044c | 3 |\n| \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | 4 |\n| \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | 5 |\n| \u041f\u0440\u043e\u0440\u044b\u0432: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u0441\u0442\u0440\u043e\u0433\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b + \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0441 fail-closed | 6 |\n| \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 | 7 |\n| \u0421\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c (GigaCode CLI, Cline) \u2192 \u0421\u0440\u0435\u0434\u0430 4 | 8, 10 |\n| \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 | 9 |\n\n\u042d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430: 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (RUN-0001\u2026RUN-0069, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430) \u0432 [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts). \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u0438\u0434\u0451\u0442 \u0442\u0430\u043a: \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u2192 23 \u0444\u0430\u0439\u043b\u0430 \u2192 \u043e\u0442\u043a\u0430\u0442 \u043f\u0440\u0430\u0432\u043e\u043a \u0432 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027 \u2192 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u0438\u0435 \u00abevals \u043d\u0435\u0442\u00bb \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c. \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u2014 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u0438 `M-1 = 0.0`. \u042d\u0442\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u0447\u0435\u0440\u0435\u0437 \u0441\u043b\u0430\u0439\u0434\u044b 3\u20134 \u0438 \u0447\u0435\u0440\u0435\u0437 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439.\n\n## \u041a\u0430\u043a \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0438\u0441\u044c \u0444\u0430\u043a\u0442\u044b\n- \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u0432\u0435\u0434\u0451\u0442 \u043a \u0444\u0430\u0439\u043b\u0443-\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0443. \u0421\u0441\u044b\u043b\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435: \u043d\u0430 `main` \u044d\u0442\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0438 \u043d\u0430 `mango_ba_prompts`.\n- \u0426\u0438\u0442\u0430\u0442\u044b \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u044b\u0435: \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430, RUN-0018.\n- \u0412\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u043e\u0445\u043e\u0434 \u0441\u0432\u0435\u0440\u0438\u043b \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043f\u043e \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0435 \u0438 \u0437\u0430\u043c\u0435\u0440 `M-1` \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445. \u041e\u0442\u0432\u0435\u0442 \u043f\u0440\u043e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u0438\u0432\u0435\u0434\u0451\u043d \u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441 ADR-019 \u0438 \u0413-12.\n- \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442: `validate-frontmatter`, `validate-file-naming`, `validate-repository-structure`, `validate-rrp-links`, `generate-manifest --check`, `tools/test-*.sh`.\n\n## \u0420\u0430\u0437\u0440\u044b\u0432\u044b\n| \u2116 | \u0420\u0430\u0437\u0440\u044b\u0432 | \u041a\u0430\u043a \u043e\u0442\u0440\u0430\u0436\u0435\u043d\u043e |\n|---|---|---|\n| 1 | \u0412\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 (V-BIZ, V-APPROVE, V-DEV, V-CONTRACT) \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 | \u0421\u043b\u0430\u0439\u0434 7, \u0441\u0442\u0430\u0442\u0443\u0441 \u00ab\u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\u00bb |\n| 2 | \u0421\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0431\u043e\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0432 \u0434\u0432\u0443\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 | \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb |\n| 3 | `retrieval_status`, `semantic_review` \u0438 `approval` \u2014 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f \u0441\u0443\u043c\u043c\u0430 \u0446\u0438\u0442\u0430\u0442\u044b \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0430 \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 (\u0413-17) | \u0422\u0430\u043c \u0436\u0435 |\n| 4 | \u00ab\u0422\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f MCP \u043a Jira \u0438 Confluence \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432 (\u0413-12) | \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u0432\u043e\u043f\u0440\u043e\u0441 \u043e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 |\n| 5 | \u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b `mango_ba_prompts` \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b. \u0422\u043e\u043a\u0435\u043d\u044b RUN-0025 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 RUN-0015 | \u0420\u0430\u043c\u043a\u0430 \u00ab\u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\u00bb \u0438 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 |\n| 6 | \u041e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u0438 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u0438 \u0421\u0440\u0435\u0434\u044b 4 \u043d\u0435\u0442 | \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441: \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0434\u043e RFC B-218 |\n| 7 | \u0418\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u0441\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u044b | \u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432, \u0440\u0430\u0437\u0434\u0435\u043b \u043f\u0440\u043e \u0441\u0442\u0438\u043b\u044c |\n\n## \u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0438\u0441\u043a\n\u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0434\u0430\u0451\u0442 \u00ab\u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044e \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb, \u0430 \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0435\u0441\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c \u043e\u0442\u0440\u0435\u0437\u043a\u0435 Working \u2192 Release. \u0415\u0441\u043b\u0438 \u043d\u0430 \u043f\u043e\u043a\u0430\u0437\u0435 \u043f\u0440\u043e\u0437\u0432\u0443\u0447\u0438\u0442 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u00bb \u0431\u0435\u0437 \u043e\u0433\u043e\u0432\u043e\u0440\u043a\u0438, \u043f\u0435\u0440\u0432\u0430\u044f \u0436\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\u0439\u0434\u0451\u0442 lorem ipsum, \u043f\u0440\u043e\u0448\u0435\u0434\u0448\u0438\u0439 n1\u2013n3 (\u0413-29). \u0422\u043e\u0433\u0434\u0430 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c \u0431\u0443\u0434\u0435\u0442 \u043f\u043e\u0442\u0435\u0440\u044f\u043d\u043e. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0433\u043e\u0432\u043e\u0440\u043a\u0438 \u0441\u0442\u043e\u044f\u0442 \u043f\u0440\u044f\u043c\u043e \u0432 \u0442\u0435\u043a\u0441\u0442\u0435 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 7\u20138 \u0438 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438, \u0430 \u043d\u0435 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0438.\n\n## \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0432 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[`docs/ba-meta-model-overview.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/ba-meta-model-overview.md) \u043e\u0442 2026-09-09 \u2014 \u0440\u0430\u043d\u043d\u0438\u0439 \u043e\u0431\u0437\u043e\u0440 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u043b\u044f \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432. \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0435\u0433\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442; \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f, \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.\n\n[2026-09-29T08:08:13.435Z] [INFO]   \u2705 PR body already contains issue reference\n[2026-09-29T08:08:17.666Z] [STDOUT] https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T08:08:17.686Z] [INFO]   \ud83d\udcdd PR description Changes section regenerated from the diff (4 file(s))\n[2026-09-29T08:08:19.504Z] [STDOUT] {\"isDraft\":false,\"state\":\"OPEN\"}\n[2026-09-29T08:08:19.518Z] [INFO]    \ud83d\udd0d PR #648 draft state: isDraft=false, state=OPEN\n[2026-09-29T08:08:19.521Z] [INFO] \u2705 PR status: Already in ready for review\n[2026-09-29T08:08:19.526Z] [INFO] \n[2026-09-29T08:08:19.526Z] [INFO] \ud83d\udcce Uploading solution draft log to Pull Request...\n[2026-09-29T08:08:19.537Z] [STDERR] [use-m] use('fs') joined an in-flight load (alias fs-v-latest)\n[2026-09-29T08:08:19.588Z] [INFO] \ud83d\udcc8 Resource usage (log upload start, 6MB log):\n[2026-09-29T08:08:19.588Z] [INFO]    CPU load: 11.00 10.05 7.85 (6 CPUs)\n[2026-09-29T08:08:19.588Z] [INFO]    Memory: 8.7 GB available / 11.7 GB total (3.0 GB used)\n[2026-09-29T08:08:19.588Z] [INFO]    Process RSS: 176 MB, V8 heap: 73 MB used of 2.2 GB limit (3.3%)\n[2026-09-29T08:08:19.588Z] [INFO]    Disk (/): 97.5 GB available / 192.7 GB total (49.4% used)\n[2026-09-29T08:08:19.588Z] [INFO] \ud83d\udcc8 [RESOURCES] phase=log_upload_start ts=2026-09-29T08%3A08%3A19.578Z load1=11 load5=10.05 load15=7.85 cpuCount=6 memTotalBytes=12541485056 memAvailableBytes=9288724480 memUsedBytes=3252760576 processRssBytes=184180736 processHeapUsedBytes=76557648 processHeapTotalBytes=136523776 processExternalBytes=17186296 processHeapLimitBytes=2348810240 processHeapUsedPercent=3.259422438485282 diskPath=%2F diskTotalBytes=206900281344 diskAvailableBytes=104721207296 diskUsedBytes=102162296832 diskUsedPercent=49.377553364531785 mem=8.7%20GB%20available%20%2F%2011.7%20GB%20total heap=73%20MB%20used%20of%202.2%20GB%20limit%20(3.3%25) disk=97.5%20GB%20available%20%2F%20192.7%20GB%20total\n[2026-09-29T08:08:20.219Z] [INFO]   \ud83d\udcb0 Calculated cost: $8.859691\n[2026-09-29T08:08:20.222Z] [INFO]   \ud83e\udd16 Actual models used: claude-opus-5-5\n[2026-09-29T08:08:20.233Z] [STDERR] [use-m] use('https') loading (alias https-v-latest)\n[2026-09-29T08:08:20.271Z] [STDERR] [use-m] use('https') loaded in 36ms\n[2026-09-29T08:08:20.635Z] [INFO]   \ud83e\udd16 Model info fetched for comment\n[2026-09-29T08:08:20.639Z] [INFO]   \u23ed\ufe0f  Log is 6MB \u2014 skipping inline comment construction, the log goes straight to gh-upload-log\n[2026-09-29T08:08:20.642Z] [INFO]   \ud83d\udcc1 Log file too large for inline comment (6MB), using gh-upload-log\n[2026-09-29T08:08:20.644Z] [INFO]   \ud83d\udcce Uploading log using gh-upload-log...\n[2026-09-29T08:08:21.285Z] [INFO]   \ud83d\udd0d Repository visibility: public, log upload will be public\n", "creation_timestamp": "2026-09-29T08:08:29.000000Z"}]}